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{
"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\": \"2025-04-16T20:48:37.346Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T20:48:41.739Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T20:48:47.171Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T20:50:16.778Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T20:50:20.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T20:50:28.308Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T20:50:42.104Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T20:51:33.935Z\", \"action\": \"purchase\", \"action_argument\": \"B0DH7PNPPM, B0D418HHPL, B0DBZ3JYRF, B0CMQZ2HFJ\"}\n{\"timestamp\": \"2025-04-16T20:56:05.808Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T20:56:10.219Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T20:56:13.873Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T20:56:15.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T20:56:16.548Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T20:56:18.223Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T20:56:21.037Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T20:56:25.928Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T20:56:27.010Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T20:56:28.759Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T20:56:31.751Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T20:56:33.127Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T20:56:44.332Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T20:56:48.148Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T20:56:55.805Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T20:56:56.944Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T20:57:42.257Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2K6B1SW\"}\n{\"timestamp\": \"2025-04-16T20:58:56.674Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-16T20:59:52.279Z\", \"action\": \"input\", \"action_argument\": \"Bike bott\"}\n{\"timestamp\": \"2025-04-16T20:59:52.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T21:00:54.606Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-16T21:01:27.928Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-16T21:01:33.076Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHXFZL3J\"}\n{\"timestamp\": \"2025-04-16T21:02:04.677Z\", \"action\": \"click_product\", \"action_argument\": \"B01K2BOUN4\"}\n{\"timestamp\": \"2025-04-16T21:02:08.766Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:02:09.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:02:20.636Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHXFZL3J\"}\n{\"timestamp\": \"2025-04-16T21:02:49.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:02:51.298Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:02:53.407Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:02:54.542Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:02:56.638Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:02:57.664Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:00.434Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:03.032Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:04.996Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:06.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:06.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:09.280Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:10.387Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:11.528Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:12.264Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:12.938Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:13.915Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:14.659Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:15.372Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:16.181Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:19.035Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:25.713Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:26.616Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:35.541Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:03:49.782Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:03:54.875Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:04:00.004Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSVNNCVD\"}\n{\"timestamp\": \"2025-04-16T21:04:46.556Z\", \"action\": \"click_product\", \"action_argument\": \"B09654V9YX\"}\n{\"timestamp\": \"2025-04-16T21:05:23.313Z\", \"action\": \"click_product\", \"action_argument\": \"B07D6MY66N\"}\n{\"timestamp\": \"2025-04-16T21:05:50.364Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-16T21:06:41.217Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2VB8HWF\"}\n{\"timestamp\": \"2025-04-16T21:06:49.027Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:06:54.108Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:07:22.247Z\", \"action\": \"click_product\", \"action_argument\": \"B08NVF8VWK\"}\n{\"timestamp\": \"2025-04-16T21:07:43.923Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:07:57.466Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:10.250Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:14.450Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:17.717Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:21.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:26.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:08:46.548Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-16T21:24:34.759Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:24:40.860Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:24:43.642Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:46.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:48.117Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:57.342Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:59.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:25:16.703Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:28.561Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T21:25:30.978Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:43.677Z\", \"action\": \"click_product\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T21:26:03.376Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:26:19.610Z\", \"action\": \"click_product\", \"action_argument\": \"B09DLF695Y\"}\n{\"timestamp\": \"2025-04-16T21:26:24.294Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:26:44.944Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.000Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:48.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:49.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:50.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:51.583Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:52.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:54.796Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:55.530Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.136Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.834Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:57.728Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:58.653Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:59.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:04.333Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:05.745Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:27:17.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:27:21.089Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:25.313Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:31.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:34.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:04.909Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:16.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:56.340Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:58.072Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:29:06.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:29:12.964Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:30:07.424Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6, B0DH7PNPPM, B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\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\": \"ROCKBROS Smart Bike Tail Light for Night Riding Brake Sensing Bicycle Rear Lights USB Rechargeable IPX6 Waterproof Bright LED Bike Light 260mah Cycling Safety Road BikeTaillight Accessories 4 Modes\", \"asin\": \"B0BCK29WBT\", \"price\": \"$15.99\", \"quantity\": \"2\"}],\n\"product_details\": [{\"asin\": \"B0BT9K54D6\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Cage Holder Lightweight Alloy Aluminum Bicycle Water Bottle Holder Cages Secure Hold Brackets\"},\n{\"price\": \"$14.39\"},\n{\"bullet_list\": \"Secure and Sturdy : The water bottle lock design on the top and the two durable arms will keep the water bottle staying in secure condition. This secure mechanism will protect your water bottle stay sturdily, whether riding on the bumpy road or hitting berms,the water bottle will not drop out Easy to Access:Two flexible arms combined the large openings to allow you to get the bottle in or out easily. You could pay more attention to riding,rather than get the water bottle,enjoy the safe riding Premium Material:ROCKBROS water bottle cage is made with Lightweight alloy aluminum. Which is more durable than plastic or polycarbonate. With rubber paint,the surface from the water bottle holder is more smooth,which will keep your drink bottle and your bike frame from scratching. Universal Fits:Bike water bottle holders arm that wrap around water bottle fits most standard and over sized bicycle water bottles,drink bottles, which including 20, 24, 25 & 33 oz ounces (500, 650, 750 & 950ml sizes) Seconds to Install:The water bottle cages come with allen key and two stainless screws. You will intall the bottle holder on your bike\\u2019s frame immediately. The bike frame requires two threaded holes to install the cage\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"blue\"}],\n\"promotion_items\": [{\"title\": \"Corki Cycles Heavy Duty Bike Water Bottle Holder, Lightweight Aluminum Cage Shockproof Design for Road Mountain Gravel Bikes, Holds 21-32 oz, 1-Pack Iridescent Silver\", \"asin\": \"B0DPMN8YLG\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Planet Bike Sideload water bottle cage\", \"asin\": \"B00MYI278O\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Holder Durable Aluminum Water Bottle Holder for Bike Lightweight Bike Bottle Holder for Bicycle MTB, Road/Mountain Bikes, black-silver\", \"asin\": \"B0CSY8BQW6\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Cup Holder, Water Bottle Holder Handlebar with Mesh Pockets, Universal Cycling...\", \"asin\": \"B0BG75WTV2\", \"price\": \"$12.59\", \"quantity\": \"\"},\n{\"title\": \"Premium Aluminum Alloy Bike Cup Holder - - Durable Water Bottle Cage for Bicycle, R...\", \"asin\": \"B0CV5S9FPD\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"CNC Bike Water Bottle Holder, Bike Water Bottle Cage for Road Bike/Mountain Bike\\uff0c2-Pack\\uff0cBlue\", \"asin\": \"B08G4HJ69T\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Holder Ultra-Light Bicycle Bottle Cages with Screws Tool, Universal Bike Cup Holder Rack for Road MTB Bikes\\u2026\", \"asin\": \"B0B1J2Q5WD\", \"price\": \"$9.89\", \"quantity\": \"\"},\n{\"title\": \"PRO BIKE TOOL Bike Water Bottle Holder - Lightweight and Strong Bicycle Cage with Secure Retention System , for Road Mountain Bikes (MTB) Universal\", \"asin\": \"B01K2BOUN4\", \"price\": \"$14.98\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Holder Ultra-Light Bicycle Bottle Cages with Screws Tool, Universal Bike Cup Holder Rack for Road MTB Bikes\\u2026\", \"asin\": \"B0B1J2Q5WD\", \"price\": \"$9.89\", \"quantity\": \"\"},\n{\"title\": \"Lamicall Bike Water Bottle Holder - 1.2 Oz Ultralight & Sturdy Bike Cup Holder, Bicycle Drink Cage, Cycling Bike Water Bottle Cage with Screw Tool, for 2.75-3.94\\\" Diameter Bottles\", \"asin\": \"B0DHXFZL3J\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Holder-Lightweight Sturdy Alloy Aluminum Bike Water Bottle Cage Bike Cup Holder for Road Bike & Mountain Bike\", \"asin\": \"B0BYYVSX3C\", \"price\": \"$9.89\", \"quantity\": \"\"},\n{\"title\": \"CNC Bike Water Bottle Holder, Bike Water Bottle Cage for Road Bike/Mountain Bike\\uff0c2-Pack\\uff0cBlue\", \"asin\": \"B08G4HJ69T\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"corki Cycles Bike Water Bottle Holder Right Side Load Water Bottle Cage for Road, MTB, Gravel Bicycle Lime Punch 1-Pack\", \"asin\": \"B09654V9YX\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Planet Bike Sideload water bottle cage\", \"asin\": \"B00MYI278O\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"PRO BIKE TOOL Carbon Composite Water Bottle Cage - Lightweight Bike Bottle Holder for Road and Mountain Bikes - Fits 20-33oz Bottles, Easy Installation, High Collar Design - Black, 6.1 x 2.9 in\", \"asin\": \"B09T782LQ6\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"CyclingDeal Bike Handlebar Bottle Cage Adapter - Bike Water Bottle Holder Bicycle Water Bottle Mount - Secure & Durable Bike Bottle Holder for Handlebar Clamp Size 22.2mm to 35mm\", \"asin\": \"B0DM5H95KX\", \"price\": \"$22.98\", \"quantity\": \"\"},\n{\"title\": \"Corki Cycles Heavy Duty Bike Water Bottle Holder, Lightweight Aluminum Cage Shockproof Design for Road Mountain Gravel Bikes, Holds 21-32 oz, 1-Pack Orange\", \"asin\": \"B0DPMN9F31\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Durable Aluminum Bike Water Bottle Holder - Lightweight for MTB, Road/Mountain Bicycles - Black-Silver (2-Pack)\", \"asin\": \"B0CSY8CGC5\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"corki Cycles Bike Water Bottle Holder Right Side Load Water Bottle Cage for Road, MTB, Gravel Bicycle Lime Punch 1-Pack\", \"asin\": \"B09654V9YX\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"CNC Bike Water Bottle Holder, Bike Water Bottle Cage for Road Bike/Mountain Bike\\uff0c2-Pack\\uff0cBlue\", \"asin\": \"B08G4HJ69T\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Premium Aluminum Alloy Bike Cup Holder - - Durable Water Bottle Cage for Bicycle, Road Bike, Mountain Bikes (Multicolor)\", \"asin\": \"B0CV5S9FPD\", \"price\": \"$15.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"ROCKBROS Bike Water Bottle Cage Holder Lightweight Alloy Aluminum Bicycle Water Bottle Holder Cages Secure Hold Brackets\", \"asin\": \"B0BT9K54D6\", \"price\": \"$14.39\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Cage, Durable Aluminum Alloy Bike Cup Holder, Lightweight Water Bottle Holder, Universial Bike Bottle Cage for Road Mountain Bikes\", \"asin\": \"B0CN8WHG1R\", \"price\": \"$10.79\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Holder Alloy Aluminum Bicycle Water Bottle Cage Brackets Bike Cup Holder for Road Mountain Bikes Black\", \"asin\": \"B0C2VB8HWF\", \"price\": \"$9.99\"},\n{\"title\": \"ROCKBROS Lightweight Sturdy Alloy Aluminum Bike Water Bottle Cage & Holder for Road & Mountain Bike\", \"asin\": \"B0BYYYCJJ3\", \"price\": \"$10.79\"},\n{\"title\": \"CNC Bike Water Bottle Holder, Bike Water Bottle Cage for Road Bike/Mountain Bike\\uff0c2-Pack\\uff0cBlue\", \"asin\": \"B08G4HJ69T\", \"price\": \"$15.99\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Cage Holder Lightweight Alloy Aluminum Bicycle Water Bottle Holder Cages Secure Hold Brackets\", \"asin\": \"B0BT9LTNP4\", \"price\": \"$14.39\"}]\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\": \"2025-04-18T03:48:23.881Z\", // 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": "2025-04-16T20:48:37.346Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-16T20:48:41.739Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-16T20:48:47.171Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T20:50:16.778Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T20:50:20.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T20:50:28.308Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-16T20:50:42.104Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T20:51:33.935Z", "action": "purchase", "action_argument": "B0DH7PNPPM, B0D418HHPL, B0DBZ3JYRF, B0CMQZ2HFJ"}
{"timestamp": "2025-04-16T20:56:05.808Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:10.219Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:13.873Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:15.557Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:16.548Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:18.223Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:21.037Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:25.928Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:27.010Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:28.759Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:31.751Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:33.127Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:44.332Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T20:56:48.148Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T20:56:55.805Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T20:56:56.944Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T20:57:42.257Z", "action": "click_product", "action_argument": "B0D2K6B1SW"}
{"timestamp": "2025-04-16T20:58:56.674Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T20:59:52.279Z", "action": "input", "action_argument": "Bike bott"}
{"timestamp": "2025-04-16T20:59:52.318Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-16T21:00:54.606Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:01:27.928Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:01:33.076Z", "action": "click_product", "action_argument": "B0DHXFZL3J"}
{"timestamp": "2025-04-16T21:02:04.677Z", "action": "click_product", "action_argument": "B01K2BOUN4"}
{"timestamp": "2025-04-16T21:02:08.766Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:02:09.649Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:02:20.636Z", "action": "click_product", "action_argument": "B0DHXFZL3J"}
{"timestamp": "2025-04-16T21:02:49.679Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:02:51.298Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:02:53.407Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:02:54.542Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:02:56.638Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:02:57.664Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:00.434Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:03.032Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:04.996Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:06.115Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:06.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:09.280Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:10.387Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:11.528Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:12.264Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:12.938Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:13.915Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:14.659Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:15.372Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:16.181Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:19.035Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:25.713Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:26.616Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:35.541Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:03:49.782Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:03:54.875Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:04:00.004Z", "action": "purchase", "action_argument": "B0DSVNNCVD"}
{"timestamp": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
<|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": "ROCKBROS Smart Bike Tail Light for Night Riding Brake Sensing Bicycle Rear Lights USB Rechargeable IPX6 Waterproof Bright LED Bike Light 260mah Cycling Safety Road BikeTaillight Accessories 4 Modes", "asin": "B0BCK29WBT", "price": "$15.99", "quantity": "2"}],
"product_details": [{"asin": "B0BT9K54D6"},
{"title": "ROCKBROS Bike Water Bottle Cage Holder Lightweight Alloy Aluminum Bicycle Water Bottle Holder Cages Secure Hold Brackets"},
{"price": "$14.39"},
{"bullet_list": "Secure and Sturdy : The water bottle lock design on the top and the two durable arms will keep the water bottle staying in secure condition. This secure mechanism will protect your water bottle stay sturdily, whether riding on the bumpy road or hitting berms,the water bottle will not drop out Easy to Access:Two flexible arms combined the large openings to allow you to get the bottle in or out easily. You could pay more attention to riding,rather than get the water bottle,enjoy the safe riding Premium Material:ROCKBROS water bottle cage is made with Lightweight alloy aluminum. Which is more durable than plastic or polycarbonate. With rubber paint,the surface from the water bottle holder is more smooth,which will keep your drink bottle and your bike frame from scratching. Universal Fits:Bike water bottle holders arm that wrap around water bottle fits most standard and over sized bicycle water bottles,drink bottles, which including 20, 24, 25 & 33 oz ounces (500, 650, 750 & 950ml sizes) Seconds to Install:The water bottle cages come with allen key and two stainless screws. You will intall the bottle holder on your bike\u2019s frame immediately. The bike frame requires two threaded holes to install the cage"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "blue"}],
"promotion_items": [{"title": "Corki Cycles Heavy Duty Bike Water Bottle Holder, Lightweight Aluminum Cage Shockproof Design for Road Mountain Gravel Bikes, Holds 21-32 oz, 1-Pack Iridescent Silver", "asin": "B0DPMN8YLG", "price": "$15.99", "quantity": ""},
{"title": "Planet Bike Sideload water bottle cage", "asin": "B00MYI278O", "price": "$12.99", "quantity": ""},
{"title": "ROCKBROS Bike Water Bottle Holder Durable Aluminum Water Bottle Holder for Bike Lightweight Bike Bottle Holder for Bicycle MTB, Road/Mountain Bikes, black-silver", "asin": "B0CSY8BQW6", "price": "$12.99", "quantity": ""},
{"title": "Bike Cup Holder, Water Bottle Holder Handlebar with Mesh Pockets, Universal Cycling...", "asin": "B0BG75WTV2", "price": "$12.59", "quantity": ""},
{"title": "Premium Aluminum Alloy Bike Cup Holder - - Durable Water Bottle Cage for Bicycle, R...", "asin": "B0CV5S9FPD", "price": "$15.99", "quantity": ""},
{"title": "CNC Bike Water Bottle Holder, Bike Water Bottle Cage for Road Bike/Mountain Bike\uff0c2-Pack\uff0cBlue", "asin": "B08G4HJ69T", "price": "$15.99", "quantity": ""},
{"title": "ROCKBROS Bike Water Bottle Holder Ultra-Light Bicycle Bottle Cages with Screws Tool, Universal Bike Cup Holder Rack for Road MTB Bikes\u2026", "asin": "B0B1J2Q5WD", "price": "$9.89", "quantity": ""},
{"title": "PRO BIKE TOOL Bike Water Bottle Holder - Lightweight and Strong Bicycle Cage with Secure Retention System , for Road Mountain Bikes (MTB) Universal", "asin": "B01K2BOUN4", "price": "$14.98", "quantity": ""},
{"title": "ROCKBROS Bike Water Bottle Holder Ultra-Light Bicycle Bottle Cages with Screws Tool, Universal Bike Cup Holder Rack for Road MTB Bikes\u2026", "asin": "B0B1J2Q5WD", "price": "$9.89", "quantity": ""},
{"title": "Lamicall Bike Water Bottle Holder - 1.2 Oz Ultralight & Sturdy Bike Cup Holder, Bicycle Drink Cage, Cycling Bike Water Bottle Cage with Screw Tool, for 2.75-3.94\" Diameter Bottles", "asin": "B0DHXFZL3J", "price": "$8.99", "quantity": ""},
{"title": "ROCKBROS Bike Water Bottle Holder-Lightweight Sturdy Alloy Aluminum Bike Water Bottle Cage Bike Cup Holder for Road Bike & Mountain Bike", "asin": "B0BYYVSX3C", "price": "$9.89", "quantity": ""},
{"title": "CNC Bike Water Bottle Holder, Bike Water Bottle Cage for Road Bike/Mountain Bike\uff0c2-Pack\uff0cBlue", "asin": "B08G4HJ69T", "price": "$15.99", "quantity": ""},
{"title": "corki Cycles Bike Water Bottle Holder Right Side Load Water Bottle Cage for Road, MTB, Gravel Bicycle Lime Punch 1-Pack", "asin": "B09654V9YX", "price": "$9.99", "quantity": ""},
{"title": "Planet Bike Sideload water bottle cage", "asin": "B00MYI278O", "price": "$12.99", "quantity": ""},
{"title": "PRO BIKE TOOL Carbon Composite Water Bottle Cage - Lightweight Bike Bottle Holder for Road and Mountain Bikes - Fits 20-33oz Bottles, Easy Installation, High Collar Design - Black, 6.1 x 2.9 in", "asin": "B09T782LQ6", "price": "$17.99", "quantity": ""},
{"title": "CyclingDeal Bike Handlebar Bottle Cage Adapter - Bike Water Bottle Holder Bicycle Water Bottle Mount - Secure & Durable Bike Bottle Holder for Handlebar Clamp Size 22.2mm to 35mm", "asin": "B0DM5H95KX", "price": "$22.98", "quantity": ""},
{"title": "Corki Cycles Heavy Duty Bike Water Bottle Holder, Lightweight Aluminum Cage Shockproof Design for Road Mountain Gravel Bikes, Holds 21-32 oz, 1-Pack Orange", "asin": "B0DPMN9F31", "price": "$12.99", "quantity": ""},
{"title": "ROCKBROS Durable Aluminum Bike Water Bottle Holder - Lightweight for MTB, Road/Mountain Bicycles - Black-Silver (2-Pack)", "asin": "B0CSY8CGC5", "price": "$21.99", "quantity": ""},
{"title": "corki Cycles Bike Water Bottle Holder Right Side Load Water Bottle Cage for Road, MTB, Gravel Bicycle Lime Punch 1-Pack", "asin": "B09654V9YX", "price": "$9.99", "quantity": ""},
{"title": "CNC Bike Water Bottle Holder, Bike Water Bottle Cage for Road Bike/Mountain Bike\uff0c2-Pack\uff0cBlue", "asin": "B08G4HJ69T", "price": "$15.99", "quantity": ""},
{"title": "Premium Aluminum Alloy Bike Cup Holder - - Durable Water Bottle Cage for Bicycle, Road Bike, Mountain Bikes (Multicolor)", "asin": "B0CV5S9FPD", "price": "$15.99", "quantity": ""}],
"comparison_items": [{"title": "ROCKBROS Bike Water Bottle Cage Holder Lightweight Alloy Aluminum Bicycle Water Bottle Holder Cages Secure Hold Brackets", "asin": "B0BT9K54D6", "price": "$14.39"},
{"title": "ROCKBROS Bike Water Bottle Cage, Durable Aluminum Alloy Bike Cup Holder, Lightweight Water Bottle Holder, Universial Bike Bottle Cage for Road Mountain Bikes", "asin": "B0CN8WHG1R", "price": "$10.79"},
{"title": "ROCKBROS Bike Water Bottle Holder Alloy Aluminum Bicycle Water Bottle Cage Brackets Bike Cup Holder for Road Mountain Bikes Black", "asin": "B0C2VB8HWF", "price": "$9.99"},
{"title": "ROCKBROS Lightweight Sturdy Alloy Aluminum Bike Water Bottle Cage & Holder for Road & Mountain Bike", "asin": "B0BYYYCJJ3", "price": "$10.79"},
{"title": "CNC Bike Water Bottle Holder, Bike Water Bottle Cage for Road Bike/Mountain Bike\uff0c2-Pack\uff0cBlue", "asin": "B08G4HJ69T", "price": "$15.99"},
{"title": "ROCKBROS Bike Water Bottle Cage Holder Lightweight Alloy Aluminum Bicycle Water Bottle Holder Cages Secure Hold Brackets", "asin": "B0BT9LTNP4", "price": "$14.39"}]
<|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": "2025-04-18T03:48:23.881Z", // 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>
|
2025-04-18T03:48:23.881Z
|
click
|
cart_side_bar
|
rule
|
2025-04-18T03:48:23.881Z
|
click
|
cart_side_bar
|
train
| 100 |
2025-04-18T03:48:23.881Z
|
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": "2025-04-16T20:48:37.346Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-16T20:48:41.739Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-16T20:48:47.171Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T20:50:16.778Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T20:50:20.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T20:50:28.308Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-16T20:50:42.104Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T20:51:33.935Z", "action": "purchase", "action_argument": "B0DH7PNPPM, B0D418HHPL, B0DBZ3JYRF, B0CMQZ2HFJ"}
{"timestamp": "2025-04-16T20:56:05.808Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:10.219Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:13.873Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:15.557Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:16.548Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:18.223Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:21.037Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:25.928Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:27.010Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:28.759Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:31.751Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:33.127Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:44.332Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T20:56:48.148Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T20:56:55.805Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T20:56:56.944Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T20:57:42.257Z", "action": "click_product", "action_argument": "B0D2K6B1SW"}
{"timestamp": "2025-04-16T20:58:56.674Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T20:59:52.279Z", "action": "input", "action_argument": "Bike bott"}
{"timestamp": "2025-04-16T20:59:52.318Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-16T21:00:54.606Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:01:27.928Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:01:33.076Z", "action": "click_product", "action_argument": "B0DHXFZL3J"}
{"timestamp": "2025-04-16T21:02:04.677Z", "action": "click_product", "action_argument": "B01K2BOUN4"}
{"timestamp": "2025-04-16T21:02:08.766Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:02:09.649Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:02:20.636Z", "action": "click_product", "action_argument": "B0DHXFZL3J"}
{"timestamp": "2025-04-16T21:02:49.679Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:02:51.298Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:02:53.407Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:02:54.542Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:02:56.638Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:02:57.664Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:00.434Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:03.032Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:04.996Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:06.115Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:06.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:09.280Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:10.387Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:11.528Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:12.264Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:12.938Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:13.915Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:14.659Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:15.372Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:16.181Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:19.035Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:25.713Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:26.616Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:35.541Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:03:49.782Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:03:54.875Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:04:00.004Z", "action": "purchase", "action_argument": "B0DSVNNCVD"}
{"timestamp": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
<|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": "ROCKBROS Smart Bike Tail Light for Night Riding Brake Sensing Bicycle Rear Lights USB Rechargeable IPX6 Waterproof Bright LED Bike Light 260mah Cycling Safety Road BikeTaillight Accessories 4 Modes", "asin": "B0BCK29WBT", "price": "$15.99", "quantity": "2"}],
"product_details": [{"asin": "B0BT9K54D6"},
{"title": "ROCKBROS Bike Water Bottle Cage Holder Lightweight Alloy Aluminum Bicycle Water Bottle Holder Cages Secure Hold Brackets"},
{"price": "$14.39"},
{"bullet_list": "Secure and Sturdy : The water bottle lock design on the top and the two durable arms will keep the water bottle staying in secure condition. This secure mechanism will protect your water bottle stay sturdily, whether riding on the bumpy road or hitting berms,the water bottle will not drop out Easy to Access:Two flexible arms combined the large openings to allow you to get the bottle in or out easily. You could pay more attention to riding,rather than get the water bottle,enjoy the safe riding Premium Material:ROCKBROS water bottle cage is made with Lightweight alloy aluminum. Which is more durable than plastic or polycarbonate. With rubber paint,the surface from the water bottle holder is more smooth,which will keep your drink bottle and your bike frame from scratching. Universal Fits:Bike water bottle holders arm that wrap around water bottle fits most standard and over sized bicycle water bottles,drink bottles, which including 20, 24, 25 & 33 oz ounces (500, 650, 750 & 950ml sizes) Seconds to Install:The water bottle cages come with allen key and two stainless screws. You will intall the bottle holder on your bike\u2019s frame immediately. The bike frame requires two threaded holes to install the cage"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "blue"}],
"promotion_items": [{"title": "Corki Cycles Heavy Duty Bike Water Bottle Holder, Lightweight Aluminum Cage Shockproof Design for Road Mountain Gravel Bikes, Holds 21-32 oz, 1-Pack Iridescent Silver", "asin": "B0DPMN8YLG", "price": "$15.99", "quantity": ""},
{"title": "Planet Bike Sideload water bottle cage", "asin": "B00MYI278O", "price": "$12.99", "quantity": ""},
{"title": "ROCKBROS Bike Water Bottle Holder Durable Aluminum Water Bottle Holder for Bike Lightweight Bike Bottle Holder for Bicycle MTB, Road/Mountain Bikes, black-silver", "asin": "B0CSY8BQW6", "price": "$12.99", "quantity": ""},
{"title": "Bike Cup Holder, Water Bottle Holder Handlebar with Mesh Pockets, Universal Cycling...", "asin": "B0BG75WTV2", "price": "$12.59", "quantity": ""},
{"title": "Premium Aluminum Alloy Bike Cup Holder - - Durable Water Bottle Cage for Bicycle, R...", "asin": "B0CV5S9FPD", "price": "$15.99", "quantity": ""},
{"title": "CNC Bike Water Bottle Holder, Bike Water Bottle Cage for Road Bike/Mountain Bike\uff0c2-Pack\uff0cBlue", "asin": "B08G4HJ69T", "price": "$15.99", "quantity": ""},
{"title": "ROCKBROS Bike Water Bottle Holder Ultra-Light Bicycle Bottle Cages with Screws Tool, Universal Bike Cup Holder Rack for Road MTB Bikes\u2026", "asin": "B0B1J2Q5WD", "price": "$9.89", "quantity": ""},
{"title": "PRO BIKE TOOL Bike Water Bottle Holder - Lightweight and Strong Bicycle Cage with Secure Retention System , for Road Mountain Bikes (MTB) Universal", "asin": "B01K2BOUN4", "price": "$14.98", "quantity": ""},
{"title": "ROCKBROS Bike Water Bottle Holder Ultra-Light Bicycle Bottle Cages with Screws Tool, Universal Bike Cup Holder Rack for Road MTB Bikes\u2026", "asin": "B0B1J2Q5WD", "price": "$9.89", "quantity": ""},
{"title": "Lamicall Bike Water Bottle Holder - 1.2 Oz Ultralight & Sturdy Bike Cup Holder, Bicycle Drink Cage, Cycling Bike Water Bottle Cage with Screw Tool, for 2.75-3.94\" Diameter Bottles", "asin": "B0DHXFZL3J", "price": "$8.99", "quantity": ""},
{"title": "ROCKBROS Bike Water Bottle Holder-Lightweight Sturdy Alloy Aluminum Bike Water Bottle Cage Bike Cup Holder for Road Bike & Mountain Bike", "asin": "B0BYYVSX3C", "price": "$9.89", "quantity": ""},
{"title": "CNC Bike Water Bottle Holder, Bike Water Bottle Cage for Road Bike/Mountain Bike\uff0c2-Pack\uff0cBlue", "asin": "B08G4HJ69T", "price": "$15.99", "quantity": ""},
{"title": "corki Cycles Bike Water Bottle Holder Right Side Load Water Bottle Cage for Road, MTB, Gravel Bicycle Lime Punch 1-Pack", "asin": "B09654V9YX", "price": "$9.99", "quantity": ""},
{"title": "Planet Bike Sideload water bottle cage", "asin": "B00MYI278O", "price": "$12.99", "quantity": ""},
{"title": "PRO BIKE TOOL Carbon Composite Water Bottle Cage - Lightweight Bike Bottle Holder for Road and Mountain Bikes - Fits 20-33oz Bottles, Easy Installation, High Collar Design - Black, 6.1 x 2.9 in", "asin": "B09T782LQ6", "price": "$17.99", "quantity": ""},
{"title": "CyclingDeal Bike Handlebar Bottle Cage Adapter - Bike Water Bottle Holder Bicycle Water Bottle Mount - Secure & Durable Bike Bottle Holder for Handlebar Clamp Size 22.2mm to 35mm", "asin": "B0DM5H95KX", "price": "$22.98", "quantity": ""},
{"title": "Corki Cycles Heavy Duty Bike Water Bottle Holder, Lightweight Aluminum Cage Shockproof Design for Road Mountain Gravel Bikes, Holds 21-32 oz, 1-Pack Orange", "asin": "B0DPMN9F31", "price": "$12.99", "quantity": ""},
{"title": "ROCKBROS Durable Aluminum Bike Water Bottle Holder - Lightweight for MTB, Road/Mountain Bicycles - Black-Silver (2-Pack)", "asin": "B0CSY8CGC5", "price": "$21.99", "quantity": ""},
{"title": "corki Cycles Bike Water Bottle Holder Right Side Load Water Bottle Cage for Road, MTB, Gravel Bicycle Lime Punch 1-Pack", "asin": "B09654V9YX", "price": "$9.99", "quantity": ""},
{"title": "CNC Bike Water Bottle Holder, Bike Water Bottle Cage for Road Bike/Mountain Bike\uff0c2-Pack\uff0cBlue", "asin": "B08G4HJ69T", "price": "$15.99", "quantity": ""},
{"title": "Premium Aluminum Alloy Bike Cup Holder - - Durable Water Bottle Cage for Bicycle, Road Bike, Mountain Bikes (Multicolor)", "asin": "B0CV5S9FPD", "price": "$15.99", "quantity": ""}],
"comparison_items": [{"title": "ROCKBROS Bike Water Bottle Cage Holder Lightweight Alloy Aluminum Bicycle Water Bottle Holder Cages Secure Hold Brackets", "asin": "B0BT9K54D6", "price": "$14.39"},
{"title": "ROCKBROS Bike Water Bottle Cage, Durable Aluminum Alloy Bike Cup Holder, Lightweight Water Bottle Holder, Universial Bike Bottle Cage for Road Mountain Bikes", "asin": "B0CN8WHG1R", "price": "$10.79"},
{"title": "ROCKBROS Bike Water Bottle Holder Alloy Aluminum Bicycle Water Bottle Cage Brackets Bike Cup Holder for Road Mountain Bikes Black", "asin": "B0C2VB8HWF", "price": "$9.99"},
{"title": "ROCKBROS Lightweight Sturdy Alloy Aluminum Bike Water Bottle Cage & Holder for Road & Mountain Bike", "asin": "B0BYYYCJJ3", "price": "$10.79"},
{"title": "CNC Bike Water Bottle Holder, Bike Water Bottle Cage for Road Bike/Mountain Bike\uff0c2-Pack\uff0cBlue", "asin": "B08G4HJ69T", "price": "$15.99"},
{"title": "ROCKBROS Bike Water Bottle Cage Holder Lightweight Alloy Aluminum Bicycle Water Bottle Holder Cages Secure Hold Brackets", "asin": "B0BT9LTNP4", "price": "$14.39"}]
<|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": "2025-04-18T03:48:23.881Z", // 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\": \"2025-04-16T20:48:37.346Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T20:48:41.739Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T20:48:47.171Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T20:50:16.778Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T20:50:20.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T20:50:28.308Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T20:50:42.104Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T20:51:33.935Z\", \"action\": \"purchase\", \"action_argument\": \"B0DH7PNPPM, B0D418HHPL, B0DBZ3JYRF, B0CMQZ2HFJ\"}\n{\"timestamp\": \"2025-04-16T20:56:05.808Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T20:56:10.219Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T20:56:13.873Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T20:56:15.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T20:56:16.548Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T20:56:18.223Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T20:56:21.037Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T20:56:25.928Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T20:56:27.010Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T20:56:28.759Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T20:56:31.751Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T20:56:33.127Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T20:56:44.332Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T20:56:48.148Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T20:56:55.805Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T20:56:56.944Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T20:57:42.257Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2K6B1SW\"}\n{\"timestamp\": \"2025-04-16T20:58:56.674Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-16T20:59:52.279Z\", \"action\": \"input\", \"action_argument\": \"Bike bott\"}\n{\"timestamp\": \"2025-04-16T20:59:52.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T21:00:54.606Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-16T21:01:27.928Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-16T21:01:33.076Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHXFZL3J\"}\n{\"timestamp\": \"2025-04-16T21:02:04.677Z\", \"action\": \"click_product\", \"action_argument\": \"B01K2BOUN4\"}\n{\"timestamp\": \"2025-04-16T21:02:08.766Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:02:09.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:02:20.636Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHXFZL3J\"}\n{\"timestamp\": \"2025-04-16T21:02:49.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:02:51.298Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:02:53.407Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:02:54.542Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:02:56.638Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:02:57.664Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:00.434Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:03.032Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:04.996Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:06.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:06.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:09.280Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:10.387Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:11.528Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:12.264Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:12.938Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:13.915Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:14.659Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:15.372Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:16.181Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:19.035Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:25.713Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:26.616Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:35.541Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:03:49.782Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:03:54.875Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:04:00.004Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSVNNCVD\"}\n{\"timestamp\": \"2025-04-16T21:04:46.556Z\", \"action\": \"click_product\", \"action_argument\": \"B09654V9YX\"}\n{\"timestamp\": \"2025-04-16T21:05:23.313Z\", \"action\": \"click_product\", \"action_argument\": \"B07D6MY66N\"}\n{\"timestamp\": \"2025-04-16T21:05:50.364Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-16T21:06:41.217Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2VB8HWF\"}\n{\"timestamp\": \"2025-04-16T21:06:49.027Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:06:54.108Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:07:22.247Z\", \"action\": \"click_product\", \"action_argument\": \"B08NVF8VWK\"}\n{\"timestamp\": \"2025-04-16T21:07:43.923Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:07:57.466Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:10.250Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:14.450Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:17.717Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:21.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:26.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:08:46.548Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-16T21:24:34.759Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:24:40.860Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:24:43.642Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:46.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:48.117Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:57.342Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:59.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:25:16.703Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:28.561Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T21:25:30.978Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:43.677Z\", \"action\": \"click_product\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T21:26:03.376Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:26:19.610Z\", \"action\": \"click_product\", \"action_argument\": \"B09DLF695Y\"}\n{\"timestamp\": \"2025-04-16T21:26:24.294Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:26:44.944Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.000Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:48.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:49.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:50.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:51.583Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:52.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:54.796Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:55.530Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.136Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.834Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:57.728Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:58.653Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:59.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:04.333Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:05.745Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:27:17.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:27:21.089Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:25.313Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:31.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:34.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:04.909Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:16.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:56.340Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:58.072Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:29:06.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:29:12.964Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:30:07.424Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6, B0DH7PNPPM, B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"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\": \"ROCKBROS Smart Bike Tail Light for Night Riding Brake Sensing Bicycle Rear Lights USB Rechargeable IPX6 Waterproof Bright LED Bike Light 260mah Cycling Safety Road BikeTaillight Accessories 4 Modes\", \"asin\": \"B0BCK29WBT\", \"price\": \"$15.99\", \"quantity\": \"2\"}],\n\"product_details\": [{\"asin\": \"B0BCK29WBT\"},\n{\"title\": \"ROCKBROS Smart Bike Tail Light for Night Riding Brake Sensing Bicycle Rear Lights USB Rechargeable IPX6 Waterproof Bright LED Bike Light 260mah Cycling Safety Road BikeTaillight Accessories 4 Modes\"},\n{\"price\": \"$15.99\"},\n{\"bullet_list\": \"\\u26054 LIGHT MODES\\uff1aThere are 4 light modes for your choice, (1)Slow Red Flash:the red light keeps on for 3s when braking on daytime,flash+brake light+intelligent 30s on-off at night(2)Breathing Flash Mode, the red light keeps on for 3s when braking on daytime, flash+brake light+intelligent 30s on-off at night(3)Fast Flash Mode, flashing + brake Light on day and night(4)Steady On Mode, flashing + brake Light on day and night.COB light beads makes you more visible,which is more bright at night. \\u2605BRAKE SENSING AND AUTO ON/OFF: The bike light will highlight to remind the cars and pedestrians behind you when braking to make you safety ridding at night.This Smart bike rear light including Motion Sensor and Light Sensor, auto off when detect in no motion after 30 secs.Once shake it or detect the bike is moving, the bike back light will auto on again.(auto turn on or off in mode 1 or 2).Please choose the mode 3 and mode 4 to avoid Light Sensor working. \\u2605USB RECHARGEABLE& LONG BATTERY LIFE: The Tail Light is built in 260mAh rechargeable lithium battery and it comes with a TYPE-C charging cable that can charges from your computer, power bank, 5V adapter or any device with a USB port. Besides, there is power display:the taillight is slightly bright in charging and turns off when fully charged and the light becomes dim when battery is low.The charging time is only 2h.and , keep running for 7-16 hours. \\u2605IPX6 WATERPROOF & HIGH QUALITY: The waterproof grade of the Bicycle Rear Light is IPX6 soaking grade, which can safe to use even in heavy rain, and it\\u2019s more waterproof than most bike lights on the market.What\\u2019s more, our light made of high quality ABS+PC material which is more waterproof and durable.It\\u2019s also lightweight which only 19 grams. \\u26052 EASY INSTALLATION MODES: Saddle Bracket and Seat Post two bracket offered to mount on the saddle rail or the seat post to meet your different need. No extra tools needed, unscrews from the mount easily to take with you so it doesn't get stolen.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Red\"}],\n\"promotion_items\": [{\"title\": \"Auto-Sensing Rear Light BKS-G5, Precise Brake Sensing for Bike Cargo Rack, AirTag M...\", \"asin\": \"B0CFQ9D8BV\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Tail Light Smart,Brake Sensing Bicycle Rear Lights for Night Ride,Ultra Bright LED Back Lights,Type C USB Rechargeable,IPX6 Waterproof,Cycling Safety Taillight Accessories\", \"asin\": \"B09VYY4V88\", \"price\": \"$23.39\", \"quantity\": \"\"},\n{\"title\": \"Bike Lights [8+7 Modes], USB Rechargeable Bike Lights Front and Back, Ultra Bright ...\", \"asin\": \"B0CJRJ6BQK\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"TOWILD TL05 Bike Tail Light Smart Brake Sensing Bike Rear Lights,Type-C Cable Waterproof Bicycle Back Lights Led Rechargeable Auto On/Off Flash Strobe Safety Red Taillight for Road Cycling Commuting\", \"asin\": \"B0CQK4T4XF\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Auto-Sensing Rear Light G4R, USB Rechargeable, 240HRs, Precise Brake Sensing for Ca...\", \"asin\": \"B0991V426W\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Auto-Sensing Rear Light G3 -Superbright LED Bike Tail Light - Auto On/Off & Deceler...\", \"asin\": \"B07J1VKT6Z\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Tail Light Powerful 110 Lumens - Bicycle Light 5 Modes Red/Blue, Waterproof IP64, Rechargeable USB-C, Quick Release Brackets for Saddle & Seatpost, DON PEREGRINO B2 Rear Bike Light\", \"asin\": \"B07DGHDMQL\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Auto-Sensing Rear Light G4R, USB Rechargeable, 240HRs, Precise Brake Sensing for Ca...\", \"asin\": \"B0991V426W\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Auto-Sensing Rear Light G3 -Superbright LED Bike Tail Light - Auto On/Off & Deceler...\", \"asin\": \"B07J1VKT6Z\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Tail Light Powerful 110 Lumens - Bicycle Light 5 Modes Red/Blue, Waterproof IP64, Rechargeable USB-C, Quick Release Brackets for Saddle & Seatpost, DON PEREGRINO B2 Rear Bike Light\", \"asin\": \"B07DGHDMQL\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"G Keni Smart Rear Bike Lights for Night Riding, Ultra Bright Brake Sensing Bicycle Light Back, Auto On/Off Bike Tail Lights, IPX6 Waterproof, USB Rechargeable, LED Warning Cycling Safety Bike Lights\", \"asin\": \"B07W4PGHK7\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Tail Light Smart,Brake Sensing Bicycle Rear Lights for Night Ride,Ultra Bright LED Back Lights,Type C USB Rechargeable,IPX6 Waterproof,Cycling Safety Taillight Accessories\", \"asin\": \"B09VYY4V88\", \"price\": \"$23.39\", \"quantity\": \"\"},\n{\"title\": \"Animated Bike Tail Light, Design Light Patterns via App, Smart Rear Bike Light, Bic...\", \"asin\": \"B0DK925WW6\", \"price\": \"$20.99\", \"quantity\": \"\"},\n{\"title\": \"TOWILD TL05 Bike Tail Light Smart Brake Sensing Bike Rear Lights,Type-C Cable Waterproof Bicycle Back Lights Led Rechargeable Auto On/Off Flash Strobe Safety Red Taillight for Road Cycling Commuting\", \"asin\": \"B0CQK4T4XF\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"NineLeaf Smart Bike Tail Light Alarm, Brake Sensing Rear Lights, Wireless Anti Theft Alarm, Auto ON/Off Bike Rear Light Bicycle Tail Light IP65 Waterproof USB Rechargeable Safety Warning Cycling Light\", \"asin\": \"B0B257VCH4\", \"price\": \"$22.75\", \"quantity\": \"\"},\n{\"title\": \"Magicshine SEEMEE 200 Rechargeable Bike Tail Lights,200 Lumens Max Output,360\\u00b0 Visibility Bicycle Lights, Smart Brake Sensor IPX6 Waterproof Rear Bike Lights 5 Modes for Road Urban Cyclists\", \"asin\": \"B0CJLDSQTF\", \"price\": \"$34.46\", \"quantity\": \"\"},\n{\"title\": \"TOWILD TL08 Bike Tail Light Customized Patterns Full-Color Bike Rear Light,Brake Sensing Bicycle Rear Light for Night Ride,USB-C Rechargeable LED Back Lights,IPX6 Waterproof\", \"asin\": \"B0DHZJSN23\", \"price\": \"$29.59\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT ARCLIGHT LED Bicycle Light, Dual-Color, Front-Rear Bike Light and Mount for Day and Night Riding, 36+hr Battery Life, Auto On-Off, USB Rechargeable, Waterproof, Ultra Bright LEDs\", \"asin\": \"B09HVWF99M\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"Auto-Sensing Rear Light BKS-G5, Precise Brake Sensing for Bike Cargo Rack, AirTag M...\", \"asin\": \"B0CFQ9D8BV\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Auto-Sensing Rear Light G4R, USB Rechargeable, 240HRs, Precise Brake Sensing for Ca...\", \"asin\": \"B0991V426W\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Auto-Sensing Rear Light G3 -Superbright LED Bike Tail Light - Auto On/Off & Deceler...\", \"asin\": \"B07J1VKT6Z\", \"price\": \"$26.99\", \"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\": \"2025-04-18T03:49:27.714Z\", // 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": "2025-04-16T20:48:37.346Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-16T20:48:41.739Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-16T20:48:47.171Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T20:50:16.778Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T20:50:20.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T20:50:28.308Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-16T20:50:42.104Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T20:51:33.935Z", "action": "purchase", "action_argument": "B0DH7PNPPM, B0D418HHPL, B0DBZ3JYRF, B0CMQZ2HFJ"}
{"timestamp": "2025-04-16T20:56:05.808Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:10.219Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:13.873Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:15.557Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:16.548Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:18.223Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:21.037Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:25.928Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:27.010Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:28.759Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:31.751Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:33.127Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:44.332Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T20:56:48.148Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T20:56:55.805Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T20:56:56.944Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T20:57:42.257Z", "action": "click_product", "action_argument": "B0D2K6B1SW"}
{"timestamp": "2025-04-16T20:58:56.674Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T20:59:52.279Z", "action": "input", "action_argument": "Bike bott"}
{"timestamp": "2025-04-16T20:59:52.318Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-16T21:00:54.606Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:01:27.928Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:01:33.076Z", "action": "click_product", "action_argument": "B0DHXFZL3J"}
{"timestamp": "2025-04-16T21:02:04.677Z", "action": "click_product", "action_argument": "B01K2BOUN4"}
{"timestamp": "2025-04-16T21:02:08.766Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:02:09.649Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:02:20.636Z", "action": "click_product", "action_argument": "B0DHXFZL3J"}
{"timestamp": "2025-04-16T21:02:49.679Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:02:51.298Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:02:53.407Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:02:54.542Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:02:56.638Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:02:57.664Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:00.434Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:03.032Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:04.996Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:06.115Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:06.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:09.280Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:10.387Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:11.528Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:12.264Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:12.938Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:13.915Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:14.659Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:15.372Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:16.181Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:19.035Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:25.713Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:26.616Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:35.541Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:03:49.782Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:03:54.875Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:04:00.004Z", "action": "purchase", "action_argument": "B0DSVNNCVD"}
{"timestamp": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-18T03:48:23.881Z", "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": "ROCKBROS Smart Bike Tail Light for Night Riding Brake Sensing Bicycle Rear Lights USB Rechargeable IPX6 Waterproof Bright LED Bike Light 260mah Cycling Safety Road BikeTaillight Accessories 4 Modes", "asin": "B0BCK29WBT", "price": "$15.99", "quantity": "2"}],
"product_details": [{"asin": "B0BCK29WBT"},
{"title": "ROCKBROS Smart Bike Tail Light for Night Riding Brake Sensing Bicycle Rear Lights USB Rechargeable IPX6 Waterproof Bright LED Bike Light 260mah Cycling Safety Road BikeTaillight Accessories 4 Modes"},
{"price": "$15.99"},
{"bullet_list": "\u26054 LIGHT MODES\uff1aThere are 4 light modes for your choice, (1)Slow Red Flash:the red light keeps on for 3s when braking on daytime,flash+brake light+intelligent 30s on-off at night(2)Breathing Flash Mode, the red light keeps on for 3s when braking on daytime, flash+brake light+intelligent 30s on-off at night(3)Fast Flash Mode, flashing + brake Light on day and night(4)Steady On Mode, flashing + brake Light on day and night.COB light beads makes you more visible,which is more bright at night. \u2605BRAKE SENSING AND AUTO ON/OFF: The bike light will highlight to remind the cars and pedestrians behind you when braking to make you safety ridding at night.This Smart bike rear light including Motion Sensor and Light Sensor, auto off when detect in no motion after 30 secs.Once shake it or detect the bike is moving, the bike back light will auto on again.(auto turn on or off in mode 1 or 2).Please choose the mode 3 and mode 4 to avoid Light Sensor working. \u2605USB RECHARGEABLE& LONG BATTERY LIFE: The Tail Light is built in 260mAh rechargeable lithium battery and it comes with a TYPE-C charging cable that can charges from your computer, power bank, 5V adapter or any device with a USB port. Besides, there is power display:the taillight is slightly bright in charging and turns off when fully charged and the light becomes dim when battery is low.The charging time is only 2h.and , keep running for 7-16 hours. \u2605IPX6 WATERPROOF & HIGH QUALITY: The waterproof grade of the Bicycle Rear Light is IPX6 soaking grade, which can safe to use even in heavy rain, and it\u2019s more waterproof than most bike lights on the market.What\u2019s more, our light made of high quality ABS+PC material which is more waterproof and durable.It\u2019s also lightweight which only 19 grams. \u26052 EASY INSTALLATION MODES: Saddle Bracket and Seat Post two bracket offered to mount on the saddle rail or the seat post to meet your different need. No extra tools needed, unscrews from the mount easily to take with you so it doesn't get stolen."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Red"}],
"promotion_items": [{"title": "Auto-Sensing Rear Light BKS-G5, Precise Brake Sensing for Bike Cargo Rack, AirTag M...", "asin": "B0CFQ9D8BV", "price": "$32.99", "quantity": ""},
{"title": "ROCKBROS Bike Tail Light Smart,Brake Sensing Bicycle Rear Lights for Night Ride,Ultra Bright LED Back Lights,Type C USB Rechargeable,IPX6 Waterproof,Cycling Safety Taillight Accessories", "asin": "B09VYY4V88", "price": "$23.39", "quantity": ""},
{"title": "Bike Lights [8+7 Modes], USB Rechargeable Bike Lights Front and Back, Ultra Bright ...", "asin": "B0CJRJ6BQK", "price": "$15.99", "quantity": ""},
{"title": "TOWILD TL05 Bike Tail Light Smart Brake Sensing Bike Rear Lights,Type-C Cable Waterproof Bicycle Back Lights Led Rechargeable Auto On/Off Flash Strobe Safety Red Taillight for Road Cycling Commuting", "asin": "B0CQK4T4XF", "price": "$19.99", "quantity": ""},
{"title": "Auto-Sensing Rear Light G4R, USB Rechargeable, 240HRs, Precise Brake Sensing for Ca...", "asin": "B0991V426W", "price": "$39.99", "quantity": ""},
{"title": "Auto-Sensing Rear Light G3 -Superbright LED Bike Tail Light - Auto On/Off & Deceler...", "asin": "B07J1VKT6Z", "price": "$26.99", "quantity": ""},
{"title": "Bike Tail Light Powerful 110 Lumens - Bicycle Light 5 Modes Red/Blue, Waterproof IP64, Rechargeable USB-C, Quick Release Brackets for Saddle & Seatpost, DON PEREGRINO B2 Rear Bike Light", "asin": "B07DGHDMQL", "price": "$17.99", "quantity": ""},
{"title": "Auto-Sensing Rear Light G4R, USB Rechargeable, 240HRs, Precise Brake Sensing for Ca...", "asin": "B0991V426W", "price": "$39.99", "quantity": ""},
{"title": "Auto-Sensing Rear Light G3 -Superbright LED Bike Tail Light - Auto On/Off & Deceler...", "asin": "B07J1VKT6Z", "price": "$26.99", "quantity": ""},
{"title": "Bike Tail Light Powerful 110 Lumens - Bicycle Light 5 Modes Red/Blue, Waterproof IP64, Rechargeable USB-C, Quick Release Brackets for Saddle & Seatpost, DON PEREGRINO B2 Rear Bike Light", "asin": "B07DGHDMQL", "price": "$17.99", "quantity": ""},
{"title": "G Keni Smart Rear Bike Lights for Night Riding, Ultra Bright Brake Sensing Bicycle Light Back, Auto On/Off Bike Tail Lights, IPX6 Waterproof, USB Rechargeable, LED Warning Cycling Safety Bike Lights", "asin": "B07W4PGHK7", "price": "$22.99", "quantity": ""},
{"title": "ROCKBROS Bike Tail Light Smart,Brake Sensing Bicycle Rear Lights for Night Ride,Ultra Bright LED Back Lights,Type C USB Rechargeable,IPX6 Waterproof,Cycling Safety Taillight Accessories", "asin": "B09VYY4V88", "price": "$23.39", "quantity": ""},
{"title": "Animated Bike Tail Light, Design Light Patterns via App, Smart Rear Bike Light, Bic...", "asin": "B0DK925WW6", "price": "$20.99", "quantity": ""},
{"title": "TOWILD TL05 Bike Tail Light Smart Brake Sensing Bike Rear Lights,Type-C Cable Waterproof Bicycle Back Lights Led Rechargeable Auto On/Off Flash Strobe Safety Red Taillight for Road Cycling Commuting", "asin": "B0CQK4T4XF", "price": "$19.99", "quantity": ""},
{"title": "NineLeaf Smart Bike Tail Light Alarm, Brake Sensing Rear Lights, Wireless Anti Theft Alarm, Auto ON/Off Bike Rear Light Bicycle Tail Light IP65 Waterproof USB Rechargeable Safety Warning Cycling Light", "asin": "B0B257VCH4", "price": "$22.75", "quantity": ""},
{"title": "Magicshine SEEMEE 200 Rechargeable Bike Tail Lights,200 Lumens Max Output,360\u00b0 Visibility Bicycle Lights, Smart Brake Sensor IPX6 Waterproof Rear Bike Lights 5 Modes for Road Urban Cyclists", "asin": "B0CJLDSQTF", "price": "$34.46", "quantity": ""},
{"title": "TOWILD TL08 Bike Tail Light Customized Patterns Full-Color Bike Rear Light,Brake Sensing Bicycle Rear Light for Night Ride,USB-C Rechargeable LED Back Lights,IPX6 Waterproof", "asin": "B0DHZJSN23", "price": "$29.59", "quantity": ""},
{"title": "REDSHIFT ARCLIGHT LED Bicycle Light, Dual-Color, Front-Rear Bike Light and Mount for Day and Night Riding, 36+hr Battery Life, Auto On-Off, USB Rechargeable, Waterproof, Ultra Bright LEDs", "asin": "B09HVWF99M", "price": "$40.00", "quantity": ""},
{"title": "Auto-Sensing Rear Light BKS-G5, Precise Brake Sensing for Bike Cargo Rack, AirTag M...", "asin": "B0CFQ9D8BV", "price": "$32.99", "quantity": ""},
{"title": "Auto-Sensing Rear Light G4R, USB Rechargeable, 240HRs, Precise Brake Sensing for Ca...", "asin": "B0991V426W", "price": "$39.99", "quantity": ""},
{"title": "Auto-Sensing Rear Light G3 -Superbright LED Bike Tail Light - Auto On/Off & Deceler...", "asin": "B07J1VKT6Z", "price": "$26.99", "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": "2025-04-18T03:49:27.714Z", // 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>
|
2025-04-18T03:49:27.714Z
|
click
|
cart_side_bar
|
rule
|
2025-04-18T03:49:27.714Z
|
click
|
cart_side_bar
|
train
| 101 |
2025-04-18T03:49:27.714Z
|
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": "2025-04-16T20:48:37.346Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-16T20:48:41.739Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-16T20:48:47.171Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T20:50:16.778Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T20:50:20.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T20:50:28.308Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-16T20:50:42.104Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T20:51:33.935Z", "action": "purchase", "action_argument": "B0DH7PNPPM, B0D418HHPL, B0DBZ3JYRF, B0CMQZ2HFJ"}
{"timestamp": "2025-04-16T20:56:05.808Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:10.219Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:13.873Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:15.557Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:16.548Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:18.223Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:21.037Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:25.928Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:27.010Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:28.759Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:31.751Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:33.127Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:44.332Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T20:56:48.148Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T20:56:55.805Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T20:56:56.944Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T20:57:42.257Z", "action": "click_product", "action_argument": "B0D2K6B1SW"}
{"timestamp": "2025-04-16T20:58:56.674Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T20:59:52.279Z", "action": "input", "action_argument": "Bike bott"}
{"timestamp": "2025-04-16T20:59:52.318Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-16T21:00:54.606Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:01:27.928Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:01:33.076Z", "action": "click_product", "action_argument": "B0DHXFZL3J"}
{"timestamp": "2025-04-16T21:02:04.677Z", "action": "click_product", "action_argument": "B01K2BOUN4"}
{"timestamp": "2025-04-16T21:02:08.766Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:02:09.649Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:02:20.636Z", "action": "click_product", "action_argument": "B0DHXFZL3J"}
{"timestamp": "2025-04-16T21:02:49.679Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:02:51.298Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:02:53.407Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:02:54.542Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:02:56.638Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:02:57.664Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:00.434Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:03.032Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:04.996Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:06.115Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:06.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:09.280Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:10.387Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:11.528Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:12.264Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:12.938Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:13.915Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:14.659Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:15.372Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:16.181Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:19.035Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:25.713Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:26.616Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:35.541Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:03:49.782Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:03:54.875Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:04:00.004Z", "action": "purchase", "action_argument": "B0DSVNNCVD"}
{"timestamp": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-18T03:48:23.881Z", "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": "ROCKBROS Smart Bike Tail Light for Night Riding Brake Sensing Bicycle Rear Lights USB Rechargeable IPX6 Waterproof Bright LED Bike Light 260mah Cycling Safety Road BikeTaillight Accessories 4 Modes", "asin": "B0BCK29WBT", "price": "$15.99", "quantity": "2"}],
"product_details": [{"asin": "B0BCK29WBT"},
{"title": "ROCKBROS Smart Bike Tail Light for Night Riding Brake Sensing Bicycle Rear Lights USB Rechargeable IPX6 Waterproof Bright LED Bike Light 260mah Cycling Safety Road BikeTaillight Accessories 4 Modes"},
{"price": "$15.99"},
{"bullet_list": "\u26054 LIGHT MODES\uff1aThere are 4 light modes for your choice, (1)Slow Red Flash:the red light keeps on for 3s when braking on daytime,flash+brake light+intelligent 30s on-off at night(2)Breathing Flash Mode, the red light keeps on for 3s when braking on daytime, flash+brake light+intelligent 30s on-off at night(3)Fast Flash Mode, flashing + brake Light on day and night(4)Steady On Mode, flashing + brake Light on day and night.COB light beads makes you more visible,which is more bright at night. \u2605BRAKE SENSING AND AUTO ON/OFF: The bike light will highlight to remind the cars and pedestrians behind you when braking to make you safety ridding at night.This Smart bike rear light including Motion Sensor and Light Sensor, auto off when detect in no motion after 30 secs.Once shake it or detect the bike is moving, the bike back light will auto on again.(auto turn on or off in mode 1 or 2).Please choose the mode 3 and mode 4 to avoid Light Sensor working. \u2605USB RECHARGEABLE& LONG BATTERY LIFE: The Tail Light is built in 260mAh rechargeable lithium battery and it comes with a TYPE-C charging cable that can charges from your computer, power bank, 5V adapter or any device with a USB port. Besides, there is power display:the taillight is slightly bright in charging and turns off when fully charged and the light becomes dim when battery is low.The charging time is only 2h.and , keep running for 7-16 hours. \u2605IPX6 WATERPROOF & HIGH QUALITY: The waterproof grade of the Bicycle Rear Light is IPX6 soaking grade, which can safe to use even in heavy rain, and it\u2019s more waterproof than most bike lights on the market.What\u2019s more, our light made of high quality ABS+PC material which is more waterproof and durable.It\u2019s also lightweight which only 19 grams. \u26052 EASY INSTALLATION MODES: Saddle Bracket and Seat Post two bracket offered to mount on the saddle rail or the seat post to meet your different need. No extra tools needed, unscrews from the mount easily to take with you so it doesn't get stolen."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Red"}],
"promotion_items": [{"title": "Auto-Sensing Rear Light BKS-G5, Precise Brake Sensing for Bike Cargo Rack, AirTag M...", "asin": "B0CFQ9D8BV", "price": "$32.99", "quantity": ""},
{"title": "ROCKBROS Bike Tail Light Smart,Brake Sensing Bicycle Rear Lights for Night Ride,Ultra Bright LED Back Lights,Type C USB Rechargeable,IPX6 Waterproof,Cycling Safety Taillight Accessories", "asin": "B09VYY4V88", "price": "$23.39", "quantity": ""},
{"title": "Bike Lights [8+7 Modes], USB Rechargeable Bike Lights Front and Back, Ultra Bright ...", "asin": "B0CJRJ6BQK", "price": "$15.99", "quantity": ""},
{"title": "TOWILD TL05 Bike Tail Light Smart Brake Sensing Bike Rear Lights,Type-C Cable Waterproof Bicycle Back Lights Led Rechargeable Auto On/Off Flash Strobe Safety Red Taillight for Road Cycling Commuting", "asin": "B0CQK4T4XF", "price": "$19.99", "quantity": ""},
{"title": "Auto-Sensing Rear Light G4R, USB Rechargeable, 240HRs, Precise Brake Sensing for Ca...", "asin": "B0991V426W", "price": "$39.99", "quantity": ""},
{"title": "Auto-Sensing Rear Light G3 -Superbright LED Bike Tail Light - Auto On/Off & Deceler...", "asin": "B07J1VKT6Z", "price": "$26.99", "quantity": ""},
{"title": "Bike Tail Light Powerful 110 Lumens - Bicycle Light 5 Modes Red/Blue, Waterproof IP64, Rechargeable USB-C, Quick Release Brackets for Saddle & Seatpost, DON PEREGRINO B2 Rear Bike Light", "asin": "B07DGHDMQL", "price": "$17.99", "quantity": ""},
{"title": "Auto-Sensing Rear Light G4R, USB Rechargeable, 240HRs, Precise Brake Sensing for Ca...", "asin": "B0991V426W", "price": "$39.99", "quantity": ""},
{"title": "Auto-Sensing Rear Light G3 -Superbright LED Bike Tail Light - Auto On/Off & Deceler...", "asin": "B07J1VKT6Z", "price": "$26.99", "quantity": ""},
{"title": "Bike Tail Light Powerful 110 Lumens - Bicycle Light 5 Modes Red/Blue, Waterproof IP64, Rechargeable USB-C, Quick Release Brackets for Saddle & Seatpost, DON PEREGRINO B2 Rear Bike Light", "asin": "B07DGHDMQL", "price": "$17.99", "quantity": ""},
{"title": "G Keni Smart Rear Bike Lights for Night Riding, Ultra Bright Brake Sensing Bicycle Light Back, Auto On/Off Bike Tail Lights, IPX6 Waterproof, USB Rechargeable, LED Warning Cycling Safety Bike Lights", "asin": "B07W4PGHK7", "price": "$22.99", "quantity": ""},
{"title": "ROCKBROS Bike Tail Light Smart,Brake Sensing Bicycle Rear Lights for Night Ride,Ultra Bright LED Back Lights,Type C USB Rechargeable,IPX6 Waterproof,Cycling Safety Taillight Accessories", "asin": "B09VYY4V88", "price": "$23.39", "quantity": ""},
{"title": "Animated Bike Tail Light, Design Light Patterns via App, Smart Rear Bike Light, Bic...", "asin": "B0DK925WW6", "price": "$20.99", "quantity": ""},
{"title": "TOWILD TL05 Bike Tail Light Smart Brake Sensing Bike Rear Lights,Type-C Cable Waterproof Bicycle Back Lights Led Rechargeable Auto On/Off Flash Strobe Safety Red Taillight for Road Cycling Commuting", "asin": "B0CQK4T4XF", "price": "$19.99", "quantity": ""},
{"title": "NineLeaf Smart Bike Tail Light Alarm, Brake Sensing Rear Lights, Wireless Anti Theft Alarm, Auto ON/Off Bike Rear Light Bicycle Tail Light IP65 Waterproof USB Rechargeable Safety Warning Cycling Light", "asin": "B0B257VCH4", "price": "$22.75", "quantity": ""},
{"title": "Magicshine SEEMEE 200 Rechargeable Bike Tail Lights,200 Lumens Max Output,360\u00b0 Visibility Bicycle Lights, Smart Brake Sensor IPX6 Waterproof Rear Bike Lights 5 Modes for Road Urban Cyclists", "asin": "B0CJLDSQTF", "price": "$34.46", "quantity": ""},
{"title": "TOWILD TL08 Bike Tail Light Customized Patterns Full-Color Bike Rear Light,Brake Sensing Bicycle Rear Light for Night Ride,USB-C Rechargeable LED Back Lights,IPX6 Waterproof", "asin": "B0DHZJSN23", "price": "$29.59", "quantity": ""},
{"title": "REDSHIFT ARCLIGHT LED Bicycle Light, Dual-Color, Front-Rear Bike Light and Mount for Day and Night Riding, 36+hr Battery Life, Auto On-Off, USB Rechargeable, Waterproof, Ultra Bright LEDs", "asin": "B09HVWF99M", "price": "$40.00", "quantity": ""},
{"title": "Auto-Sensing Rear Light BKS-G5, Precise Brake Sensing for Bike Cargo Rack, AirTag M...", "asin": "B0CFQ9D8BV", "price": "$32.99", "quantity": ""},
{"title": "Auto-Sensing Rear Light G4R, USB Rechargeable, 240HRs, Precise Brake Sensing for Ca...", "asin": "B0991V426W", "price": "$39.99", "quantity": ""},
{"title": "Auto-Sensing Rear Light G3 -Superbright LED Bike Tail Light - Auto On/Off & Deceler...", "asin": "B07J1VKT6Z", "price": "$26.99", "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": "2025-04-18T03:49:27.714Z", // 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\": \"2025-04-16T20:48:37.346Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T20:48:41.739Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T20:48:47.171Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T20:50:16.778Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T20:50:20.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T20:50:28.308Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T20:50:42.104Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T20:51:33.935Z\", \"action\": \"purchase\", \"action_argument\": \"B0DH7PNPPM, B0D418HHPL, B0DBZ3JYRF, B0CMQZ2HFJ\"}\n{\"timestamp\": \"2025-04-16T20:56:05.808Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T20:56:10.219Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T20:56:13.873Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T20:56:15.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T20:56:16.548Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T20:56:18.223Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T20:56:21.037Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T20:56:25.928Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T20:56:27.010Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T20:56:28.759Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T20:56:31.751Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T20:56:33.127Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T20:56:44.332Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T20:56:48.148Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T20:56:55.805Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T20:56:56.944Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T20:57:42.257Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2K6B1SW\"}\n{\"timestamp\": \"2025-04-16T20:58:56.674Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-16T20:59:52.279Z\", \"action\": \"input\", \"action_argument\": \"Bike bott\"}\n{\"timestamp\": \"2025-04-16T20:59:52.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T21:00:54.606Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-16T21:01:27.928Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-16T21:01:33.076Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHXFZL3J\"}\n{\"timestamp\": \"2025-04-16T21:02:04.677Z\", \"action\": \"click_product\", \"action_argument\": \"B01K2BOUN4\"}\n{\"timestamp\": \"2025-04-16T21:02:08.766Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:02:09.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:02:20.636Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHXFZL3J\"}\n{\"timestamp\": \"2025-04-16T21:02:49.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:02:51.298Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:02:53.407Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:02:54.542Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:02:56.638Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:02:57.664Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:00.434Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:03.032Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:04.996Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:06.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:06.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:09.280Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:10.387Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:11.528Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:12.264Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:12.938Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:13.915Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:14.659Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:15.372Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:16.181Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:19.035Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:25.713Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:26.616Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:35.541Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:03:49.782Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:03:54.875Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:04:00.004Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSVNNCVD\"}\n{\"timestamp\": \"2025-04-16T21:04:46.556Z\", \"action\": \"click_product\", \"action_argument\": \"B09654V9YX\"}\n{\"timestamp\": \"2025-04-16T21:05:23.313Z\", \"action\": \"click_product\", \"action_argument\": \"B07D6MY66N\"}\n{\"timestamp\": \"2025-04-16T21:05:50.364Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-16T21:06:41.217Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2VB8HWF\"}\n{\"timestamp\": \"2025-04-16T21:06:49.027Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:06:54.108Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:07:22.247Z\", \"action\": \"click_product\", \"action_argument\": \"B08NVF8VWK\"}\n{\"timestamp\": \"2025-04-16T21:07:43.923Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:07:57.466Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:10.250Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:14.450Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:17.717Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:21.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:26.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:08:46.548Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-16T21:24:34.759Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:24:40.860Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:24:43.642Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:46.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:48.117Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:57.342Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:59.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:25:16.703Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:28.561Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T21:25:30.978Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:43.677Z\", \"action\": \"click_product\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T21:26:03.376Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:26:19.610Z\", \"action\": \"click_product\", \"action_argument\": \"B09DLF695Y\"}\n{\"timestamp\": \"2025-04-16T21:26:24.294Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:26:44.944Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.000Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:48.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:49.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:50.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:51.583Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:52.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:54.796Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:55.530Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.136Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.834Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:57.728Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:58.653Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:59.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:04.333Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:05.745Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:27:17.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:27:21.089Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:25.313Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:31.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:34.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:04.909Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:16.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:56.340Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:58.072Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:29:06.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:29:12.964Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:30:07.424Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6, B0DH7PNPPM, B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"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\": \"Lamicall Bike Phone Holder, Motorcycle Mount - Motorcycle Phone Holder, Handlebar Cell Phone Clamp, Scooter Phone Clip for iPhone 16 Pro Max/Plus, 15 Pro Max, S10, S20, More 4.7\\\" to 6.8\\\" Smartphones\", \"asin\": \"B085DMV7XD\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike/Bicycle Phone Front Frame Bag, Waterproof, Tube Bag,Cycling Pouch, Bike Accessories for Men Compatible Phone Under 6.5\\u201d\", \"asin\": \"B079QKP848\", \"price\": \"$21.24\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS 1500 Lumens Bike Light for Night Riding, 5000mAh USB-C Rechargeable Bike Headlight, Aluminium Alloy IPX6 Waterproof Bike Front Light, 5 Modes & Auto Mode Anti-Dazzling LED Bike Light\", \"asin\": \"B0BX44Q8JG\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Light 1000 Lumens USB Rechargeable Bike Headlight Led IPX6 Waterproof Bike Front Light 5 Modes Aluminum Alloy Super Bright Bike Light for Night Riding\", \"asin\": \"B0BJTGPQL1\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Super Bright Bike Light 800Lumens Type C Rechargeable Bike Headlight Led IPX6 Waterproof Bike Front Light 5 Modes Aluminum Alloy Bike Light for Night Riding\", \"asin\": \"B0CFL43JFD\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"OLIGHT RN 400 LED Bike Lights, 400 Lumens USB Type-C Rechargeable Front Light, IPX7 Waterproof Bicycle Headlight for Road Urban Cyclists Black\", \"asin\": \"B08MTWKV4G\", \"price\": \"$29.95\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Repair Kits 16 In 1 Multi-Function Bike Tool Kits Portable Foldable Bike Multitool Cycling Tool Kit Bike Tool Allen Wrench Tire Levers\", \"asin\": \"B099R4R542\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Tail Light Powerful 110 Lumens - Bicycle Light 5 Modes Red/Blue, Waterproof IP64, Rechargeable USB-C, Quick Release Brackets for Saddle & Seatpost, DON PEREGRINO B2 Rear Bike Light\", \"asin\": \"B07DGHDMQL\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Out Front Mount Compatible with Garmin, iGPSPORT - Bike Handlebar 1.26\\u2019\\u2019-1.38\\u2019\\u2019/ 32-35mm\", \"asin\": \"B0C3VMXDBQ\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Light Super Bright 1000 Lumen, 5 Mode LED Bike Light, USB Rechargeable Bike Headlight, Aluminium Alloy, IPX6 Waterproof, Front Bike Light with Power&Smart Mode Display for Night Riding\", \"asin\": \"B09366T3ZY\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"150 lm Rechargeable Bike Tail Light, IPX6 Waterproof Bicycle Rear Cycling 220\\u00b0 Wide Visible Safety Flashlight, 5 Light Mode for Adult Kid Men Women Road Mountain Accessories for Night Ride\", \"asin\": \"B0CSYNYS5Z\", \"price\": \"$17.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"ROCKBROS Smart Bike Tail Light for Night Riding Brake Sensing Bicycle Rear Lights USB Rechargeable IPX6 Waterproof Bright LED Bike Light 260mah Cycling Safety Road BikeTaillight Accessories 4 Modes\", \"asin\": \"B0BCK29WBT\", \"delivery\": \"Two-Day FREE delivery Sat, Apr 19 FREE Returns\", \"quantity\": \"2\", \"selected\": true, \"options\": [{\"Color\": \"Red\"}]}],\n\"saved_items\": [{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"options\": [{\"Color\": \"Ocean Mist&Sea Salt\\uff08Tassel Ceramic)\"}]},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"options\": [{\"Color\": \"White Jasmine(Square Ceramic)\"}]},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"options\": [{\"Color\": \"Ocean Mist&Sea Salt\\uff08Square Ceramic)\"}]},\n{\"title\": \"Fizik Terra Bondcush Tacky,Gravel and Road Cycling bar Tape, Green, 3mm\", \"asin\": \"B07HY3WF49\", \"options\": [{\"Style\": \"Terra Bondcush Tacky\"}, {\"Color\": \"Green\"}, {\"Size\": \"3mm\"}]},\n{\"title\": \"ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz\", \"asin\": \"B07NF994VJ\", \"options\": [{\"Size\": \"16 Fl Oz (Pack of 1)\"}, {\"Style\": \"Extra Gentle\"}]},\n{\"title\": \"Keyboard Stand Piano 61 Key Piano Stand for 88 Keyboard 76 Key Keyboard Stand Locking Straps Adjustable Digital Piano Stand Electric Piano Stand for Students Adults Sturdy Musical Keyboard Stand(Grey)\", \"asin\": \"B0BRK5JKPK\", \"options\": [{\"Item Shape\": \"U Grey\"}]},\n{\"asin\": \"B0BRK5JKPK\", \"options\": []},\n{\"title\": \"M-Audio SP-2 - Universal Sustain Pedal with Piano Style Action For MIDI Keyboards, Digital Pianos & More\", \"asin\": \"B00063678K\", \"options\": [{\"Style\": \"Sustain Pedal\"}]},\n{\"title\": \"MIMORE Metal Straw for Owala 24 oz 32 oz - 6 PCS Satinless Steel Straw Compatible with Owala Straw Replacement - Resuable & Dishwasher Safe\", \"asin\": \"B0DLB23DTS\", \"options\": [{\"Size\": \"24 oz 32 oz\"}]},\n{\"title\": \"Nutella Biscuits, 20 Count Cookies, Hazelnut Spread with Cocoa, Holiday Christmas Cookies, 9.7 oz\", \"asin\": \"B0C449R6PX\", \"price\": \"$4.76\", \"options\": [{\"Size\": \"9.7 Ounce (Pack of 1)\"}]},\n{\"title\": \"UINI Door Mat Outdoor Indoor Welcome Mats, Cute Cat Front Doormat, Non Slip Durable Entrance Rugs for Front Door, Inside Outside Entry, Porch, Resist Dirt, 17\\\" x 30\\\", Easy to Clean\", \"asin\": \"B0B5N7N4K1\", \"options\": [{\"Color\": \"Cute Cat\"}, {\"Size\": \"1'5\\\" x 2'6\\\" (Rectangular)\"}]},\n{\"asin\": \"B0B5N7N4K1\", \"options\": []}]\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\": \"2025-04-18T03:49:31.445Z\", // 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": "2025-04-16T20:48:37.346Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-16T20:48:41.739Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-16T20:48:47.171Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T20:50:16.778Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T20:50:20.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T20:50:28.308Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-16T20:50:42.104Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T20:51:33.935Z", "action": "purchase", "action_argument": "B0DH7PNPPM, B0D418HHPL, B0DBZ3JYRF, B0CMQZ2HFJ"}
{"timestamp": "2025-04-16T20:56:05.808Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:10.219Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:13.873Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:15.557Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:16.548Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:18.223Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:21.037Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:25.928Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:27.010Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:28.759Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:31.751Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:33.127Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:44.332Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T20:56:48.148Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T20:56:55.805Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T20:56:56.944Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T20:57:42.257Z", "action": "click_product", "action_argument": "B0D2K6B1SW"}
{"timestamp": "2025-04-16T20:58:56.674Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T20:59:52.279Z", "action": "input", "action_argument": "Bike bott"}
{"timestamp": "2025-04-16T20:59:52.318Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-16T21:00:54.606Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:01:27.928Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:01:33.076Z", "action": "click_product", "action_argument": "B0DHXFZL3J"}
{"timestamp": "2025-04-16T21:02:04.677Z", "action": "click_product", "action_argument": "B01K2BOUN4"}
{"timestamp": "2025-04-16T21:02:08.766Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:02:09.649Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:02:20.636Z", "action": "click_product", "action_argument": "B0DHXFZL3J"}
{"timestamp": "2025-04-16T21:02:49.679Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:02:51.298Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:02:53.407Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:02:54.542Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:02:56.638Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:02:57.664Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:00.434Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:03.032Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:04.996Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:06.115Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:06.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:09.280Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:10.387Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:11.528Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:12.264Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:12.938Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:13.915Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:14.659Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:15.372Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:16.181Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:19.035Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:25.713Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:26.616Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:35.541Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:03:49.782Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:03:54.875Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:04:00.004Z", "action": "purchase", "action_argument": "B0DSVNNCVD"}
{"timestamp": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "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": "Lamicall Bike Phone Holder, Motorcycle Mount - Motorcycle Phone Holder, Handlebar Cell Phone Clamp, Scooter Phone Clip for iPhone 16 Pro Max/Plus, 15 Pro Max, S10, S20, More 4.7\" to 6.8\" Smartphones", "asin": "B085DMV7XD", "price": "$15.99", "quantity": ""},
{"title": "ROCKBROS Bike/Bicycle Phone Front Frame Bag, Waterproof, Tube Bag,Cycling Pouch, Bike Accessories for Men Compatible Phone Under 6.5\u201d", "asin": "B079QKP848", "price": "$21.24", "quantity": ""},
{"title": "ROCKBROS 1500 Lumens Bike Light for Night Riding, 5000mAh USB-C Rechargeable Bike Headlight, Aluminium Alloy IPX6 Waterproof Bike Front Light, 5 Modes & Auto Mode Anti-Dazzling LED Bike Light", "asin": "B0BX44Q8JG", "price": "$34.99", "quantity": ""},
{"title": "ROCKBROS Bike Light 1000 Lumens USB Rechargeable Bike Headlight Led IPX6 Waterproof Bike Front Light 5 Modes Aluminum Alloy Super Bright Bike Light for Night Riding", "asin": "B0BJTGPQL1", "price": "$29.99", "quantity": ""},
{"title": "ROCKBROS Super Bright Bike Light 800Lumens Type C Rechargeable Bike Headlight Led IPX6 Waterproof Bike Front Light 5 Modes Aluminum Alloy Bike Light for Night Riding", "asin": "B0CFL43JFD", "price": "$24.99", "quantity": ""},
{"title": "OLIGHT RN 400 LED Bike Lights, 400 Lumens USB Type-C Rechargeable Front Light, IPX7 Waterproof Bicycle Headlight for Road Urban Cyclists Black", "asin": "B08MTWKV4G", "price": "$29.95", "quantity": ""},
{"title": "ROCKBROS Bike Repair Kits 16 In 1 Multi-Function Bike Tool Kits Portable Foldable Bike Multitool Cycling Tool Kit Bike Tool Allen Wrench Tire Levers", "asin": "B099R4R542", "price": "$14.99", "quantity": ""},
{"title": "Bike Tail Light Powerful 110 Lumens - Bicycle Light 5 Modes Red/Blue, Waterproof IP64, Rechargeable USB-C, Quick Release Brackets for Saddle & Seatpost, DON PEREGRINO B2 Rear Bike Light", "asin": "B07DGHDMQL", "price": "$17.99", "quantity": ""},
{"title": "ROCKBROS Out Front Mount Compatible with Garmin, iGPSPORT - Bike Handlebar 1.26\u2019\u2019-1.38\u2019\u2019/ 32-35mm", "asin": "B0C3VMXDBQ", "price": "$11.99", "quantity": ""},
{"title": "ROCKBROS Bike Light Super Bright 1000 Lumen, 5 Mode LED Bike Light, USB Rechargeable Bike Headlight, Aluminium Alloy, IPX6 Waterproof, Front Bike Light with Power&Smart Mode Display for Night Riding", "asin": "B09366T3ZY", "price": "$39.99", "quantity": ""},
{"title": "150 lm Rechargeable Bike Tail Light, IPX6 Waterproof Bicycle Rear Cycling 220\u00b0 Wide Visible Safety Flashlight, 5 Light Mode for Adult Kid Men Women Road Mountain Accessories for Night Ride", "asin": "B0CSYNYS5Z", "price": "$17.99", "quantity": ""}],
"active_items": [{"title": "ROCKBROS Smart Bike Tail Light for Night Riding Brake Sensing Bicycle Rear Lights USB Rechargeable IPX6 Waterproof Bright LED Bike Light 260mah Cycling Safety Road BikeTaillight Accessories 4 Modes", "asin": "B0BCK29WBT", "delivery": "Two-Day FREE delivery Sat, Apr 19 FREE Returns", "quantity": "2", "selected": true, "options": [{"Color": "Red"}]}],
"saved_items": [{"title": "Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0D418HHPL", "options": [{"Color": "Ocean Mist&Sea Salt\uff08Tassel Ceramic)"}]},
{"title": "Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0DBZ3JYRF", "options": [{"Color": "White Jasmine(Square Ceramic)"}]},
{"title": "Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0CMQZ2HFJ", "options": [{"Color": "Ocean Mist&Sea Salt\uff08Square Ceramic)"}]},
{"title": "Fizik Terra Bondcush Tacky,Gravel and Road Cycling bar Tape, Green, 3mm", "asin": "B07HY3WF49", "options": [{"Style": "Terra Bondcush Tacky"}, {"Color": "Green"}, {"Size": "3mm"}]},
{"title": "ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz", "asin": "B07NF994VJ", "options": [{"Size": "16 Fl Oz (Pack of 1)"}, {"Style": "Extra Gentle"}]},
{"title": "Keyboard Stand Piano 61 Key Piano Stand for 88 Keyboard 76 Key Keyboard Stand Locking Straps Adjustable Digital Piano Stand Electric Piano Stand for Students Adults Sturdy Musical Keyboard Stand(Grey)", "asin": "B0BRK5JKPK", "options": [{"Item Shape": "U Grey"}]},
{"asin": "B0BRK5JKPK", "options": []},
{"title": "M-Audio SP-2 - Universal Sustain Pedal with Piano Style Action For MIDI Keyboards, Digital Pianos & More", "asin": "B00063678K", "options": [{"Style": "Sustain Pedal"}]},
{"title": "MIMORE Metal Straw for Owala 24 oz 32 oz - 6 PCS Satinless Steel Straw Compatible with Owala Straw Replacement - Resuable & Dishwasher Safe", "asin": "B0DLB23DTS", "options": [{"Size": "24 oz 32 oz"}]},
{"title": "Nutella Biscuits, 20 Count Cookies, Hazelnut Spread with Cocoa, Holiday Christmas Cookies, 9.7 oz", "asin": "B0C449R6PX", "price": "$4.76", "options": [{"Size": "9.7 Ounce (Pack of 1)"}]},
{"title": "UINI Door Mat Outdoor Indoor Welcome Mats, Cute Cat Front Doormat, Non Slip Durable Entrance Rugs for Front Door, Inside Outside Entry, Porch, Resist Dirt, 17\" x 30\", Easy to Clean", "asin": "B0B5N7N4K1", "options": [{"Color": "Cute Cat"}, {"Size": "1'5\" x 2'6\" (Rectangular)"}]},
{"asin": "B0B5N7N4K1", "options": []}]
<|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": "2025-04-18T03:49:31.445Z", // 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>
|
2025-04-18T03:49:31.445Z
|
click_product
|
B0BCK29WBT
|
rule
|
2025-04-18T03:49:31.445Z
|
click_product
|
B0BCK29WBT
|
train
| 102 |
2025-04-18T03:49:31.445Z
|
click_product
|
B0BCK29WBT
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-04-16T20:48:37.346Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-16T20:48:41.739Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-16T20:48:47.171Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T20:50:16.778Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T20:50:20.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T20:50:28.308Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-16T20:50:42.104Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T20:51:33.935Z", "action": "purchase", "action_argument": "B0DH7PNPPM, B0D418HHPL, B0DBZ3JYRF, B0CMQZ2HFJ"}
{"timestamp": "2025-04-16T20:56:05.808Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:10.219Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:13.873Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:15.557Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:16.548Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:18.223Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:21.037Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:25.928Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:27.010Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:28.759Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:31.751Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:33.127Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:44.332Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T20:56:48.148Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T20:56:55.805Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T20:56:56.944Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T20:57:42.257Z", "action": "click_product", "action_argument": "B0D2K6B1SW"}
{"timestamp": "2025-04-16T20:58:56.674Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T20:59:52.279Z", "action": "input", "action_argument": "Bike bott"}
{"timestamp": "2025-04-16T20:59:52.318Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-16T21:00:54.606Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:01:27.928Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:01:33.076Z", "action": "click_product", "action_argument": "B0DHXFZL3J"}
{"timestamp": "2025-04-16T21:02:04.677Z", "action": "click_product", "action_argument": "B01K2BOUN4"}
{"timestamp": "2025-04-16T21:02:08.766Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:02:09.649Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:02:20.636Z", "action": "click_product", "action_argument": "B0DHXFZL3J"}
{"timestamp": "2025-04-16T21:02:49.679Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:02:51.298Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:02:53.407Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:02:54.542Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:02:56.638Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:02:57.664Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:00.434Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:03.032Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:04.996Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:06.115Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:06.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:09.280Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:10.387Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:11.528Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:12.264Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:12.938Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:13.915Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:14.659Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:15.372Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:16.181Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:19.035Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:25.713Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:26.616Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:35.541Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:03:49.782Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:03:54.875Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:04:00.004Z", "action": "purchase", "action_argument": "B0DSVNNCVD"}
{"timestamp": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "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": "Lamicall Bike Phone Holder, Motorcycle Mount - Motorcycle Phone Holder, Handlebar Cell Phone Clamp, Scooter Phone Clip for iPhone 16 Pro Max/Plus, 15 Pro Max, S10, S20, More 4.7\" to 6.8\" Smartphones", "asin": "B085DMV7XD", "price": "$15.99", "quantity": ""},
{"title": "ROCKBROS Bike/Bicycle Phone Front Frame Bag, Waterproof, Tube Bag,Cycling Pouch, Bike Accessories for Men Compatible Phone Under 6.5\u201d", "asin": "B079QKP848", "price": "$21.24", "quantity": ""},
{"title": "ROCKBROS 1500 Lumens Bike Light for Night Riding, 5000mAh USB-C Rechargeable Bike Headlight, Aluminium Alloy IPX6 Waterproof Bike Front Light, 5 Modes & Auto Mode Anti-Dazzling LED Bike Light", "asin": "B0BX44Q8JG", "price": "$34.99", "quantity": ""},
{"title": "ROCKBROS Bike Light 1000 Lumens USB Rechargeable Bike Headlight Led IPX6 Waterproof Bike Front Light 5 Modes Aluminum Alloy Super Bright Bike Light for Night Riding", "asin": "B0BJTGPQL1", "price": "$29.99", "quantity": ""},
{"title": "ROCKBROS Super Bright Bike Light 800Lumens Type C Rechargeable Bike Headlight Led IPX6 Waterproof Bike Front Light 5 Modes Aluminum Alloy Bike Light for Night Riding", "asin": "B0CFL43JFD", "price": "$24.99", "quantity": ""},
{"title": "OLIGHT RN 400 LED Bike Lights, 400 Lumens USB Type-C Rechargeable Front Light, IPX7 Waterproof Bicycle Headlight for Road Urban Cyclists Black", "asin": "B08MTWKV4G", "price": "$29.95", "quantity": ""},
{"title": "ROCKBROS Bike Repair Kits 16 In 1 Multi-Function Bike Tool Kits Portable Foldable Bike Multitool Cycling Tool Kit Bike Tool Allen Wrench Tire Levers", "asin": "B099R4R542", "price": "$14.99", "quantity": ""},
{"title": "Bike Tail Light Powerful 110 Lumens - Bicycle Light 5 Modes Red/Blue, Waterproof IP64, Rechargeable USB-C, Quick Release Brackets for Saddle & Seatpost, DON PEREGRINO B2 Rear Bike Light", "asin": "B07DGHDMQL", "price": "$17.99", "quantity": ""},
{"title": "ROCKBROS Out Front Mount Compatible with Garmin, iGPSPORT - Bike Handlebar 1.26\u2019\u2019-1.38\u2019\u2019/ 32-35mm", "asin": "B0C3VMXDBQ", "price": "$11.99", "quantity": ""},
{"title": "ROCKBROS Bike Light Super Bright 1000 Lumen, 5 Mode LED Bike Light, USB Rechargeable Bike Headlight, Aluminium Alloy, IPX6 Waterproof, Front Bike Light with Power&Smart Mode Display for Night Riding", "asin": "B09366T3ZY", "price": "$39.99", "quantity": ""},
{"title": "150 lm Rechargeable Bike Tail Light, IPX6 Waterproof Bicycle Rear Cycling 220\u00b0 Wide Visible Safety Flashlight, 5 Light Mode for Adult Kid Men Women Road Mountain Accessories for Night Ride", "asin": "B0CSYNYS5Z", "price": "$17.99", "quantity": ""}],
"active_items": [{"title": "ROCKBROS Smart Bike Tail Light for Night Riding Brake Sensing Bicycle Rear Lights USB Rechargeable IPX6 Waterproof Bright LED Bike Light 260mah Cycling Safety Road BikeTaillight Accessories 4 Modes", "asin": "B0BCK29WBT", "delivery": "Two-Day FREE delivery Sat, Apr 19 FREE Returns", "quantity": "2", "selected": true, "options": [{"Color": "Red"}]}],
"saved_items": [{"title": "Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0D418HHPL", "options": [{"Color": "Ocean Mist&Sea Salt\uff08Tassel Ceramic)"}]},
{"title": "Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0DBZ3JYRF", "options": [{"Color": "White Jasmine(Square Ceramic)"}]},
{"title": "Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0CMQZ2HFJ", "options": [{"Color": "Ocean Mist&Sea Salt\uff08Square Ceramic)"}]},
{"title": "Fizik Terra Bondcush Tacky,Gravel and Road Cycling bar Tape, Green, 3mm", "asin": "B07HY3WF49", "options": [{"Style": "Terra Bondcush Tacky"}, {"Color": "Green"}, {"Size": "3mm"}]},
{"title": "ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz", "asin": "B07NF994VJ", "options": [{"Size": "16 Fl Oz (Pack of 1)"}, {"Style": "Extra Gentle"}]},
{"title": "Keyboard Stand Piano 61 Key Piano Stand for 88 Keyboard 76 Key Keyboard Stand Locking Straps Adjustable Digital Piano Stand Electric Piano Stand for Students Adults Sturdy Musical Keyboard Stand(Grey)", "asin": "B0BRK5JKPK", "options": [{"Item Shape": "U Grey"}]},
{"asin": "B0BRK5JKPK", "options": []},
{"title": "M-Audio SP-2 - Universal Sustain Pedal with Piano Style Action For MIDI Keyboards, Digital Pianos & More", "asin": "B00063678K", "options": [{"Style": "Sustain Pedal"}]},
{"title": "MIMORE Metal Straw for Owala 24 oz 32 oz - 6 PCS Satinless Steel Straw Compatible with Owala Straw Replacement - Resuable & Dishwasher Safe", "asin": "B0DLB23DTS", "options": [{"Size": "24 oz 32 oz"}]},
{"title": "Nutella Biscuits, 20 Count Cookies, Hazelnut Spread with Cocoa, Holiday Christmas Cookies, 9.7 oz", "asin": "B0C449R6PX", "price": "$4.76", "options": [{"Size": "9.7 Ounce (Pack of 1)"}]},
{"title": "UINI Door Mat Outdoor Indoor Welcome Mats, Cute Cat Front Doormat, Non Slip Durable Entrance Rugs for Front Door, Inside Outside Entry, Porch, Resist Dirt, 17\" x 30\", Easy to Clean", "asin": "B0B5N7N4K1", "options": [{"Color": "Cute Cat"}, {"Size": "1'5\" x 2'6\" (Rectangular)"}]},
{"asin": "B0B5N7N4K1", "options": []}]
<|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": "2025-04-18T03:49:31.445Z", // 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\": \"2025-04-16T20:48:37.346Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T20:48:41.739Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T20:48:47.171Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T20:50:16.778Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T20:50:20.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T20:50:28.308Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T20:50:42.104Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T20:51:33.935Z\", \"action\": \"purchase\", \"action_argument\": \"B0DH7PNPPM, B0D418HHPL, B0DBZ3JYRF, B0CMQZ2HFJ\"}\n{\"timestamp\": \"2025-04-16T20:56:05.808Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T20:56:10.219Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T20:56:13.873Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T20:56:15.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T20:56:16.548Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T20:56:18.223Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T20:56:21.037Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T20:56:25.928Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T20:56:27.010Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T20:56:28.759Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T20:56:31.751Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T20:56:33.127Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T20:56:44.332Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T20:56:48.148Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T20:56:55.805Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T20:56:56.944Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T20:57:42.257Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2K6B1SW\"}\n{\"timestamp\": \"2025-04-16T20:58:56.674Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-16T20:59:52.279Z\", \"action\": \"input\", \"action_argument\": \"Bike bott\"}\n{\"timestamp\": \"2025-04-16T20:59:52.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T21:00:54.606Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-16T21:01:27.928Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-16T21:01:33.076Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHXFZL3J\"}\n{\"timestamp\": \"2025-04-16T21:02:04.677Z\", \"action\": \"click_product\", \"action_argument\": \"B01K2BOUN4\"}\n{\"timestamp\": \"2025-04-16T21:02:08.766Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:02:09.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:02:20.636Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHXFZL3J\"}\n{\"timestamp\": \"2025-04-16T21:02:49.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:02:51.298Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:02:53.407Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:02:54.542Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:02:56.638Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:02:57.664Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:00.434Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:03.032Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:04.996Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:06.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:06.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:09.280Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:10.387Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:11.528Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:12.264Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:12.938Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:13.915Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:14.659Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:15.372Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:16.181Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:19.035Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:25.713Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:26.616Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:35.541Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:03:49.782Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:03:54.875Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:04:00.004Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSVNNCVD\"}\n{\"timestamp\": \"2025-04-16T21:04:46.556Z\", \"action\": \"click_product\", \"action_argument\": \"B09654V9YX\"}\n{\"timestamp\": \"2025-04-16T21:05:23.313Z\", \"action\": \"click_product\", \"action_argument\": \"B07D6MY66N\"}\n{\"timestamp\": \"2025-04-16T21:05:50.364Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-16T21:06:41.217Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2VB8HWF\"}\n{\"timestamp\": \"2025-04-16T21:06:49.027Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:06:54.108Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:07:22.247Z\", \"action\": \"click_product\", \"action_argument\": \"B08NVF8VWK\"}\n{\"timestamp\": \"2025-04-16T21:07:43.923Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:07:57.466Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:10.250Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:14.450Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:17.717Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:21.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:26.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:08:46.548Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-16T21:24:34.759Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:24:40.860Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:24:43.642Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:46.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:48.117Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:57.342Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:59.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:25:16.703Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:28.561Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T21:25:30.978Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:43.677Z\", \"action\": \"click_product\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T21:26:03.376Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:26:19.610Z\", \"action\": \"click_product\", \"action_argument\": \"B09DLF695Y\"}\n{\"timestamp\": \"2025-04-16T21:26:24.294Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:26:44.944Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.000Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:48.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:49.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:50.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:51.583Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:52.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:54.796Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:55.530Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.136Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.834Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:57.728Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:58.653Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:59.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:04.333Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:05.745Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:27:17.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:27:21.089Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:25.313Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:31.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:34.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:04.909Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:16.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:56.340Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:58.072Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:29:06.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:29:12.964Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:30:07.424Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6, B0DH7PNPPM, B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"ROCKBROS Smart Bike Tail Light for Night Riding Brake Sensing Bicycle Rear Lights USB Rechargeable IPX6 Waterproof Bright LED Bike Light 260mah Cycling Safety Road BikeTaillight Accessories 4 Modes\", \"asin\": \"B0BCK29WBT\", \"price\": \"$15.99\", \"quantity\": \"2\"}],\n\"product_details\": [{\"asin\": \"B0BCK29WBT\"},\n{\"title\": \"ROCKBROS Smart Bike Tail Light for Night Riding Brake Sensing Bicycle Rear Lights USB Rechargeable IPX6 Waterproof Bright LED Bike Light 260mah Cycling Safety Road BikeTaillight Accessories 4 Modes\"},\n{\"price\": \"$15.99\"},\n{\"bullet_list\": \"\\u26054 LIGHT MODES\\uff1aThere are 4 light modes for your choice, (1)Slow Red Flash:the red light keeps on for 3s when braking on daytime,flash+brake light+intelligent 30s on-off at night(2)Breathing Flash Mode, the red light keeps on for 3s when braking on daytime, flash+brake light+intelligent 30s on-off at night(3)Fast Flash Mode, flashing + brake Light on day and night(4)Steady On Mode, flashing + brake Light on day and night.COB light beads makes you more visible,which is more bright at night. \\u2605BRAKE SENSING AND AUTO ON/OFF: The bike light will highlight to remind the cars and pedestrians behind you when braking to make you safety ridding at night.This Smart bike rear light including Motion Sensor and Light Sensor, auto off when detect in no motion after 30 secs.Once shake it or detect the bike is moving, the bike back light will auto on again.(auto turn on or off in mode 1 or 2).Please choose the mode 3 and mode 4 to avoid Light Sensor working. \\u2605USB RECHARGEABLE& LONG BATTERY LIFE: The Tail Light is built in 260mAh rechargeable lithium battery and it comes with a TYPE-C charging cable that can charges from your computer, power bank, 5V adapter or any device with a USB port. Besides, there is power display:the taillight is slightly bright in charging and turns off when fully charged and the light becomes dim when battery is low.The charging time is only 2h.and , keep running for 7-16 hours. \\u2605IPX6 WATERPROOF & HIGH QUALITY: The waterproof grade of the Bicycle Rear Light is IPX6 soaking grade, which can safe to use even in heavy rain, and it\\u2019s more waterproof than most bike lights on the market.What\\u2019s more, our light made of high quality ABS+PC material which is more waterproof and durable.It\\u2019s also lightweight which only 19 grams. \\u26052 EASY INSTALLATION MODES: Saddle Bracket and Seat Post two bracket offered to mount on the saddle rail or the seat post to meet your different need. No extra tools needed, unscrews from the mount easily to take with you so it doesn't get stolen.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Red\"}],\n\"promotion_items\": [{\"title\": \"Bike Lights [8+7 Modes], USB Rechargeable Bike Lights Front and Back, Ultra Bright ...\", \"asin\": \"B0CJRJ6BQK\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Magicshine SEEMEE 200 Rechargeable Bike Tail Lights,200 Lumens Max Output,360\\u00b0 Visibility Bicycle Lights, Smart Brake Sensor IPX6 Waterproof Rear Bike Lights 5 Modes for Road Urban Cyclists\", \"asin\": \"B0CJLDSQTF\", \"price\": \"$34.46\", \"quantity\": \"\"},\n{\"title\": \"Bike Lights, Rechargeable Bicycle Lights Set Super Bright 8+12 Modes, IPX6 Waterpro...\", \"asin\": \"B0B56VFFP2\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Tail Light Rear Bike Light Rechargeable Bike Rear Light Waterproof Bike Taillightv\", \"asin\": \"B08GP6SN74\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Tail Light Smart,Brake Sensing Bicycle Rear Lights for Night Ride,Ultra Bright LED Back Lights,Type C USB Rechargeable,IPX6 Waterproof,Cycling Safety Taillight Accessories\", \"asin\": \"B09VYY4V88\", \"price\": \"$23.39\", \"quantity\": \"\"},\n{\"title\": \"G Keni Smart Rear Bike Lights for Night Riding, Ultra Bright Brake Sensing Bicycle Light Back, Auto On/Off Bike Tail Lights, IPX6 Waterproof, USB Rechargeable, LED Warning Cycling Safety Bike Lights\", \"asin\": \"B07W4PGHK7\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"TOWILD TL05 Bike Tail Light Smart Brake Sensing Bike Rear Lights,Type-C Cable Waterproof Bicycle Back Lights Led Rechargeable Auto On/Off Flash Strobe Safety Red Taillight for Road Cycling Commuting\", \"asin\": \"B0CQK4T4XF\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"G Keni Smart Rear Bike Lights for Night Riding, Ultra Bright Brake Sensing Bicycle Light Back, Auto On/Off Bike Tail Lights, IPX6 Waterproof, USB Rechargeable, LED Warning Cycling Safety Bike Lights\", \"asin\": \"B07W4PGHK7\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Tail Light Smart,Brake Sensing Bicycle Rear Lights for Night Ride,Ultra Bright LED Back Lights,Type C USB Rechargeable,IPX6 Waterproof,Cycling Safety Taillight Accessories\", \"asin\": \"B09VYY4V88\", \"price\": \"$23.39\", \"quantity\": \"\"},\n{\"title\": \"TOWILD TL05 Bike Tail Light Smart Brake Sensing Bike Rear Lights,Type-C Cable Waterproof Bicycle Back Lights Led Rechargeable Auto On/Off Flash Strobe Safety Red Taillight for Road Cycling Commuting\", \"asin\": \"B0CQK4T4XF\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"NineLeaf Smart Bike Tail Light Alarm, Brake Sensing Rear Lights, Wireless Anti Theft Alarm, Auto ON/Off Bike Rear Light Bicycle Tail Light IP65 Waterproof USB Rechargeable Safety Warning Cycling Light\", \"asin\": \"B0B257VCH4\", \"price\": \"$22.75\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Tail Light Magnetic Induction USB-C Rechargeable LED Rear Bicycle Light, IPX6 Waterproof,7 Light Mode Options Cycling Safety Flashlight Accessories for Road Mountain\", \"asin\": \"B0DYV2ZP1M\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS 1500 Lumens Bike Light for Night Riding, 5000mAh USB-C Rechargeable Bike Headlight, Aluminium Alloy IPX6 Waterproof Bike Front Light, 5 Modes & Auto Mode Anti-Dazzling LED Bike Light\", \"asin\": \"B0BX44Q8JG\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Lights, Rechargeable Bicycle Lights Set Super Bright 8+12 Modes, IPX6 Waterpro...\", \"asin\": \"B0B56VFFP2\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"TOWILD TL08 Bike Tail Light Customized Patterns Full-Color Bike Rear Light,Brake Sensing Bicycle Rear Light for Night Ride,USB-C Rechargeable LED Back Lights,IPX6 Waterproof\", \"asin\": \"B0DHZJSN23\", \"price\": \"$29.59\", \"quantity\": \"\"},\n{\"title\": \"OLIGHT RN 120 C Bike Lights, 120 Lumens Tail Light 260 Degree Visibility, 1500m Viewable Range, USB Rechargeable Bike Break Light, IPX6 Waterproof, Road and Urban Cyclists\", \"asin\": \"B0C4GGRPX4\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Ascher USB Rechargeable LED Bike Tail Light 2 Pack, Bright Bicycle Rear Cycling Safety Flashlight, 4 Light Mode Options for Adults Kids Men Women Road Mountain(2 USB Cables Included)\", \"asin\": \"B07FDVSVDX\", \"price\": \"$13.49\", \"quantity\": \"\"},\n{\"title\": \"OLIGHT Seemee 30 C Bike Light 30 Lumens Tail Light 230 Degree Visibility, 800m Viewable Range, USB Rechargeable Bike Break Light, IPX6 Waterproof, Road and Urban Cyclists\", \"asin\": \"B0C59FQ3RD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"G Keni Smart Rear Bike Lights for Night Riding, Ultra Bright Brake Sensing Bicycle Light Back, Auto On/Off Bike Tail Lights, IPX6 Waterproof, USB Rechargeable, LED Warning Cycling Safety Bike Lights\", \"asin\": \"B07W4PGHK7\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"TOWILD TL05 Bike Tail Light Smart Brake Sensing Bike Rear Lights,Type-C Cable Waterproof Bicycle Back Lights Led Rechargeable Auto On/Off Flash Strobe Safety Red Taillight for Road Cycling Commuting\", \"asin\": \"B0CQK4T4XF\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Tail Light Smart,Brake Sensing Bicycle Rear Lights for Night Ride,Ultra Bright LED Back Lights,Type C USB Rechargeable,IPX6 Waterproof,Cycling Safety Taillight Accessories\", \"asin\": \"B09VYY4V88\", \"price\": \"$23.39\", \"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\": \"2025-04-18T03:49:43.358Z\", // 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": "2025-04-16T20:48:37.346Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-16T20:48:41.739Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-16T20:48:47.171Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T20:50:16.778Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T20:50:20.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T20:50:28.308Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-16T20:50:42.104Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T20:51:33.935Z", "action": "purchase", "action_argument": "B0DH7PNPPM, B0D418HHPL, B0DBZ3JYRF, B0CMQZ2HFJ"}
{"timestamp": "2025-04-16T20:56:05.808Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:10.219Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:13.873Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:15.557Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:16.548Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:18.223Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:21.037Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:25.928Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:27.010Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:28.759Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:31.751Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:33.127Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:44.332Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T20:56:48.148Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T20:56:55.805Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T20:56:56.944Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T20:57:42.257Z", "action": "click_product", "action_argument": "B0D2K6B1SW"}
{"timestamp": "2025-04-16T20:58:56.674Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T20:59:52.279Z", "action": "input", "action_argument": "Bike bott"}
{"timestamp": "2025-04-16T20:59:52.318Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-16T21:00:54.606Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:01:27.928Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:01:33.076Z", "action": "click_product", "action_argument": "B0DHXFZL3J"}
{"timestamp": "2025-04-16T21:02:04.677Z", "action": "click_product", "action_argument": "B01K2BOUN4"}
{"timestamp": "2025-04-16T21:02:08.766Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:02:09.649Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:02:20.636Z", "action": "click_product", "action_argument": "B0DHXFZL3J"}
{"timestamp": "2025-04-16T21:02:49.679Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:02:51.298Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:02:53.407Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:02:54.542Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:02:56.638Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:02:57.664Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:00.434Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:03.032Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:04.996Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:06.115Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:06.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:09.280Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:10.387Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:11.528Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:12.264Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:12.938Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:13.915Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:14.659Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:15.372Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:16.181Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:19.035Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:25.713Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:26.616Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:35.541Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:03:49.782Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:03:54.875Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:04:00.004Z", "action": "purchase", "action_argument": "B0DSVNNCVD"}
{"timestamp": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "ROCKBROS Smart Bike Tail Light for Night Riding Brake Sensing Bicycle Rear Lights USB Rechargeable IPX6 Waterproof Bright LED Bike Light 260mah Cycling Safety Road BikeTaillight Accessories 4 Modes", "asin": "B0BCK29WBT", "price": "$15.99", "quantity": "2"}],
"product_details": [{"asin": "B0BCK29WBT"},
{"title": "ROCKBROS Smart Bike Tail Light for Night Riding Brake Sensing Bicycle Rear Lights USB Rechargeable IPX6 Waterproof Bright LED Bike Light 260mah Cycling Safety Road BikeTaillight Accessories 4 Modes"},
{"price": "$15.99"},
{"bullet_list": "\u26054 LIGHT MODES\uff1aThere are 4 light modes for your choice, (1)Slow Red Flash:the red light keeps on for 3s when braking on daytime,flash+brake light+intelligent 30s on-off at night(2)Breathing Flash Mode, the red light keeps on for 3s when braking on daytime, flash+brake light+intelligent 30s on-off at night(3)Fast Flash Mode, flashing + brake Light on day and night(4)Steady On Mode, flashing + brake Light on day and night.COB light beads makes you more visible,which is more bright at night. \u2605BRAKE SENSING AND AUTO ON/OFF: The bike light will highlight to remind the cars and pedestrians behind you when braking to make you safety ridding at night.This Smart bike rear light including Motion Sensor and Light Sensor, auto off when detect in no motion after 30 secs.Once shake it or detect the bike is moving, the bike back light will auto on again.(auto turn on or off in mode 1 or 2).Please choose the mode 3 and mode 4 to avoid Light Sensor working. \u2605USB RECHARGEABLE& LONG BATTERY LIFE: The Tail Light is built in 260mAh rechargeable lithium battery and it comes with a TYPE-C charging cable that can charges from your computer, power bank, 5V adapter or any device with a USB port. Besides, there is power display:the taillight is slightly bright in charging and turns off when fully charged and the light becomes dim when battery is low.The charging time is only 2h.and , keep running for 7-16 hours. \u2605IPX6 WATERPROOF & HIGH QUALITY: The waterproof grade of the Bicycle Rear Light is IPX6 soaking grade, which can safe to use even in heavy rain, and it\u2019s more waterproof than most bike lights on the market.What\u2019s more, our light made of high quality ABS+PC material which is more waterproof and durable.It\u2019s also lightweight which only 19 grams. \u26052 EASY INSTALLATION MODES: Saddle Bracket and Seat Post two bracket offered to mount on the saddle rail or the seat post to meet your different need. No extra tools needed, unscrews from the mount easily to take with you so it doesn't get stolen."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Red"}],
"promotion_items": [{"title": "Bike Lights [8+7 Modes], USB Rechargeable Bike Lights Front and Back, Ultra Bright ...", "asin": "B0CJRJ6BQK", "price": "$15.99", "quantity": ""},
{"title": "Magicshine SEEMEE 200 Rechargeable Bike Tail Lights,200 Lumens Max Output,360\u00b0 Visibility Bicycle Lights, Smart Brake Sensor IPX6 Waterproof Rear Bike Lights 5 Modes for Road Urban Cyclists", "asin": "B0CJLDSQTF", "price": "$34.46", "quantity": ""},
{"title": "Bike Lights, Rechargeable Bicycle Lights Set Super Bright 8+12 Modes, IPX6 Waterpro...", "asin": "B0B56VFFP2", "price": "$16.99", "quantity": ""},
{"title": "ROCKBROS Bike Tail Light Rear Bike Light Rechargeable Bike Rear Light Waterproof Bike Taillightv", "asin": "B08GP6SN74", "price": "$16.99", "quantity": ""},
{"title": "ROCKBROS Bike Tail Light Smart,Brake Sensing Bicycle Rear Lights for Night Ride,Ultra Bright LED Back Lights,Type C USB Rechargeable,IPX6 Waterproof,Cycling Safety Taillight Accessories", "asin": "B09VYY4V88", "price": "$23.39", "quantity": ""},
{"title": "G Keni Smart Rear Bike Lights for Night Riding, Ultra Bright Brake Sensing Bicycle Light Back, Auto On/Off Bike Tail Lights, IPX6 Waterproof, USB Rechargeable, LED Warning Cycling Safety Bike Lights", "asin": "B07W4PGHK7", "price": "$22.99", "quantity": ""},
{"title": "TOWILD TL05 Bike Tail Light Smart Brake Sensing Bike Rear Lights,Type-C Cable Waterproof Bicycle Back Lights Led Rechargeable Auto On/Off Flash Strobe Safety Red Taillight for Road Cycling Commuting", "asin": "B0CQK4T4XF", "price": "$19.99", "quantity": ""},
{"title": "G Keni Smart Rear Bike Lights for Night Riding, Ultra Bright Brake Sensing Bicycle Light Back, Auto On/Off Bike Tail Lights, IPX6 Waterproof, USB Rechargeable, LED Warning Cycling Safety Bike Lights", "asin": "B07W4PGHK7", "price": "$22.99", "quantity": ""},
{"title": "ROCKBROS Bike Tail Light Smart,Brake Sensing Bicycle Rear Lights for Night Ride,Ultra Bright LED Back Lights,Type C USB Rechargeable,IPX6 Waterproof,Cycling Safety Taillight Accessories", "asin": "B09VYY4V88", "price": "$23.39", "quantity": ""},
{"title": "TOWILD TL05 Bike Tail Light Smart Brake Sensing Bike Rear Lights,Type-C Cable Waterproof Bicycle Back Lights Led Rechargeable Auto On/Off Flash Strobe Safety Red Taillight for Road Cycling Commuting", "asin": "B0CQK4T4XF", "price": "$19.99", "quantity": ""},
{"title": "NineLeaf Smart Bike Tail Light Alarm, Brake Sensing Rear Lights, Wireless Anti Theft Alarm, Auto ON/Off Bike Rear Light Bicycle Tail Light IP65 Waterproof USB Rechargeable Safety Warning Cycling Light", "asin": "B0B257VCH4", "price": "$22.75", "quantity": ""},
{"title": "ROCKBROS Bike Tail Light Magnetic Induction USB-C Rechargeable LED Rear Bicycle Light, IPX6 Waterproof,7 Light Mode Options Cycling Safety Flashlight Accessories for Road Mountain", "asin": "B0DYV2ZP1M", "price": "$32.99", "quantity": ""},
{"title": "ROCKBROS 1500 Lumens Bike Light for Night Riding, 5000mAh USB-C Rechargeable Bike Headlight, Aluminium Alloy IPX6 Waterproof Bike Front Light, 5 Modes & Auto Mode Anti-Dazzling LED Bike Light", "asin": "B0BX44Q8JG", "price": "$34.99", "quantity": ""},
{"title": "Bike Lights, Rechargeable Bicycle Lights Set Super Bright 8+12 Modes, IPX6 Waterpro...", "asin": "B0B56VFFP2", "price": "$16.99", "quantity": ""},
{"title": "TOWILD TL08 Bike Tail Light Customized Patterns Full-Color Bike Rear Light,Brake Sensing Bicycle Rear Light for Night Ride,USB-C Rechargeable LED Back Lights,IPX6 Waterproof", "asin": "B0DHZJSN23", "price": "$29.59", "quantity": ""},
{"title": "OLIGHT RN 120 C Bike Lights, 120 Lumens Tail Light 260 Degree Visibility, 1500m Viewable Range, USB Rechargeable Bike Break Light, IPX6 Waterproof, Road and Urban Cyclists", "asin": "B0C4GGRPX4", "price": "$34.99", "quantity": ""},
{"title": "Ascher USB Rechargeable LED Bike Tail Light 2 Pack, Bright Bicycle Rear Cycling Safety Flashlight, 4 Light Mode Options for Adults Kids Men Women Road Mountain(2 USB Cables Included)", "asin": "B07FDVSVDX", "price": "$13.49", "quantity": ""},
{"title": "OLIGHT Seemee 30 C Bike Light 30 Lumens Tail Light 230 Degree Visibility, 800m Viewable Range, USB Rechargeable Bike Break Light, IPX6 Waterproof, Road and Urban Cyclists", "asin": "B0C59FQ3RD", "price": "$16.99", "quantity": ""},
{"title": "G Keni Smart Rear Bike Lights for Night Riding, Ultra Bright Brake Sensing Bicycle Light Back, Auto On/Off Bike Tail Lights, IPX6 Waterproof, USB Rechargeable, LED Warning Cycling Safety Bike Lights", "asin": "B07W4PGHK7", "price": "$22.99", "quantity": ""},
{"title": "TOWILD TL05 Bike Tail Light Smart Brake Sensing Bike Rear Lights,Type-C Cable Waterproof Bicycle Back Lights Led Rechargeable Auto On/Off Flash Strobe Safety Red Taillight for Road Cycling Commuting", "asin": "B0CQK4T4XF", "price": "$19.99", "quantity": ""},
{"title": "ROCKBROS Bike Tail Light Smart,Brake Sensing Bicycle Rear Lights for Night Ride,Ultra Bright LED Back Lights,Type C USB Rechargeable,IPX6 Waterproof,Cycling Safety Taillight Accessories", "asin": "B09VYY4V88", "price": "$23.39", "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": "2025-04-18T03:49:43.358Z", // 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>
|
2025-04-18T03:49:43.358Z
|
click
|
cart_side_bar
|
rule
|
2025-04-18T03:49:43.358Z
|
click
|
cart_side_bar
|
train
| 103 |
2025-04-18T03:49:43.358Z
|
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": "2025-04-16T20:48:37.346Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-16T20:48:41.739Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-16T20:48:47.171Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T20:50:16.778Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T20:50:20.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T20:50:28.308Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-16T20:50:42.104Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T20:51:33.935Z", "action": "purchase", "action_argument": "B0DH7PNPPM, B0D418HHPL, B0DBZ3JYRF, B0CMQZ2HFJ"}
{"timestamp": "2025-04-16T20:56:05.808Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:10.219Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:13.873Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:15.557Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:16.548Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:18.223Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:21.037Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:25.928Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:27.010Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:28.759Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:31.751Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:33.127Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:44.332Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T20:56:48.148Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T20:56:55.805Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T20:56:56.944Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T20:57:42.257Z", "action": "click_product", "action_argument": "B0D2K6B1SW"}
{"timestamp": "2025-04-16T20:58:56.674Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T20:59:52.279Z", "action": "input", "action_argument": "Bike bott"}
{"timestamp": "2025-04-16T20:59:52.318Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-16T21:00:54.606Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:01:27.928Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:01:33.076Z", "action": "click_product", "action_argument": "B0DHXFZL3J"}
{"timestamp": "2025-04-16T21:02:04.677Z", "action": "click_product", "action_argument": "B01K2BOUN4"}
{"timestamp": "2025-04-16T21:02:08.766Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:02:09.649Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:02:20.636Z", "action": "click_product", "action_argument": "B0DHXFZL3J"}
{"timestamp": "2025-04-16T21:02:49.679Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:02:51.298Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:02:53.407Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:02:54.542Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:02:56.638Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:02:57.664Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:00.434Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:03.032Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:04.996Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:06.115Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:06.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:09.280Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:10.387Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:11.528Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:12.264Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:12.938Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:13.915Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:14.659Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:15.372Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:16.181Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:19.035Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:25.713Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:26.616Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:35.541Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:03:49.782Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:03:54.875Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:04:00.004Z", "action": "purchase", "action_argument": "B0DSVNNCVD"}
{"timestamp": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "ROCKBROS Smart Bike Tail Light for Night Riding Brake Sensing Bicycle Rear Lights USB Rechargeable IPX6 Waterproof Bright LED Bike Light 260mah Cycling Safety Road BikeTaillight Accessories 4 Modes", "asin": "B0BCK29WBT", "price": "$15.99", "quantity": "2"}],
"product_details": [{"asin": "B0BCK29WBT"},
{"title": "ROCKBROS Smart Bike Tail Light for Night Riding Brake Sensing Bicycle Rear Lights USB Rechargeable IPX6 Waterproof Bright LED Bike Light 260mah Cycling Safety Road BikeTaillight Accessories 4 Modes"},
{"price": "$15.99"},
{"bullet_list": "\u26054 LIGHT MODES\uff1aThere are 4 light modes for your choice, (1)Slow Red Flash:the red light keeps on for 3s when braking on daytime,flash+brake light+intelligent 30s on-off at night(2)Breathing Flash Mode, the red light keeps on for 3s when braking on daytime, flash+brake light+intelligent 30s on-off at night(3)Fast Flash Mode, flashing + brake Light on day and night(4)Steady On Mode, flashing + brake Light on day and night.COB light beads makes you more visible,which is more bright at night. \u2605BRAKE SENSING AND AUTO ON/OFF: The bike light will highlight to remind the cars and pedestrians behind you when braking to make you safety ridding at night.This Smart bike rear light including Motion Sensor and Light Sensor, auto off when detect in no motion after 30 secs.Once shake it or detect the bike is moving, the bike back light will auto on again.(auto turn on or off in mode 1 or 2).Please choose the mode 3 and mode 4 to avoid Light Sensor working. \u2605USB RECHARGEABLE& LONG BATTERY LIFE: The Tail Light is built in 260mAh rechargeable lithium battery and it comes with a TYPE-C charging cable that can charges from your computer, power bank, 5V adapter or any device with a USB port. Besides, there is power display:the taillight is slightly bright in charging and turns off when fully charged and the light becomes dim when battery is low.The charging time is only 2h.and , keep running for 7-16 hours. \u2605IPX6 WATERPROOF & HIGH QUALITY: The waterproof grade of the Bicycle Rear Light is IPX6 soaking grade, which can safe to use even in heavy rain, and it\u2019s more waterproof than most bike lights on the market.What\u2019s more, our light made of high quality ABS+PC material which is more waterproof and durable.It\u2019s also lightweight which only 19 grams. \u26052 EASY INSTALLATION MODES: Saddle Bracket and Seat Post two bracket offered to mount on the saddle rail or the seat post to meet your different need. No extra tools needed, unscrews from the mount easily to take with you so it doesn't get stolen."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Red"}],
"promotion_items": [{"title": "Bike Lights [8+7 Modes], USB Rechargeable Bike Lights Front and Back, Ultra Bright ...", "asin": "B0CJRJ6BQK", "price": "$15.99", "quantity": ""},
{"title": "Magicshine SEEMEE 200 Rechargeable Bike Tail Lights,200 Lumens Max Output,360\u00b0 Visibility Bicycle Lights, Smart Brake Sensor IPX6 Waterproof Rear Bike Lights 5 Modes for Road Urban Cyclists", "asin": "B0CJLDSQTF", "price": "$34.46", "quantity": ""},
{"title": "Bike Lights, Rechargeable Bicycle Lights Set Super Bright 8+12 Modes, IPX6 Waterpro...", "asin": "B0B56VFFP2", "price": "$16.99", "quantity": ""},
{"title": "ROCKBROS Bike Tail Light Rear Bike Light Rechargeable Bike Rear Light Waterproof Bike Taillightv", "asin": "B08GP6SN74", "price": "$16.99", "quantity": ""},
{"title": "ROCKBROS Bike Tail Light Smart,Brake Sensing Bicycle Rear Lights for Night Ride,Ultra Bright LED Back Lights,Type C USB Rechargeable,IPX6 Waterproof,Cycling Safety Taillight Accessories", "asin": "B09VYY4V88", "price": "$23.39", "quantity": ""},
{"title": "G Keni Smart Rear Bike Lights for Night Riding, Ultra Bright Brake Sensing Bicycle Light Back, Auto On/Off Bike Tail Lights, IPX6 Waterproof, USB Rechargeable, LED Warning Cycling Safety Bike Lights", "asin": "B07W4PGHK7", "price": "$22.99", "quantity": ""},
{"title": "TOWILD TL05 Bike Tail Light Smart Brake Sensing Bike Rear Lights,Type-C Cable Waterproof Bicycle Back Lights Led Rechargeable Auto On/Off Flash Strobe Safety Red Taillight for Road Cycling Commuting", "asin": "B0CQK4T4XF", "price": "$19.99", "quantity": ""},
{"title": "G Keni Smart Rear Bike Lights for Night Riding, Ultra Bright Brake Sensing Bicycle Light Back, Auto On/Off Bike Tail Lights, IPX6 Waterproof, USB Rechargeable, LED Warning Cycling Safety Bike Lights", "asin": "B07W4PGHK7", "price": "$22.99", "quantity": ""},
{"title": "ROCKBROS Bike Tail Light Smart,Brake Sensing Bicycle Rear Lights for Night Ride,Ultra Bright LED Back Lights,Type C USB Rechargeable,IPX6 Waterproof,Cycling Safety Taillight Accessories", "asin": "B09VYY4V88", "price": "$23.39", "quantity": ""},
{"title": "TOWILD TL05 Bike Tail Light Smart Brake Sensing Bike Rear Lights,Type-C Cable Waterproof Bicycle Back Lights Led Rechargeable Auto On/Off Flash Strobe Safety Red Taillight for Road Cycling Commuting", "asin": "B0CQK4T4XF", "price": "$19.99", "quantity": ""},
{"title": "NineLeaf Smart Bike Tail Light Alarm, Brake Sensing Rear Lights, Wireless Anti Theft Alarm, Auto ON/Off Bike Rear Light Bicycle Tail Light IP65 Waterproof USB Rechargeable Safety Warning Cycling Light", "asin": "B0B257VCH4", "price": "$22.75", "quantity": ""},
{"title": "ROCKBROS Bike Tail Light Magnetic Induction USB-C Rechargeable LED Rear Bicycle Light, IPX6 Waterproof,7 Light Mode Options Cycling Safety Flashlight Accessories for Road Mountain", "asin": "B0DYV2ZP1M", "price": "$32.99", "quantity": ""},
{"title": "ROCKBROS 1500 Lumens Bike Light for Night Riding, 5000mAh USB-C Rechargeable Bike Headlight, Aluminium Alloy IPX6 Waterproof Bike Front Light, 5 Modes & Auto Mode Anti-Dazzling LED Bike Light", "asin": "B0BX44Q8JG", "price": "$34.99", "quantity": ""},
{"title": "Bike Lights, Rechargeable Bicycle Lights Set Super Bright 8+12 Modes, IPX6 Waterpro...", "asin": "B0B56VFFP2", "price": "$16.99", "quantity": ""},
{"title": "TOWILD TL08 Bike Tail Light Customized Patterns Full-Color Bike Rear Light,Brake Sensing Bicycle Rear Light for Night Ride,USB-C Rechargeable LED Back Lights,IPX6 Waterproof", "asin": "B0DHZJSN23", "price": "$29.59", "quantity": ""},
{"title": "OLIGHT RN 120 C Bike Lights, 120 Lumens Tail Light 260 Degree Visibility, 1500m Viewable Range, USB Rechargeable Bike Break Light, IPX6 Waterproof, Road and Urban Cyclists", "asin": "B0C4GGRPX4", "price": "$34.99", "quantity": ""},
{"title": "Ascher USB Rechargeable LED Bike Tail Light 2 Pack, Bright Bicycle Rear Cycling Safety Flashlight, 4 Light Mode Options for Adults Kids Men Women Road Mountain(2 USB Cables Included)", "asin": "B07FDVSVDX", "price": "$13.49", "quantity": ""},
{"title": "OLIGHT Seemee 30 C Bike Light 30 Lumens Tail Light 230 Degree Visibility, 800m Viewable Range, USB Rechargeable Bike Break Light, IPX6 Waterproof, Road and Urban Cyclists", "asin": "B0C59FQ3RD", "price": "$16.99", "quantity": ""},
{"title": "G Keni Smart Rear Bike Lights for Night Riding, Ultra Bright Brake Sensing Bicycle Light Back, Auto On/Off Bike Tail Lights, IPX6 Waterproof, USB Rechargeable, LED Warning Cycling Safety Bike Lights", "asin": "B07W4PGHK7", "price": "$22.99", "quantity": ""},
{"title": "TOWILD TL05 Bike Tail Light Smart Brake Sensing Bike Rear Lights,Type-C Cable Waterproof Bicycle Back Lights Led Rechargeable Auto On/Off Flash Strobe Safety Red Taillight for Road Cycling Commuting", "asin": "B0CQK4T4XF", "price": "$19.99", "quantity": ""},
{"title": "ROCKBROS Bike Tail Light Smart,Brake Sensing Bicycle Rear Lights for Night Ride,Ultra Bright LED Back Lights,Type C USB Rechargeable,IPX6 Waterproof,Cycling Safety Taillight Accessories", "asin": "B09VYY4V88", "price": "$23.39", "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": "2025-04-18T03:49:43.358Z", // 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\": \"2025-04-16T20:48:37.346Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T20:48:41.739Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T20:48:47.171Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T20:50:16.778Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T20:50:20.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T20:50:28.308Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T20:50:42.104Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T20:51:33.935Z\", \"action\": \"purchase\", \"action_argument\": \"B0DH7PNPPM, B0D418HHPL, B0DBZ3JYRF, B0CMQZ2HFJ\"}\n{\"timestamp\": \"2025-04-16T20:56:05.808Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T20:56:10.219Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T20:56:13.873Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T20:56:15.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T20:56:16.548Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T20:56:18.223Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T20:56:21.037Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T20:56:25.928Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T20:56:27.010Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T20:56:28.759Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T20:56:31.751Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T20:56:33.127Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T20:56:44.332Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T20:56:48.148Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T20:56:55.805Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T20:56:56.944Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T20:57:42.257Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2K6B1SW\"}\n{\"timestamp\": \"2025-04-16T20:58:56.674Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-16T20:59:52.279Z\", \"action\": \"input\", \"action_argument\": \"Bike bott\"}\n{\"timestamp\": \"2025-04-16T20:59:52.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T21:00:54.606Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-16T21:01:27.928Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-16T21:01:33.076Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHXFZL3J\"}\n{\"timestamp\": \"2025-04-16T21:02:04.677Z\", \"action\": \"click_product\", \"action_argument\": \"B01K2BOUN4\"}\n{\"timestamp\": \"2025-04-16T21:02:08.766Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:02:09.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:02:20.636Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHXFZL3J\"}\n{\"timestamp\": \"2025-04-16T21:02:49.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:02:51.298Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:02:53.407Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:02:54.542Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:02:56.638Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:02:57.664Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:00.434Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:03.032Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:04.996Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:06.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:06.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:09.280Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:10.387Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:11.528Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:12.264Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:12.938Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:13.915Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:14.659Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:15.372Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:16.181Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:19.035Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:25.713Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:26.616Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:03:35.541Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:03:49.782Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:03:54.875Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:04:00.004Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSVNNCVD\"}\n{\"timestamp\": \"2025-04-16T21:04:46.556Z\", \"action\": \"click_product\", \"action_argument\": \"B09654V9YX\"}\n{\"timestamp\": \"2025-04-16T21:05:23.313Z\", \"action\": \"click_product\", \"action_argument\": \"B07D6MY66N\"}\n{\"timestamp\": \"2025-04-16T21:05:50.364Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-16T21:06:41.217Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2VB8HWF\"}\n{\"timestamp\": \"2025-04-16T21:06:49.027Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:06:54.108Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:07:22.247Z\", \"action\": \"click_product\", \"action_argument\": \"B08NVF8VWK\"}\n{\"timestamp\": \"2025-04-16T21:07:43.923Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:07:57.466Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:10.250Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:14.450Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:17.717Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:21.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:26.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:08:46.548Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-16T21:24:34.759Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:24:40.860Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:24:43.642Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:46.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:48.117Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:57.342Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:59.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:25:16.703Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:28.561Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T21:25:30.978Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:43.677Z\", \"action\": \"click_product\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T21:26:03.376Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:26:19.610Z\", \"action\": \"click_product\", \"action_argument\": \"B09DLF695Y\"}\n{\"timestamp\": \"2025-04-16T21:26:24.294Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:26:44.944Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.000Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:48.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:49.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:50.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:51.583Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:52.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:54.796Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:55.530Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.136Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.834Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:57.728Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:58.653Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:59.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:04.333Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:05.745Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:27:17.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:27:21.089Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:25.313Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:31.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:34.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:04.909Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:16.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:56.340Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:58.072Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:29:06.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:29:12.964Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:30:07.424Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6, B0DH7PNPPM, B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"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\": \"Lamicall Bike Phone Holder, Motorcycle Mount - Motorcycle Phone Holder, Handlebar Cell Phone Clamp, Scooter Phone Clip for iPhone 16 Pro Max/Plus, 15 Pro Max, S10, S20, More 4.7\\\" to 6.8\\\" Smartphones\", \"asin\": \"B085DMV7XD\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike/Bicycle Phone Front Frame Bag, Waterproof, Tube Bag,Cycling Pouch, Bike Accessories for Men Compatible Phone Under 6.5\\u201d\", \"asin\": \"B079QKP848\", \"price\": \"$21.24\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS 1500 Lumens Bike Light for Night Riding, 5000mAh USB-C Rechargeable Bike Headlight, Aluminium Alloy IPX6 Waterproof Bike Front Light, 5 Modes & Auto Mode Anti-Dazzling LED Bike Light\", \"asin\": \"B0BX44Q8JG\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Light 1000 Lumens USB Rechargeable Bike Headlight Led IPX6 Waterproof Bike Front Light 5 Modes Aluminum Alloy Super Bright Bike Light for Night Riding\", \"asin\": \"B0BJTGPQL1\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Super Bright Bike Light 800Lumens Type C Rechargeable Bike Headlight Led IPX6 Waterproof Bike Front Light 5 Modes Aluminum Alloy Bike Light for Night Riding\", \"asin\": \"B0CFL43JFD\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"OLIGHT RN 400 LED Bike Lights, 400 Lumens USB Type-C Rechargeable Front Light, IPX7 Waterproof Bicycle Headlight for Road Urban Cyclists Black\", \"asin\": \"B08MTWKV4G\", \"price\": \"$29.95\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Repair Kits 16 In 1 Multi-Function Bike Tool Kits Portable Foldable Bike Multitool Cycling Tool Kit Bike Tool Allen Wrench Tire Levers\", \"asin\": \"B099R4R542\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Tail Light Powerful 110 Lumens - Bicycle Light 5 Modes Red/Blue, Waterproof IP64, Rechargeable USB-C, Quick Release Brackets for Saddle & Seatpost, DON PEREGRINO B2 Rear Bike Light\", \"asin\": \"B07DGHDMQL\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Out Front Mount Compatible with Garmin, iGPSPORT - Bike Handlebar 1.26\\u2019\\u2019-1.38\\u2019\\u2019/ 32-35mm\", \"asin\": \"B0C3VMXDBQ\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Light Super Bright 1000 Lumen, 5 Mode LED Bike Light, USB Rechargeable Bike Headlight, Aluminium Alloy, IPX6 Waterproof, Front Bike Light with Power&Smart Mode Display for Night Riding\", \"asin\": \"B09366T3ZY\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"150 lm Rechargeable Bike Tail Light, IPX6 Waterproof Bicycle Rear Cycling 220\\u00b0 Wide Visible Safety Flashlight, 5 Light Mode for Adult Kid Men Women Road Mountain Accessories for Night Ride\", \"asin\": \"B0CSYNYS5Z\", \"price\": \"$17.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"ROCKBROS Smart Bike Tail Light for Night Riding Brake Sensing Bicycle Rear Lights USB Rechargeable IPX6 Waterproof Bright LED Bike Light 260mah Cycling Safety Road BikeTaillight Accessories 4 Modes\", \"asin\": \"B0BCK29WBT\", \"delivery\": \"Two-Day FREE delivery Sat, Apr 19 FREE Returns\", \"quantity\": \"2\", \"selected\": true, \"options\": [{\"Color\": \"Red\"}]}],\n\"saved_items\": [{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"options\": [{\"Color\": \"Ocean Mist&Sea Salt\\uff08Tassel Ceramic)\"}]},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"options\": [{\"Color\": \"White Jasmine(Square Ceramic)\"}]},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"options\": [{\"Color\": \"Ocean Mist&Sea Salt\\uff08Square Ceramic)\"}]},\n{\"title\": \"Fizik Terra Bondcush Tacky,Gravel and Road Cycling bar Tape, Green, 3mm\", \"asin\": \"B07HY3WF49\", \"options\": [{\"Style\": \"Terra Bondcush Tacky\"}, {\"Color\": \"Green\"}, {\"Size\": \"3mm\"}]},\n{\"title\": \"ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz\", \"asin\": \"B07NF994VJ\", \"options\": [{\"Size\": \"16 Fl Oz (Pack of 1)\"}, {\"Style\": \"Extra Gentle\"}]},\n{\"title\": \"Keyboard Stand Piano 61 Key Piano Stand for 88 Keyboard 76 Key Keyboard Stand Locking Straps Adjustable Digital Piano Stand Electric Piano Stand for Students Adults Sturdy Musical Keyboard Stand(Grey)\", \"asin\": \"B0BRK5JKPK\", \"options\": [{\"Item Shape\": \"U Grey\"}]},\n{\"asin\": \"B0BRK5JKPK\", \"options\": []},\n{\"title\": \"M-Audio SP-2 - Universal Sustain Pedal with Piano Style Action For MIDI Keyboards, Digital Pianos & More\", \"asin\": \"B00063678K\", \"options\": [{\"Style\": \"Sustain Pedal\"}]},\n{\"title\": \"MIMORE Metal Straw for Owala 24 oz 32 oz - 6 PCS Satinless Steel Straw Compatible with Owala Straw Replacement - Resuable & Dishwasher Safe\", \"asin\": \"B0DLB23DTS\", \"options\": [{\"Size\": \"24 oz 32 oz\"}]},\n{\"title\": \"Nutella Biscuits, 20 Count Cookies, Hazelnut Spread with Cocoa, Holiday Christmas Cookies, 9.7 oz\", \"asin\": \"B0C449R6PX\", \"price\": \"$4.76\", \"options\": [{\"Size\": \"9.7 Ounce (Pack of 1)\"}]},\n{\"title\": \"UINI Door Mat Outdoor Indoor Welcome Mats, Cute Cat Front Doormat, Non Slip Durable Entrance Rugs for Front Door, Inside Outside Entry, Porch, Resist Dirt, 17\\\" x 30\\\", Easy to Clean\", \"asin\": \"B0B5N7N4K1\", \"options\": [{\"Color\": \"Cute Cat\"}, {\"Size\": \"1'5\\\" x 2'6\\\" (Rectangular)\"}]},\n{\"asin\": \"B0B5N7N4K1\", \"options\": []}]\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\": \"2025-04-18T03:50:08.995Z\", // 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": "2025-04-16T20:48:37.346Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-16T20:48:41.739Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-16T20:48:47.171Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T20:50:16.778Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T20:50:20.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T20:50:28.308Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-16T20:50:42.104Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T20:51:33.935Z", "action": "purchase", "action_argument": "B0DH7PNPPM, B0D418HHPL, B0DBZ3JYRF, B0CMQZ2HFJ"}
{"timestamp": "2025-04-16T20:56:05.808Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:10.219Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:13.873Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:15.557Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:16.548Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:18.223Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:21.037Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:25.928Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:27.010Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:28.759Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:31.751Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:33.127Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:44.332Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T20:56:48.148Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T20:56:55.805Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T20:56:56.944Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T20:57:42.257Z", "action": "click_product", "action_argument": "B0D2K6B1SW"}
{"timestamp": "2025-04-16T20:58:56.674Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T20:59:52.279Z", "action": "input", "action_argument": "Bike bott"}
{"timestamp": "2025-04-16T20:59:52.318Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-16T21:00:54.606Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:01:27.928Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:01:33.076Z", "action": "click_product", "action_argument": "B0DHXFZL3J"}
{"timestamp": "2025-04-16T21:02:04.677Z", "action": "click_product", "action_argument": "B01K2BOUN4"}
{"timestamp": "2025-04-16T21:02:08.766Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:02:09.649Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:02:20.636Z", "action": "click_product", "action_argument": "B0DHXFZL3J"}
{"timestamp": "2025-04-16T21:02:49.679Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:02:51.298Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:02:53.407Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:02:54.542Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:02:56.638Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:02:57.664Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:00.434Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:03.032Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:04.996Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:06.115Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:06.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:09.280Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:10.387Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:11.528Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:12.264Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:12.938Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:13.915Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:14.659Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:15.372Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:16.181Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:19.035Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:25.713Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:26.616Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:35.541Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:03:49.782Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:03:54.875Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:04:00.004Z", "action": "purchase", "action_argument": "B0DSVNNCVD"}
{"timestamp": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "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": "Lamicall Bike Phone Holder, Motorcycle Mount - Motorcycle Phone Holder, Handlebar Cell Phone Clamp, Scooter Phone Clip for iPhone 16 Pro Max/Plus, 15 Pro Max, S10, S20, More 4.7\" to 6.8\" Smartphones", "asin": "B085DMV7XD", "price": "$15.99", "quantity": ""},
{"title": "ROCKBROS Bike/Bicycle Phone Front Frame Bag, Waterproof, Tube Bag,Cycling Pouch, Bike Accessories for Men Compatible Phone Under 6.5\u201d", "asin": "B079QKP848", "price": "$21.24", "quantity": ""},
{"title": "ROCKBROS 1500 Lumens Bike Light for Night Riding, 5000mAh USB-C Rechargeable Bike Headlight, Aluminium Alloy IPX6 Waterproof Bike Front Light, 5 Modes & Auto Mode Anti-Dazzling LED Bike Light", "asin": "B0BX44Q8JG", "price": "$34.99", "quantity": ""},
{"title": "ROCKBROS Bike Light 1000 Lumens USB Rechargeable Bike Headlight Led IPX6 Waterproof Bike Front Light 5 Modes Aluminum Alloy Super Bright Bike Light for Night Riding", "asin": "B0BJTGPQL1", "price": "$29.99", "quantity": ""},
{"title": "ROCKBROS Super Bright Bike Light 800Lumens Type C Rechargeable Bike Headlight Led IPX6 Waterproof Bike Front Light 5 Modes Aluminum Alloy Bike Light for Night Riding", "asin": "B0CFL43JFD", "price": "$24.99", "quantity": ""},
{"title": "OLIGHT RN 400 LED Bike Lights, 400 Lumens USB Type-C Rechargeable Front Light, IPX7 Waterproof Bicycle Headlight for Road Urban Cyclists Black", "asin": "B08MTWKV4G", "price": "$29.95", "quantity": ""},
{"title": "ROCKBROS Bike Repair Kits 16 In 1 Multi-Function Bike Tool Kits Portable Foldable Bike Multitool Cycling Tool Kit Bike Tool Allen Wrench Tire Levers", "asin": "B099R4R542", "price": "$14.99", "quantity": ""},
{"title": "Bike Tail Light Powerful 110 Lumens - Bicycle Light 5 Modes Red/Blue, Waterproof IP64, Rechargeable USB-C, Quick Release Brackets for Saddle & Seatpost, DON PEREGRINO B2 Rear Bike Light", "asin": "B07DGHDMQL", "price": "$17.99", "quantity": ""},
{"title": "ROCKBROS Out Front Mount Compatible with Garmin, iGPSPORT - Bike Handlebar 1.26\u2019\u2019-1.38\u2019\u2019/ 32-35mm", "asin": "B0C3VMXDBQ", "price": "$11.99", "quantity": ""},
{"title": "ROCKBROS Bike Light Super Bright 1000 Lumen, 5 Mode LED Bike Light, USB Rechargeable Bike Headlight, Aluminium Alloy, IPX6 Waterproof, Front Bike Light with Power&Smart Mode Display for Night Riding", "asin": "B09366T3ZY", "price": "$39.99", "quantity": ""},
{"title": "150 lm Rechargeable Bike Tail Light, IPX6 Waterproof Bicycle Rear Cycling 220\u00b0 Wide Visible Safety Flashlight, 5 Light Mode for Adult Kid Men Women Road Mountain Accessories for Night Ride", "asin": "B0CSYNYS5Z", "price": "$17.99", "quantity": ""}],
"active_items": [{"title": "ROCKBROS Smart Bike Tail Light for Night Riding Brake Sensing Bicycle Rear Lights USB Rechargeable IPX6 Waterproof Bright LED Bike Light 260mah Cycling Safety Road BikeTaillight Accessories 4 Modes", "asin": "B0BCK29WBT", "delivery": "Two-Day FREE delivery Sat, Apr 19 FREE Returns", "quantity": "2", "selected": true, "options": [{"Color": "Red"}]}],
"saved_items": [{"title": "Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0D418HHPL", "options": [{"Color": "Ocean Mist&Sea Salt\uff08Tassel Ceramic)"}]},
{"title": "Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0DBZ3JYRF", "options": [{"Color": "White Jasmine(Square Ceramic)"}]},
{"title": "Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0CMQZ2HFJ", "options": [{"Color": "Ocean Mist&Sea Salt\uff08Square Ceramic)"}]},
{"title": "Fizik Terra Bondcush Tacky,Gravel and Road Cycling bar Tape, Green, 3mm", "asin": "B07HY3WF49", "options": [{"Style": "Terra Bondcush Tacky"}, {"Color": "Green"}, {"Size": "3mm"}]},
{"title": "ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz", "asin": "B07NF994VJ", "options": [{"Size": "16 Fl Oz (Pack of 1)"}, {"Style": "Extra Gentle"}]},
{"title": "Keyboard Stand Piano 61 Key Piano Stand for 88 Keyboard 76 Key Keyboard Stand Locking Straps Adjustable Digital Piano Stand Electric Piano Stand for Students Adults Sturdy Musical Keyboard Stand(Grey)", "asin": "B0BRK5JKPK", "options": [{"Item Shape": "U Grey"}]},
{"asin": "B0BRK5JKPK", "options": []},
{"title": "M-Audio SP-2 - Universal Sustain Pedal with Piano Style Action For MIDI Keyboards, Digital Pianos & More", "asin": "B00063678K", "options": [{"Style": "Sustain Pedal"}]},
{"title": "MIMORE Metal Straw for Owala 24 oz 32 oz - 6 PCS Satinless Steel Straw Compatible with Owala Straw Replacement - Resuable & Dishwasher Safe", "asin": "B0DLB23DTS", "options": [{"Size": "24 oz 32 oz"}]},
{"title": "Nutella Biscuits, 20 Count Cookies, Hazelnut Spread with Cocoa, Holiday Christmas Cookies, 9.7 oz", "asin": "B0C449R6PX", "price": "$4.76", "options": [{"Size": "9.7 Ounce (Pack of 1)"}]},
{"title": "UINI Door Mat Outdoor Indoor Welcome Mats, Cute Cat Front Doormat, Non Slip Durable Entrance Rugs for Front Door, Inside Outside Entry, Porch, Resist Dirt, 17\" x 30\", Easy to Clean", "asin": "B0B5N7N4K1", "options": [{"Color": "Cute Cat"}, {"Size": "1'5\" x 2'6\" (Rectangular)"}]},
{"asin": "B0B5N7N4K1", "options": []}]
<|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": "2025-04-18T03:50:08.995Z", // 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>
|
2025-04-18T03:50:08.995Z
|
purchase
|
B0BCK29WBT
|
rule
|
2025-04-18T03:50:08.995Z
|
purchase
|
B0BCK29WBT
|
train
| 104 |
2025-04-18T03:50:08.995Z
|
purchase
|
B0BCK29WBT
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-04-16T20:48:37.346Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-16T20:48:41.739Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-16T20:48:47.171Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T20:50:16.778Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T20:50:20.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T20:50:28.308Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-16T20:50:42.104Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T20:51:33.935Z", "action": "purchase", "action_argument": "B0DH7PNPPM, B0D418HHPL, B0DBZ3JYRF, B0CMQZ2HFJ"}
{"timestamp": "2025-04-16T20:56:05.808Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:10.219Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:13.873Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:15.557Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:16.548Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:18.223Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:21.037Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:25.928Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:27.010Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:28.759Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:31.751Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:33.127Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T20:56:44.332Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T20:56:48.148Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T20:56:55.805Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T20:56:56.944Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T20:57:42.257Z", "action": "click_product", "action_argument": "B0D2K6B1SW"}
{"timestamp": "2025-04-16T20:58:56.674Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T20:59:52.279Z", "action": "input", "action_argument": "Bike bott"}
{"timestamp": "2025-04-16T20:59:52.318Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-16T21:00:54.606Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:01:27.928Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:01:33.076Z", "action": "click_product", "action_argument": "B0DHXFZL3J"}
{"timestamp": "2025-04-16T21:02:04.677Z", "action": "click_product", "action_argument": "B01K2BOUN4"}
{"timestamp": "2025-04-16T21:02:08.766Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:02:09.649Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:02:20.636Z", "action": "click_product", "action_argument": "B0DHXFZL3J"}
{"timestamp": "2025-04-16T21:02:49.679Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:02:51.298Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:02:53.407Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:02:54.542Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:02:56.638Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:02:57.664Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:00.434Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:03.032Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:04.996Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:06.115Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:06.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:09.280Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:10.387Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:11.528Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:12.264Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:12.938Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:13.915Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:14.659Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:15.372Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:16.181Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:19.035Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:25.713Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:26.616Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:03:35.541Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:03:49.782Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:03:54.875Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:04:00.004Z", "action": "purchase", "action_argument": "B0DSVNNCVD"}
{"timestamp": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "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": "Lamicall Bike Phone Holder, Motorcycle Mount - Motorcycle Phone Holder, Handlebar Cell Phone Clamp, Scooter Phone Clip for iPhone 16 Pro Max/Plus, 15 Pro Max, S10, S20, More 4.7\" to 6.8\" Smartphones", "asin": "B085DMV7XD", "price": "$15.99", "quantity": ""},
{"title": "ROCKBROS Bike/Bicycle Phone Front Frame Bag, Waterproof, Tube Bag,Cycling Pouch, Bike Accessories for Men Compatible Phone Under 6.5\u201d", "asin": "B079QKP848", "price": "$21.24", "quantity": ""},
{"title": "ROCKBROS 1500 Lumens Bike Light for Night Riding, 5000mAh USB-C Rechargeable Bike Headlight, Aluminium Alloy IPX6 Waterproof Bike Front Light, 5 Modes & Auto Mode Anti-Dazzling LED Bike Light", "asin": "B0BX44Q8JG", "price": "$34.99", "quantity": ""},
{"title": "ROCKBROS Bike Light 1000 Lumens USB Rechargeable Bike Headlight Led IPX6 Waterproof Bike Front Light 5 Modes Aluminum Alloy Super Bright Bike Light for Night Riding", "asin": "B0BJTGPQL1", "price": "$29.99", "quantity": ""},
{"title": "ROCKBROS Super Bright Bike Light 800Lumens Type C Rechargeable Bike Headlight Led IPX6 Waterproof Bike Front Light 5 Modes Aluminum Alloy Bike Light for Night Riding", "asin": "B0CFL43JFD", "price": "$24.99", "quantity": ""},
{"title": "OLIGHT RN 400 LED Bike Lights, 400 Lumens USB Type-C Rechargeable Front Light, IPX7 Waterproof Bicycle Headlight for Road Urban Cyclists Black", "asin": "B08MTWKV4G", "price": "$29.95", "quantity": ""},
{"title": "ROCKBROS Bike Repair Kits 16 In 1 Multi-Function Bike Tool Kits Portable Foldable Bike Multitool Cycling Tool Kit Bike Tool Allen Wrench Tire Levers", "asin": "B099R4R542", "price": "$14.99", "quantity": ""},
{"title": "Bike Tail Light Powerful 110 Lumens - Bicycle Light 5 Modes Red/Blue, Waterproof IP64, Rechargeable USB-C, Quick Release Brackets for Saddle & Seatpost, DON PEREGRINO B2 Rear Bike Light", "asin": "B07DGHDMQL", "price": "$17.99", "quantity": ""},
{"title": "ROCKBROS Out Front Mount Compatible with Garmin, iGPSPORT - Bike Handlebar 1.26\u2019\u2019-1.38\u2019\u2019/ 32-35mm", "asin": "B0C3VMXDBQ", "price": "$11.99", "quantity": ""},
{"title": "ROCKBROS Bike Light Super Bright 1000 Lumen, 5 Mode LED Bike Light, USB Rechargeable Bike Headlight, Aluminium Alloy, IPX6 Waterproof, Front Bike Light with Power&Smart Mode Display for Night Riding", "asin": "B09366T3ZY", "price": "$39.99", "quantity": ""},
{"title": "150 lm Rechargeable Bike Tail Light, IPX6 Waterproof Bicycle Rear Cycling 220\u00b0 Wide Visible Safety Flashlight, 5 Light Mode for Adult Kid Men Women Road Mountain Accessories for Night Ride", "asin": "B0CSYNYS5Z", "price": "$17.99", "quantity": ""}],
"active_items": [{"title": "ROCKBROS Smart Bike Tail Light for Night Riding Brake Sensing Bicycle Rear Lights USB Rechargeable IPX6 Waterproof Bright LED Bike Light 260mah Cycling Safety Road BikeTaillight Accessories 4 Modes", "asin": "B0BCK29WBT", "delivery": "Two-Day FREE delivery Sat, Apr 19 FREE Returns", "quantity": "2", "selected": true, "options": [{"Color": "Red"}]}],
"saved_items": [{"title": "Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0D418HHPL", "options": [{"Color": "Ocean Mist&Sea Salt\uff08Tassel Ceramic)"}]},
{"title": "Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0DBZ3JYRF", "options": [{"Color": "White Jasmine(Square Ceramic)"}]},
{"title": "Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0CMQZ2HFJ", "options": [{"Color": "Ocean Mist&Sea Salt\uff08Square Ceramic)"}]},
{"title": "Fizik Terra Bondcush Tacky,Gravel and Road Cycling bar Tape, Green, 3mm", "asin": "B07HY3WF49", "options": [{"Style": "Terra Bondcush Tacky"}, {"Color": "Green"}, {"Size": "3mm"}]},
{"title": "ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz", "asin": "B07NF994VJ", "options": [{"Size": "16 Fl Oz (Pack of 1)"}, {"Style": "Extra Gentle"}]},
{"title": "Keyboard Stand Piano 61 Key Piano Stand for 88 Keyboard 76 Key Keyboard Stand Locking Straps Adjustable Digital Piano Stand Electric Piano Stand for Students Adults Sturdy Musical Keyboard Stand(Grey)", "asin": "B0BRK5JKPK", "options": [{"Item Shape": "U Grey"}]},
{"asin": "B0BRK5JKPK", "options": []},
{"title": "M-Audio SP-2 - Universal Sustain Pedal with Piano Style Action For MIDI Keyboards, Digital Pianos & More", "asin": "B00063678K", "options": [{"Style": "Sustain Pedal"}]},
{"title": "MIMORE Metal Straw for Owala 24 oz 32 oz - 6 PCS Satinless Steel Straw Compatible with Owala Straw Replacement - Resuable & Dishwasher Safe", "asin": "B0DLB23DTS", "options": [{"Size": "24 oz 32 oz"}]},
{"title": "Nutella Biscuits, 20 Count Cookies, Hazelnut Spread with Cocoa, Holiday Christmas Cookies, 9.7 oz", "asin": "B0C449R6PX", "price": "$4.76", "options": [{"Size": "9.7 Ounce (Pack of 1)"}]},
{"title": "UINI Door Mat Outdoor Indoor Welcome Mats, Cute Cat Front Doormat, Non Slip Durable Entrance Rugs for Front Door, Inside Outside Entry, Porch, Resist Dirt, 17\" x 30\", Easy to Clean", "asin": "B0B5N7N4K1", "options": [{"Color": "Cute Cat"}, {"Size": "1'5\" x 2'6\" (Rectangular)"}]},
{"asin": "B0B5N7N4K1", "options": []}]
<|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": "2025-04-18T03:50:08.995Z", // 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\": \"2025-04-16T21:04:46.556Z\", \"action\": \"click_product\", \"action_argument\": \"B09654V9YX\"}\n{\"timestamp\": \"2025-04-16T21:05:23.313Z\", \"action\": \"click_product\", \"action_argument\": \"B07D6MY66N\"}\n{\"timestamp\": \"2025-04-16T21:05:50.364Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-16T21:06:41.217Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2VB8HWF\"}\n{\"timestamp\": \"2025-04-16T21:06:49.027Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:06:54.108Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:07:22.247Z\", \"action\": \"click_product\", \"action_argument\": \"B08NVF8VWK\"}\n{\"timestamp\": \"2025-04-16T21:07:43.923Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:07:57.466Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:10.250Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:14.450Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:17.717Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:21.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:26.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:08:46.548Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-16T21:24:34.759Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:24:40.860Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:24:43.642Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:46.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:48.117Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:57.342Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:59.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:25:16.703Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:28.561Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T21:25:30.978Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:43.677Z\", \"action\": \"click_product\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T21:26:03.376Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:26:19.610Z\", \"action\": \"click_product\", \"action_argument\": \"B09DLF695Y\"}\n{\"timestamp\": \"2025-04-16T21:26:24.294Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:26:44.944Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.000Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:48.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:49.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:50.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:51.583Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:52.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:54.796Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:55.530Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.136Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.834Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:57.728Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:58.653Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:59.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:04.333Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:05.745Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:27:17.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:27:21.089Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:25.313Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:31.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:34.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:04.909Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:16.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:56.340Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:58.072Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:29:06.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:29:12.964Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:30:07.424Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6, B0DH7PNPPM, B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\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\"product_details\": [{\"title\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\"},\n{\"price\": \"$19.56\"},\n{\"bullet_list\": \"Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\\\" (W) x 3.5\\\" (L) x 5.5\\\" (H) Small: 2.5\\\" (W) x 1\\\" (L) x 5.5\\\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \\ud83d\\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty.\"},\n{\"asin\": \"B0BP69X89N\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Small\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus\", \"asin\": \"B0DJFQB41P\", \"price\": \"$31.32\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"Danuosie Bike Seat Bag, Water Resistant Bicycle Saddle Bag Under Seat, Cycling Seat Pack for Mountain Road Bikes and Commuter, 1L\", \"asin\": \"B0D2K6B1SW\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange\", \"asin\": \"B0DTK63MR4\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag Fidlock Magnetic Buckle Saddle Bag \\u2013 Bike Seat Bag for Road and Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Large)\", \"asin\": \"B0CLKNGPS6\", \"price\": \"$34.11\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DJFQXT2R\", \"price\": \"$29.45\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"Danuosie Bike Seat Bag, Water Resistant Bicycle Saddle Bag Under Seat, Cycling Seat Pack for Mountain Road Bikes and Commuter, 1L\", \"asin\": \"B0D2K6B1SW\", \"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\": \"2025-04-19T03:46:09.182Z\", // 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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|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": ""}],
"product_details": [{"title": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Small"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus", "asin": "B0DJFQB41P", "price": "$31.32", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "Danuosie Bike Seat Bag, Water Resistant Bicycle Saddle Bag Under Seat, Cycling Seat Pack for Mountain Road Bikes and Commuter, 1L", "asin": "B0D2K6B1SW", "price": "$16.99", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag Fidlock Magnetic Buckle Saddle Bag \u2013 Bike Seat Bag for Road and Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Large)", "asin": "B0CLKNGPS6", "price": "$34.11", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "Danuosie Bike Seat Bag, Water Resistant Bicycle Saddle Bag Under Seat, Cycling Seat Pack for Mountain Road Bikes and Commuter, 1L", "asin": "B0D2K6B1SW", "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": "2025-04-19T03:46:09.182Z", // 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>
|
2025-04-19T03:46:09.182Z
|
click
|
product_option
|
rule
|
2025-04-19T03:46:09.182Z
|
click
|
product_option
|
train
| 105 |
2025-04-19T03:46:09.182Z
|
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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|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": ""}],
"product_details": [{"title": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Small"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus", "asin": "B0DJFQB41P", "price": "$31.32", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "Danuosie Bike Seat Bag, Water Resistant Bicycle Saddle Bag Under Seat, Cycling Seat Pack for Mountain Road Bikes and Commuter, 1L", "asin": "B0D2K6B1SW", "price": "$16.99", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag Fidlock Magnetic Buckle Saddle Bag \u2013 Bike Seat Bag for Road and Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Large)", "asin": "B0CLKNGPS6", "price": "$34.11", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "Danuosie Bike Seat Bag, Water Resistant Bicycle Saddle Bag Under Seat, Cycling Seat Pack for Mountain Road Bikes and Commuter, 1L", "asin": "B0D2K6B1SW", "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": "2025-04-19T03:46:09.182Z", // 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\": \"2025-04-16T21:04:46.556Z\", \"action\": \"click_product\", \"action_argument\": \"B09654V9YX\"}\n{\"timestamp\": \"2025-04-16T21:05:23.313Z\", \"action\": \"click_product\", \"action_argument\": \"B07D6MY66N\"}\n{\"timestamp\": \"2025-04-16T21:05:50.364Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-16T21:06:41.217Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2VB8HWF\"}\n{\"timestamp\": \"2025-04-16T21:06:49.027Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:06:54.108Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:07:22.247Z\", \"action\": \"click_product\", \"action_argument\": \"B08NVF8VWK\"}\n{\"timestamp\": \"2025-04-16T21:07:43.923Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:07:57.466Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:10.250Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:14.450Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:17.717Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:21.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:26.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:08:46.548Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-16T21:24:34.759Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:24:40.860Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:24:43.642Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:46.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:48.117Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:57.342Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:59.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:25:16.703Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:28.561Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T21:25:30.978Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:43.677Z\", \"action\": \"click_product\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T21:26:03.376Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:26:19.610Z\", \"action\": \"click_product\", \"action_argument\": \"B09DLF695Y\"}\n{\"timestamp\": \"2025-04-16T21:26:24.294Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:26:44.944Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.000Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:48.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:49.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:50.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:51.583Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:52.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:54.796Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:55.530Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.136Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.834Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:57.728Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:58.653Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:59.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:04.333Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:05.745Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:27:17.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:27:21.089Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:25.313Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:31.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:34.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:04.909Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:16.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:56.340Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:58.072Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:29:06.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:29:12.964Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:30:07.424Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6, B0DH7PNPPM, B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"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\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\"},\n{\"price\": \"$18.86\"},\n{\"bullet_list\": \"Tested and Trusted by Cyclists: With feedback from over 60+ influential cyclists and backed by 500+ glowing reviews from the Lumiere & Co. community, this saddle bag bicycle has been tested and proven to meet the demands of both professional and recreational riders. Variety of Choices: Available in multiple colors and sizes to match your style and needs. Easy to Clean: Made from materials that are simple to wash, keeping your bag looking fresh. Secure Attachment: Strong hook-and-loop straps keep the bag firmly in place under your bike seat. Let me know if we need additional information. Perfect for Road and Trail Adventures: This versatile road bike saddle bag is designed for both daily commutes and long-distance rides, offering ample storage space without sacrificing aerodynamics. Whether you're hitting the pavement or the trails, this bike saddle bag is built for performance and convenience.\"},\n{\"asin\": \"B0DH77HWMC\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Medium\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Un...\", \"asin\": \"B0DJFQB41P\", \"price\": \"$31.32\", \"quantity\": \"\"},\n{\"title\": \"Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bik...\", \"asin\": \"B0DH72GS8T\", \"price\": \"$14.60\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling...\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Roa...\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"ENLEE Road Bike Saddle Bag Waterproof Bike Seat Bag Reflective Bicycle Storage Pouch Under Seat for Mountain Foldable Bikes Green\", \"asin\": \"B0DTK5TVHM\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippe...\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Roa...\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"ENLEE Road Bike Saddle Bag Waterproof Bike Seat Bag Reflective Bicycle Storage Pouch Under Seat for Mountain Foldable Bikes Green\", \"asin\": \"B0DTK5TVHM\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X Red\", \"asin\": \"B0DJFSHW4X\", \"price\": \"$29.91\", \"quantity\": \"\"},\n{\"title\": \"Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bik...\", \"asin\": \"B0CLKN4WZF\", \"price\": \"$19.25\", \"quantity\": \"\"},\n{\"title\": \"Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling...\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"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\": \"2025-04-19T03:46:21.861Z\", // 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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "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": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$18.86"},
{"bullet_list": "Tested and Trusted by Cyclists: With feedback from over 60+ influential cyclists and backed by 500+ glowing reviews from the Lumiere & Co. community, this saddle bag bicycle has been tested and proven to meet the demands of both professional and recreational riders. Variety of Choices: Available in multiple colors and sizes to match your style and needs. Easy to Clean: Made from materials that are simple to wash, keeping your bag looking fresh. Secure Attachment: Strong hook-and-loop straps keep the bag firmly in place under your bike seat. Let me know if we need additional information. Perfect for Road and Trail Adventures: This versatile road bike saddle bag is designed for both daily commutes and long-distance rides, offering ample storage space without sacrificing aerodynamics. Whether you're hitting the pavement or the trails, this bike saddle bag is built for performance and convenience."},
{"asin": "B0DH77HWMC"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Un...", "asin": "B0DJFQB41P", "price": "$31.32", "quantity": ""},
{"title": "Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bik...", "asin": "B0DH72GS8T", "price": "$14.60", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling...", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Roa...", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "ENLEE Road Bike Saddle Bag Waterproof Bike Seat Bag Reflective Bicycle Storage Pouch Under Seat for Mountain Foldable Bikes Green", "asin": "B0DTK5TVHM", "price": "$18.99", "quantity": ""},
{"title": "Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippe...", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Roa...", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "ENLEE Road Bike Saddle Bag Waterproof Bike Seat Bag Reflective Bicycle Storage Pouch Under Seat for Mountain Foldable Bikes Green", "asin": "B0DTK5TVHM", "price": "$18.99", "quantity": ""},
{"title": "Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X Red", "asin": "B0DJFSHW4X", "price": "$29.91", "quantity": ""},
{"title": "Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bik...", "asin": "B0CLKN4WZF", "price": "$19.25", "quantity": ""},
{"title": "Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling...", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:46:21.861Z", // 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>
|
2025-04-19T03:46:21.861Z
|
click
|
product_option
|
rule
|
2025-04-19T03:46:21.861Z
|
click
|
product_option
|
train
| 106 |
2025-04-19T03:46:21.861Z
|
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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "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": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$18.86"},
{"bullet_list": "Tested and Trusted by Cyclists: With feedback from over 60+ influential cyclists and backed by 500+ glowing reviews from the Lumiere & Co. community, this saddle bag bicycle has been tested and proven to meet the demands of both professional and recreational riders. Variety of Choices: Available in multiple colors and sizes to match your style and needs. Easy to Clean: Made from materials that are simple to wash, keeping your bag looking fresh. Secure Attachment: Strong hook-and-loop straps keep the bag firmly in place under your bike seat. Let me know if we need additional information. Perfect for Road and Trail Adventures: This versatile road bike saddle bag is designed for both daily commutes and long-distance rides, offering ample storage space without sacrificing aerodynamics. Whether you're hitting the pavement or the trails, this bike saddle bag is built for performance and convenience."},
{"asin": "B0DH77HWMC"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Un...", "asin": "B0DJFQB41P", "price": "$31.32", "quantity": ""},
{"title": "Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bik...", "asin": "B0DH72GS8T", "price": "$14.60", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling...", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Roa...", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "ENLEE Road Bike Saddle Bag Waterproof Bike Seat Bag Reflective Bicycle Storage Pouch Under Seat for Mountain Foldable Bikes Green", "asin": "B0DTK5TVHM", "price": "$18.99", "quantity": ""},
{"title": "Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippe...", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Roa...", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "ENLEE Road Bike Saddle Bag Waterproof Bike Seat Bag Reflective Bicycle Storage Pouch Under Seat for Mountain Foldable Bikes Green", "asin": "B0DTK5TVHM", "price": "$18.99", "quantity": ""},
{"title": "Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X Red", "asin": "B0DJFSHW4X", "price": "$29.91", "quantity": ""},
{"title": "Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bik...", "asin": "B0CLKN4WZF", "price": "$19.25", "quantity": ""},
{"title": "Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling...", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:46:21.861Z", // 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\": \"2025-04-16T21:04:46.556Z\", \"action\": \"click_product\", \"action_argument\": \"B09654V9YX\"}\n{\"timestamp\": \"2025-04-16T21:05:23.313Z\", \"action\": \"click_product\", \"action_argument\": \"B07D6MY66N\"}\n{\"timestamp\": \"2025-04-16T21:05:50.364Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-16T21:06:41.217Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2VB8HWF\"}\n{\"timestamp\": \"2025-04-16T21:06:49.027Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:06:54.108Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:07:22.247Z\", \"action\": \"click_product\", \"action_argument\": \"B08NVF8VWK\"}\n{\"timestamp\": \"2025-04-16T21:07:43.923Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:07:57.466Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:10.250Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:14.450Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:17.717Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:21.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:26.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:08:46.548Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-16T21:24:34.759Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:24:40.860Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:24:43.642Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:46.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:48.117Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:57.342Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:59.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:25:16.703Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:28.561Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T21:25:30.978Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:43.677Z\", \"action\": \"click_product\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T21:26:03.376Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:26:19.610Z\", \"action\": \"click_product\", \"action_argument\": \"B09DLF695Y\"}\n{\"timestamp\": \"2025-04-16T21:26:24.294Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:26:44.944Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.000Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:48.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:49.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:50.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:51.583Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:52.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:54.796Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:55.530Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.136Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.834Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:57.728Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:58.653Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:59.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:04.333Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:05.745Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:27:17.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:27:21.089Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:25.313Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:31.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:34.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:04.909Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:16.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:56.340Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:58.072Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:29:06.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:29:12.964Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:30:07.424Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6, B0DH7PNPPM, B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"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\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\"},\n{\"price\": \"$19.56\"},\n{\"bullet_list\": \"Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\\\" (W) x 3.5\\\" (L) x 5.5\\\" (H) Small: 2.5\\\" (W) x 1\\\" (L) x 5.5\\\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \\ud83d\\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty.\"},\n{\"asin\": \"B0BP69X89N\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Medium\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote\", \"asin\": \"B0DP545KQK\", \"price\": \"$30.00\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes\", \"asin\": \"B0DK4KQ8MQ\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DJFQXT2R\", \"price\": \"$29.45\", \"quantity\": \"\"},\n{\"title\": \"ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange\", \"asin\": \"B0DTK63MR4\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"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\": \"2025-04-19T03:47:18.808Z\", // 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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "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": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:47:18.808Z", // 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>
|
2025-04-19T03:47:18.808Z
|
click
|
other
|
rule
|
2025-04-19T03:47:18.808Z
|
click
|
other
|
train
| 107 |
2025-04-19T03:47:18.808Z
|
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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "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": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:47:18.808Z", // 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\": \"2025-04-16T21:04:46.556Z\", \"action\": \"click_product\", \"action_argument\": \"B09654V9YX\"}\n{\"timestamp\": \"2025-04-16T21:05:23.313Z\", \"action\": \"click_product\", \"action_argument\": \"B07D6MY66N\"}\n{\"timestamp\": \"2025-04-16T21:05:50.364Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-16T21:06:41.217Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2VB8HWF\"}\n{\"timestamp\": \"2025-04-16T21:06:49.027Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:06:54.108Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:07:22.247Z\", \"action\": \"click_product\", \"action_argument\": \"B08NVF8VWK\"}\n{\"timestamp\": \"2025-04-16T21:07:43.923Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:07:57.466Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:10.250Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:14.450Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:17.717Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:21.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:26.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:08:46.548Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-16T21:24:34.759Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:24:40.860Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:24:43.642Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:46.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:48.117Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:57.342Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:59.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:25:16.703Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:28.561Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T21:25:30.978Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:43.677Z\", \"action\": \"click_product\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T21:26:03.376Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:26:19.610Z\", \"action\": \"click_product\", \"action_argument\": \"B09DLF695Y\"}\n{\"timestamp\": \"2025-04-16T21:26:24.294Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:26:44.944Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.000Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:48.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:49.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:50.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:51.583Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:52.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:54.796Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:55.530Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.136Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.834Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:57.728Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:58.653Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:59.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:04.333Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:05.745Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:27:17.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:27:21.089Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:25.313Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:31.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:34.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:04.909Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:16.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:56.340Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:58.072Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:29:06.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:29:12.964Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:30:07.424Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6, B0DH7PNPPM, B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"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\"product_details\": [{\"title\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\"},\n{\"price\": \"$19.56\"},\n{\"bullet_list\": \"Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\\\" (W) x 3.5\\\" (L) x 5.5\\\" (H) Small: 2.5\\\" (W) x 1\\\" (L) x 5.5\\\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \\ud83d\\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty.\"},\n{\"asin\": \"B0BP69X89N\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Medium\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote\", \"asin\": \"B0DP545KQK\", \"price\": \"$30.00\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes\", \"asin\": \"B0DK4KQ8MQ\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DJFQXT2R\", \"price\": \"$29.45\", \"quantity\": \"\"},\n{\"title\": \"ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange\", \"asin\": \"B0DTK63MR4\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"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\": \"2025-04-19T03:47:19.461Z\", // 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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "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": ""}],
"product_details": [{"title": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:47:19.461Z", // 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>
|
2025-04-19T03:47:19.461Z
|
click
|
other
|
rule
|
2025-04-19T03:47:19.461Z
|
click
|
other
|
train
| 108 |
2025-04-19T03:47:19.461Z
|
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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "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": ""}],
"product_details": [{"title": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:47:19.461Z", // 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\": \"2025-04-16T21:04:46.556Z\", \"action\": \"click_product\", \"action_argument\": \"B09654V9YX\"}\n{\"timestamp\": \"2025-04-16T21:05:23.313Z\", \"action\": \"click_product\", \"action_argument\": \"B07D6MY66N\"}\n{\"timestamp\": \"2025-04-16T21:05:50.364Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-16T21:06:41.217Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2VB8HWF\"}\n{\"timestamp\": \"2025-04-16T21:06:49.027Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:06:54.108Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:07:22.247Z\", \"action\": \"click_product\", \"action_argument\": \"B08NVF8VWK\"}\n{\"timestamp\": \"2025-04-16T21:07:43.923Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:07:57.466Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:10.250Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:14.450Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:17.717Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:21.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:26.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:08:46.548Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-16T21:24:34.759Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:24:40.860Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:24:43.642Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:46.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:48.117Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:57.342Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:59.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:25:16.703Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:28.561Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T21:25:30.978Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:43.677Z\", \"action\": \"click_product\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T21:26:03.376Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:26:19.610Z\", \"action\": \"click_product\", \"action_argument\": \"B09DLF695Y\"}\n{\"timestamp\": \"2025-04-16T21:26:24.294Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:26:44.944Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.000Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:48.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:49.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:50.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:51.583Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:52.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:54.796Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:55.530Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.136Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.834Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:57.728Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:58.653Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:59.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:04.333Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:05.745Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:27:17.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:27:21.089Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:25.313Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:31.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:34.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:04.909Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:16.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:56.340Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:58.072Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:29:06.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:29:12.964Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:30:07.424Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6, B0DH7PNPPM, B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"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\"product_details\": [{\"title\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\"},\n{\"price\": \"$19.56\"},\n{\"bullet_list\": \"Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\\\" (W) x 3.5\\\" (L) x 5.5\\\" (H) Small: 2.5\\\" (W) x 1\\\" (L) x 5.5\\\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \\ud83d\\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty.\"},\n{\"asin\": \"B0BP69X89N\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Medium\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote\", \"asin\": \"B0DP545KQK\", \"price\": \"$30.00\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes\", \"asin\": \"B0DK4KQ8MQ\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DJFQXT2R\", \"price\": \"$29.45\", \"quantity\": \"\"},\n{\"title\": \"ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange\", \"asin\": \"B0DTK63MR4\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"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\": \"2025-04-19T03:47:23.118Z\", // 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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "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": ""}],
"product_details": [{"title": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:47:23.118Z", // 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>
|
2025-04-19T03:47:23.118Z
|
click
|
other
|
rule
|
2025-04-19T03:47:23.118Z
|
click
|
other
|
train
| 109 |
2025-04-19T03:47:23.118Z
|
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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "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": ""}],
"product_details": [{"title": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:47:23.118Z", // 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\": \"2025-04-16T21:04:46.556Z\", \"action\": \"click_product\", \"action_argument\": \"B09654V9YX\"}\n{\"timestamp\": \"2025-04-16T21:05:23.313Z\", \"action\": \"click_product\", \"action_argument\": \"B07D6MY66N\"}\n{\"timestamp\": \"2025-04-16T21:05:50.364Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-16T21:06:41.217Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2VB8HWF\"}\n{\"timestamp\": \"2025-04-16T21:06:49.027Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:06:54.108Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:07:22.247Z\", \"action\": \"click_product\", \"action_argument\": \"B08NVF8VWK\"}\n{\"timestamp\": \"2025-04-16T21:07:43.923Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:07:57.466Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:10.250Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:14.450Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:17.717Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:21.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:26.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:08:46.548Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-16T21:24:34.759Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:24:40.860Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:24:43.642Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:46.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:48.117Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:57.342Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:59.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:25:16.703Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:28.561Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T21:25:30.978Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:43.677Z\", \"action\": \"click_product\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T21:26:03.376Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:26:19.610Z\", \"action\": \"click_product\", \"action_argument\": \"B09DLF695Y\"}\n{\"timestamp\": \"2025-04-16T21:26:24.294Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:26:44.944Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.000Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:48.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:49.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:50.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:51.583Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:52.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:54.796Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:55.530Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.136Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.834Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:57.728Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:58.653Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:59.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:04.333Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:05.745Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:27:17.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:27:21.089Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:25.313Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:31.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:34.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:04.909Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:16.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:56.340Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:58.072Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:29:06.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:29:12.964Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:30:07.424Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6, B0DH7PNPPM, B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.118Z\", \"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\"product_details\": [{\"title\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\"},\n{\"price\": \"$19.56\"},\n{\"bullet_list\": \"Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\\\" (W) x 3.5\\\" (L) x 5.5\\\" (H) Small: 2.5\\\" (W) x 1\\\" (L) x 5.5\\\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \\ud83d\\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty.\"},\n{\"asin\": \"B0BP69X89N\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Medium\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote\", \"asin\": \"B0DP545KQK\", \"price\": \"$30.00\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes\", \"asin\": \"B0DK4KQ8MQ\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DJFQXT2R\", \"price\": \"$29.45\", \"quantity\": \"\"},\n{\"title\": \"ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange\", \"asin\": \"B0DTK63MR4\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"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\": \"2025-04-19T03:47:23.784Z\", // 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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "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": ""}],
"product_details": [{"title": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:47:23.784Z", // 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>
|
2025-04-19T03:47:23.784Z
|
click
|
other
|
rule
|
2025-04-19T03:47:23.784Z
|
click
|
other
|
train
| 110 |
2025-04-19T03:47:23.784Z
|
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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "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": ""}],
"product_details": [{"title": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:47:23.784Z", // 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\": \"2025-04-16T21:04:46.556Z\", \"action\": \"click_product\", \"action_argument\": \"B09654V9YX\"}\n{\"timestamp\": \"2025-04-16T21:05:23.313Z\", \"action\": \"click_product\", \"action_argument\": \"B07D6MY66N\"}\n{\"timestamp\": \"2025-04-16T21:05:50.364Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-16T21:06:41.217Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2VB8HWF\"}\n{\"timestamp\": \"2025-04-16T21:06:49.027Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:06:54.108Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:07:22.247Z\", \"action\": \"click_product\", \"action_argument\": \"B08NVF8VWK\"}\n{\"timestamp\": \"2025-04-16T21:07:43.923Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:07:57.466Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:10.250Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:14.450Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:17.717Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:21.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:26.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:08:46.548Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-16T21:24:34.759Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:24:40.860Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:24:43.642Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:46.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:48.117Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:57.342Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:59.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:25:16.703Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:28.561Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T21:25:30.978Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:43.677Z\", \"action\": \"click_product\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T21:26:03.376Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:26:19.610Z\", \"action\": \"click_product\", \"action_argument\": \"B09DLF695Y\"}\n{\"timestamp\": \"2025-04-16T21:26:24.294Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:26:44.944Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.000Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:48.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:49.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:50.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:51.583Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:52.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:54.796Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:55.530Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.136Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.834Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:57.728Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:58.653Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:59.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:04.333Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:05.745Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:27:17.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:27:21.089Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:25.313Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:31.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:34.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:04.909Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:16.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:56.340Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:58.072Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:29:06.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:29:12.964Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:30:07.424Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6, B0DH7PNPPM, B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.118Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.784Z\", \"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\"product_details\": [{\"title\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\"},\n{\"price\": \"$19.56\"},\n{\"bullet_list\": \"Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\\\" (W) x 3.5\\\" (L) x 5.5\\\" (H) Small: 2.5\\\" (W) x 1\\\" (L) x 5.5\\\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \\ud83d\\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty.\"},\n{\"asin\": \"B0BP69X89N\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Medium\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote\", \"asin\": \"B0DP545KQK\", \"price\": \"$30.00\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes\", \"asin\": \"B0DK4KQ8MQ\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DJFQXT2R\", \"price\": \"$29.45\", \"quantity\": \"\"},\n{\"title\": \"ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange\", \"asin\": \"B0DTK63MR4\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"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\": \"2025-04-19T03:47:24.650Z\", // 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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "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": ""}],
"product_details": [{"title": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:47:24.650Z", // 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>
|
2025-04-19T03:47:24.650Z
|
click
|
other
|
rule
|
2025-04-19T03:47:24.650Z
|
click
|
other
|
train
| 111 |
2025-04-19T03:47:24.650Z
|
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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "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": ""}],
"product_details": [{"title": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:47:24.650Z", // 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\": \"2025-04-16T21:04:46.556Z\", \"action\": \"click_product\", \"action_argument\": \"B09654V9YX\"}\n{\"timestamp\": \"2025-04-16T21:05:23.313Z\", \"action\": \"click_product\", \"action_argument\": \"B07D6MY66N\"}\n{\"timestamp\": \"2025-04-16T21:05:50.364Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-16T21:06:41.217Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2VB8HWF\"}\n{\"timestamp\": \"2025-04-16T21:06:49.027Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:06:54.108Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:07:22.247Z\", \"action\": \"click_product\", \"action_argument\": \"B08NVF8VWK\"}\n{\"timestamp\": \"2025-04-16T21:07:43.923Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:07:57.466Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:10.250Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:14.450Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:17.717Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:21.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:26.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:08:46.548Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-16T21:24:34.759Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:24:40.860Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:24:43.642Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:46.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:48.117Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:57.342Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:59.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:25:16.703Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:28.561Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T21:25:30.978Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:43.677Z\", \"action\": \"click_product\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T21:26:03.376Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:26:19.610Z\", \"action\": \"click_product\", \"action_argument\": \"B09DLF695Y\"}\n{\"timestamp\": \"2025-04-16T21:26:24.294Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:26:44.944Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.000Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:48.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:49.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:50.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:51.583Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:52.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:54.796Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:55.530Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.136Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.834Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:57.728Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:58.653Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:59.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:04.333Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:05.745Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:27:17.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:27:21.089Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:25.313Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:31.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:34.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:04.909Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:16.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:56.340Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:58.072Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:29:06.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:29:12.964Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:30:07.424Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6, B0DH7PNPPM, B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.118Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.784Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:24.650Z\", \"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\"product_details\": [{\"title\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\"},\n{\"price\": \"$19.56\"},\n{\"bullet_list\": \"Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\\\" (W) x 3.5\\\" (L) x 5.5\\\" (H) Small: 2.5\\\" (W) x 1\\\" (L) x 5.5\\\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \\ud83d\\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty.\"},\n{\"asin\": \"B0BP69X89N\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Medium\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote\", \"asin\": \"B0DP545KQK\", \"price\": \"$30.00\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes\", \"asin\": \"B0DK4KQ8MQ\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DJFQXT2R\", \"price\": \"$29.45\", \"quantity\": \"\"},\n{\"title\": \"ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange\", \"asin\": \"B0DTK63MR4\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"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\": \"2025-04-19T03:47:25.183Z\", // 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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "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": ""}],
"product_details": [{"title": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:47:25.183Z", // 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>
|
2025-04-19T03:47:25.183Z
|
click
|
other
|
rule
|
2025-04-19T03:47:25.183Z
|
click
|
other
|
train
| 112 |
2025-04-19T03:47:25.183Z
|
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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "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": ""}],
"product_details": [{"title": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:47:25.183Z", // 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\": \"2025-04-16T21:04:46.556Z\", \"action\": \"click_product\", \"action_argument\": \"B09654V9YX\"}\n{\"timestamp\": \"2025-04-16T21:05:23.313Z\", \"action\": \"click_product\", \"action_argument\": \"B07D6MY66N\"}\n{\"timestamp\": \"2025-04-16T21:05:50.364Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-16T21:06:41.217Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2VB8HWF\"}\n{\"timestamp\": \"2025-04-16T21:06:49.027Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:06:54.108Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:07:22.247Z\", \"action\": \"click_product\", \"action_argument\": \"B08NVF8VWK\"}\n{\"timestamp\": \"2025-04-16T21:07:43.923Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:07:57.466Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:10.250Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:14.450Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:17.717Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:21.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:26.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:08:46.548Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-16T21:24:34.759Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:24:40.860Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:24:43.642Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:46.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:48.117Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:57.342Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:59.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:25:16.703Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:28.561Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T21:25:30.978Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:43.677Z\", \"action\": \"click_product\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T21:26:03.376Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:26:19.610Z\", \"action\": \"click_product\", \"action_argument\": \"B09DLF695Y\"}\n{\"timestamp\": \"2025-04-16T21:26:24.294Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:26:44.944Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.000Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:48.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:49.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:50.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:51.583Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:52.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:54.796Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:55.530Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.136Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.834Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:57.728Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:58.653Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:59.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:04.333Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:05.745Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:27:17.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:27:21.089Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:25.313Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:31.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:34.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:04.909Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:16.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:56.340Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:58.072Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:29:06.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:29:12.964Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:30:07.424Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6, B0DH7PNPPM, B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.118Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.784Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:24.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:25.183Z\", \"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\"product_details\": [{\"title\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\"},\n{\"price\": \"$19.56\"},\n{\"bullet_list\": \"Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\\\" (W) x 3.5\\\" (L) x 5.5\\\" (H) Small: 2.5\\\" (W) x 1\\\" (L) x 5.5\\\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \\ud83d\\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty.\"},\n{\"asin\": \"B0BP69X89N\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Medium\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote\", \"asin\": \"B0DP545KQK\", \"price\": \"$30.00\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes\", \"asin\": \"B0DK4KQ8MQ\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DJFQXT2R\", \"price\": \"$29.45\", \"quantity\": \"\"},\n{\"title\": \"ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange\", \"asin\": \"B0DTK63MR4\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"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\": \"2025-04-19T03:47:26.504Z\", // 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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "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": ""}],
"product_details": [{"title": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:47:26.504Z", // 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>
|
2025-04-19T03:47:26.504Z
|
click
|
other
|
rule
|
2025-04-19T03:47:26.504Z
|
click
|
other
|
train
| 113 |
2025-04-19T03:47:26.504Z
|
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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "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": ""}],
"product_details": [{"title": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:47:26.504Z", // 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\": \"2025-04-16T21:04:46.556Z\", \"action\": \"click_product\", \"action_argument\": \"B09654V9YX\"}\n{\"timestamp\": \"2025-04-16T21:05:23.313Z\", \"action\": \"click_product\", \"action_argument\": \"B07D6MY66N\"}\n{\"timestamp\": \"2025-04-16T21:05:50.364Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-16T21:06:41.217Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2VB8HWF\"}\n{\"timestamp\": \"2025-04-16T21:06:49.027Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:06:54.108Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:07:22.247Z\", \"action\": \"click_product\", \"action_argument\": \"B08NVF8VWK\"}\n{\"timestamp\": \"2025-04-16T21:07:43.923Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:07:57.466Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:10.250Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:14.450Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:17.717Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:21.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:26.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:08:46.548Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-16T21:24:34.759Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:24:40.860Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:24:43.642Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:46.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:48.117Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:57.342Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:59.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:25:16.703Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:28.561Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T21:25:30.978Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:43.677Z\", \"action\": \"click_product\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T21:26:03.376Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:26:19.610Z\", \"action\": \"click_product\", \"action_argument\": \"B09DLF695Y\"}\n{\"timestamp\": \"2025-04-16T21:26:24.294Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:26:44.944Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.000Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:48.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:49.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:50.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:51.583Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:52.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:54.796Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:55.530Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.136Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.834Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:57.728Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:58.653Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:59.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:04.333Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:05.745Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:27:17.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:27:21.089Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:25.313Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:31.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:34.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:04.909Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:16.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:56.340Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:58.072Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:29:06.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:29:12.964Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:30:07.424Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6, B0DH7PNPPM, B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.118Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.784Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:24.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:25.183Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:26.504Z\", \"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\"product_details\": [{\"title\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\"},\n{\"price\": \"$19.56\"},\n{\"bullet_list\": \"Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\\\" (W) x 3.5\\\" (L) x 5.5\\\" (H) Small: 2.5\\\" (W) x 1\\\" (L) x 5.5\\\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \\ud83d\\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty.\"},\n{\"asin\": \"B0BP69X89N\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Medium\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote\", \"asin\": \"B0DP545KQK\", \"price\": \"$30.00\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes\", \"asin\": \"B0DK4KQ8MQ\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DJFQXT2R\", \"price\": \"$29.45\", \"quantity\": \"\"},\n{\"title\": \"ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange\", \"asin\": \"B0DTK63MR4\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"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\": \"2025-04-19T03:47:27.057Z\", // 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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "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": ""}],
"product_details": [{"title": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:47:27.057Z", // 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>
|
2025-04-19T03:47:27.057Z
|
click
|
other
|
rule
|
2025-04-19T03:47:27.057Z
|
click
|
other
|
train
| 114 |
2025-04-19T03:47:27.057Z
|
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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "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": ""}],
"product_details": [{"title": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:47:27.057Z", // 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\": \"2025-04-16T21:04:46.556Z\", \"action\": \"click_product\", \"action_argument\": \"B09654V9YX\"}\n{\"timestamp\": \"2025-04-16T21:05:23.313Z\", \"action\": \"click_product\", \"action_argument\": \"B07D6MY66N\"}\n{\"timestamp\": \"2025-04-16T21:05:50.364Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-16T21:06:41.217Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2VB8HWF\"}\n{\"timestamp\": \"2025-04-16T21:06:49.027Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:06:54.108Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:07:22.247Z\", \"action\": \"click_product\", \"action_argument\": \"B08NVF8VWK\"}\n{\"timestamp\": \"2025-04-16T21:07:43.923Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:07:57.466Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:10.250Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:14.450Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:17.717Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:21.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:26.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:08:46.548Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-16T21:24:34.759Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:24:40.860Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:24:43.642Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:46.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:48.117Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:57.342Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:59.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:25:16.703Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:28.561Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T21:25:30.978Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:43.677Z\", \"action\": \"click_product\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T21:26:03.376Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:26:19.610Z\", \"action\": \"click_product\", \"action_argument\": \"B09DLF695Y\"}\n{\"timestamp\": \"2025-04-16T21:26:24.294Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:26:44.944Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.000Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:48.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:49.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:50.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:51.583Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:52.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:54.796Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:55.530Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.136Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.834Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:57.728Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:58.653Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:59.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:04.333Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:05.745Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:27:17.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:27:21.089Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:25.313Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:31.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:34.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:04.909Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:16.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:56.340Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:58.072Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:29:06.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:29:12.964Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:30:07.424Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6, B0DH7PNPPM, B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.118Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.784Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:24.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:25.183Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:26.504Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.057Z\", \"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\"product_details\": [{\"title\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\"},\n{\"price\": \"$19.56\"},\n{\"bullet_list\": \"Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\\\" (W) x 3.5\\\" (L) x 5.5\\\" (H) Small: 2.5\\\" (W) x 1\\\" (L) x 5.5\\\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \\ud83d\\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty.\"},\n{\"asin\": \"B0BP69X89N\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Medium\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote\", \"asin\": \"B0DP545KQK\", \"price\": \"$30.00\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes\", \"asin\": \"B0DK4KQ8MQ\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DJFQXT2R\", \"price\": \"$29.45\", \"quantity\": \"\"},\n{\"title\": \"ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange\", \"asin\": \"B0DTK63MR4\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"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\": \"2025-04-19T03:47:27.913Z\", // 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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "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": ""}],
"product_details": [{"title": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:47:27.913Z", // 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>
|
2025-04-19T03:47:27.913Z
|
click
|
other
|
rule
|
2025-04-19T03:47:27.913Z
|
click
|
other
|
train
| 115 |
2025-04-19T03:47:27.913Z
|
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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "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": ""}],
"product_details": [{"title": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:47:27.913Z", // 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\": \"2025-04-16T21:04:46.556Z\", \"action\": \"click_product\", \"action_argument\": \"B09654V9YX\"}\n{\"timestamp\": \"2025-04-16T21:05:23.313Z\", \"action\": \"click_product\", \"action_argument\": \"B07D6MY66N\"}\n{\"timestamp\": \"2025-04-16T21:05:50.364Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-16T21:06:41.217Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2VB8HWF\"}\n{\"timestamp\": \"2025-04-16T21:06:49.027Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:06:54.108Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:07:22.247Z\", \"action\": \"click_product\", \"action_argument\": \"B08NVF8VWK\"}\n{\"timestamp\": \"2025-04-16T21:07:43.923Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:07:57.466Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:10.250Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:14.450Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:17.717Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:21.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:26.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:08:46.548Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-16T21:24:34.759Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:24:40.860Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:24:43.642Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:46.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:48.117Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:57.342Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:59.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:25:16.703Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:28.561Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T21:25:30.978Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:43.677Z\", \"action\": \"click_product\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T21:26:03.376Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:26:19.610Z\", \"action\": \"click_product\", \"action_argument\": \"B09DLF695Y\"}\n{\"timestamp\": \"2025-04-16T21:26:24.294Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:26:44.944Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.000Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:48.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:49.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:50.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:51.583Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:52.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:54.796Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:55.530Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.136Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.834Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:57.728Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:58.653Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:59.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:04.333Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:05.745Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:27:17.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:27:21.089Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:25.313Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:31.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:34.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:04.909Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:16.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:56.340Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:58.072Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:29:06.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:29:12.964Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:30:07.424Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6, B0DH7PNPPM, B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.118Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.784Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:24.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:25.183Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:26.504Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.057Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.913Z\", \"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\"product_details\": [{\"title\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\"},\n{\"price\": \"$19.56\"},\n{\"bullet_list\": \"Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\\\" (W) x 3.5\\\" (L) x 5.5\\\" (H) Small: 2.5\\\" (W) x 1\\\" (L) x 5.5\\\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \\ud83d\\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty.\"},\n{\"asin\": \"B0BP69X89N\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Medium\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote\", \"asin\": \"B0DP545KQK\", \"price\": \"$30.00\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes\", \"asin\": \"B0DK4KQ8MQ\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DJFQXT2R\", \"price\": \"$29.45\", \"quantity\": \"\"},\n{\"title\": \"ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange\", \"asin\": \"B0DTK63MR4\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"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\": \"2025-04-19T03:47:29.854Z\", // 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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "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": ""}],
"product_details": [{"title": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:47:29.854Z", // 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>
|
2025-04-19T03:47:29.854Z
|
click
|
other
|
rule
|
2025-04-19T03:47:29.854Z
|
click
|
other
|
train
| 116 |
2025-04-19T03:47:29.854Z
|
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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "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": ""}],
"product_details": [{"title": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:47:29.854Z", // 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\": \"2025-04-16T21:04:46.556Z\", \"action\": \"click_product\", \"action_argument\": \"B09654V9YX\"}\n{\"timestamp\": \"2025-04-16T21:05:23.313Z\", \"action\": \"click_product\", \"action_argument\": \"B07D6MY66N\"}\n{\"timestamp\": \"2025-04-16T21:05:50.364Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-16T21:06:41.217Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2VB8HWF\"}\n{\"timestamp\": \"2025-04-16T21:06:49.027Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:06:54.108Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:07:22.247Z\", \"action\": \"click_product\", \"action_argument\": \"B08NVF8VWK\"}\n{\"timestamp\": \"2025-04-16T21:07:43.923Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:07:57.466Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:10.250Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:14.450Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:17.717Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:21.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:26.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:08:46.548Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-16T21:24:34.759Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:24:40.860Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:24:43.642Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:46.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:48.117Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:57.342Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:59.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:25:16.703Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:28.561Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T21:25:30.978Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:43.677Z\", \"action\": \"click_product\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T21:26:03.376Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:26:19.610Z\", \"action\": \"click_product\", \"action_argument\": \"B09DLF695Y\"}\n{\"timestamp\": \"2025-04-16T21:26:24.294Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:26:44.944Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.000Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:48.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:49.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:50.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:51.583Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:52.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:54.796Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:55.530Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.136Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.834Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:57.728Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:58.653Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:59.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:04.333Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:05.745Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:27:17.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:27:21.089Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:25.313Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:31.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:34.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:04.909Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:16.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:56.340Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:58.072Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:29:06.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:29:12.964Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:30:07.424Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6, B0DH7PNPPM, B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.118Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.784Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:24.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:25.183Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:26.504Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.057Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.913Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:29.854Z\", \"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\"product_details\": [{\"title\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\"},\n{\"price\": \"$19.56\"},\n{\"bullet_list\": \"Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\\\" (W) x 3.5\\\" (L) x 5.5\\\" (H) Small: 2.5\\\" (W) x 1\\\" (L) x 5.5\\\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \\ud83d\\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty.\"},\n{\"asin\": \"B0BP69X89N\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Medium\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote\", \"asin\": \"B0DP545KQK\", \"price\": \"$30.00\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes\", \"asin\": \"B0DK4KQ8MQ\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DJFQXT2R\", \"price\": \"$29.45\", \"quantity\": \"\"},\n{\"title\": \"ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange\", \"asin\": \"B0DTK63MR4\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"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\": \"2025-04-19T03:47:44.214Z\", // 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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "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": ""}],
"product_details": [{"title": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:47:44.214Z", // 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>
|
2025-04-19T03:47:44.214Z
|
click
|
review
|
rule
|
2025-04-19T03:47:44.214Z
|
click
|
review
|
train
| 117 |
2025-04-19T03:47:44.214Z
|
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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "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": ""}],
"product_details": [{"title": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:47:44.214Z", // 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\": \"2025-04-16T21:04:46.556Z\", \"action\": \"click_product\", \"action_argument\": \"B09654V9YX\"}\n{\"timestamp\": \"2025-04-16T21:05:23.313Z\", \"action\": \"click_product\", \"action_argument\": \"B07D6MY66N\"}\n{\"timestamp\": \"2025-04-16T21:05:50.364Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-16T21:06:41.217Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2VB8HWF\"}\n{\"timestamp\": \"2025-04-16T21:06:49.027Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:06:54.108Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:07:22.247Z\", \"action\": \"click_product\", \"action_argument\": \"B08NVF8VWK\"}\n{\"timestamp\": \"2025-04-16T21:07:43.923Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:07:57.466Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:10.250Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:14.450Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:17.717Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:21.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:26.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:08:46.548Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-16T21:24:34.759Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:24:40.860Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:24:43.642Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:46.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:48.117Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:57.342Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:59.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:25:16.703Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:28.561Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T21:25:30.978Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:43.677Z\", \"action\": \"click_product\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T21:26:03.376Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:26:19.610Z\", \"action\": \"click_product\", \"action_argument\": \"B09DLF695Y\"}\n{\"timestamp\": \"2025-04-16T21:26:24.294Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:26:44.944Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.000Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:48.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:49.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:50.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:51.583Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:52.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:54.796Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:55.530Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.136Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.834Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:57.728Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:58.653Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:59.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:04.333Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:05.745Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:27:17.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:27:21.089Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:25.313Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:31.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:34.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:04.909Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:16.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:56.340Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:58.072Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:29:06.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:29:12.964Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:30:07.424Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6, B0DH7PNPPM, B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.118Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.784Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:24.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:25.183Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:26.504Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.057Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.913Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:29.854Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:44.214Z\", \"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\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\"},\n{\"price\": \"$19.56\"},\n{\"bullet_list\": \"Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\\\" (W) x 3.5\\\" (L) x 5.5\\\" (H) Small: 2.5\\\" (W) x 1\\\" (L) x 5.5\\\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \\ud83d\\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty.\"},\n{\"asin\": \"B0BP69X89N\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Medium\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote\", \"asin\": \"B0DP545KQK\", \"price\": \"$30.00\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes\", \"asin\": \"B0DK4KQ8MQ\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DJFQXT2R\", \"price\": \"$29.45\", \"quantity\": \"\"},\n{\"title\": \"ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange\", \"asin\": \"B0DTK63MR4\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"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\": \"2025-04-19T03:47:46.558Z\", // 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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "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": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:47:46.558Z", // 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>
|
2025-04-19T03:47:46.558Z
|
click
|
review
|
rule
|
2025-04-19T03:47:46.558Z
|
click
|
review
|
train
| 118 |
2025-04-19T03:47:46.558Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a 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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "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": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:47:46.558Z", // 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\": \"2025-04-16T21:04:46.556Z\", \"action\": \"click_product\", \"action_argument\": \"B09654V9YX\"}\n{\"timestamp\": \"2025-04-16T21:05:23.313Z\", \"action\": \"click_product\", \"action_argument\": \"B07D6MY66N\"}\n{\"timestamp\": \"2025-04-16T21:05:50.364Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-16T21:06:41.217Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2VB8HWF\"}\n{\"timestamp\": \"2025-04-16T21:06:49.027Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:06:54.108Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:07:22.247Z\", \"action\": \"click_product\", \"action_argument\": \"B08NVF8VWK\"}\n{\"timestamp\": \"2025-04-16T21:07:43.923Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:07:57.466Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:10.250Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:14.450Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:17.717Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:21.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:26.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:08:46.548Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-16T21:24:34.759Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:24:40.860Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:24:43.642Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:46.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:48.117Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:57.342Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:59.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:25:16.703Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:28.561Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T21:25:30.978Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:43.677Z\", \"action\": \"click_product\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T21:26:03.376Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:26:19.610Z\", \"action\": \"click_product\", \"action_argument\": \"B09DLF695Y\"}\n{\"timestamp\": \"2025-04-16T21:26:24.294Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:26:44.944Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.000Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:48.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:49.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:50.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:51.583Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:52.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:54.796Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:55.530Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.136Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.834Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:57.728Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:58.653Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:59.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:04.333Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:05.745Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:27:17.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:27:21.089Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:25.313Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:31.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:34.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:04.909Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:16.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:56.340Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:58.072Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:29:06.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:29:12.964Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:30:07.424Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6, B0DH7PNPPM, B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.118Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.784Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:24.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:25.183Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:26.504Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.057Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.913Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:29.854Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:44.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:46.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"product_details\": [{\"title\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\"},\n{\"price\": \"$19.56\"},\n{\"bullet_list\": \"Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\\\" (W) x 3.5\\\" (L) x 5.5\\\" (H) Small: 2.5\\\" (W) x 1\\\" (L) x 5.5\\\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \\ud83d\\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty.\"},\n{\"asin\": \"B0BP69X89N\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Medium\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote\", \"asin\": \"B0DP545KQK\", \"price\": \"$30.00\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes\", \"asin\": \"B0DK4KQ8MQ\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DJFQXT2R\", \"price\": \"$29.45\", \"quantity\": \"\"},\n{\"title\": \"ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange\", \"asin\": \"B0DTK63MR4\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"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\": \"2025-04-19T03:47:48.814Z\", // 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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"product_details": [{"title": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:47:48.814Z", // 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>
|
2025-04-19T03:47:48.814Z
|
click
|
review
|
rule
|
2025-04-19T03:47:48.814Z
|
click
|
review
|
train
| 119 |
2025-04-19T03:47:48.814Z
|
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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"product_details": [{"title": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:47:48.814Z", // 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\": \"2025-04-16T21:04:46.556Z\", \"action\": \"click_product\", \"action_argument\": \"B09654V9YX\"}\n{\"timestamp\": \"2025-04-16T21:05:23.313Z\", \"action\": \"click_product\", \"action_argument\": \"B07D6MY66N\"}\n{\"timestamp\": \"2025-04-16T21:05:50.364Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-16T21:06:41.217Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2VB8HWF\"}\n{\"timestamp\": \"2025-04-16T21:06:49.027Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:06:54.108Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:07:22.247Z\", \"action\": \"click_product\", \"action_argument\": \"B08NVF8VWK\"}\n{\"timestamp\": \"2025-04-16T21:07:43.923Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:07:57.466Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:10.250Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:14.450Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:17.717Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:21.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:26.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:08:46.548Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-16T21:24:34.759Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:24:40.860Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:24:43.642Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:46.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:48.117Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:57.342Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:59.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:25:16.703Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:28.561Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T21:25:30.978Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:43.677Z\", \"action\": \"click_product\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T21:26:03.376Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:26:19.610Z\", \"action\": \"click_product\", \"action_argument\": \"B09DLF695Y\"}\n{\"timestamp\": \"2025-04-16T21:26:24.294Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:26:44.944Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.000Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:48.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:49.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:50.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:51.583Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:52.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:54.796Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:55.530Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.136Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.834Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:57.728Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:58.653Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:59.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:04.333Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:05.745Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:27:17.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:27:21.089Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:25.313Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:31.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:34.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:04.909Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:16.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:56.340Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:58.072Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:29:06.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:29:12.964Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:30:07.424Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6, B0DH7PNPPM, B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.118Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.784Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:24.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:25.183Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:26.504Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.057Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.913Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:29.854Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:44.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:46.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:48.814Z\", \"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\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\"},\n{\"price\": \"$19.56\"},\n{\"bullet_list\": \"Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\\\" (W) x 3.5\\\" (L) x 5.5\\\" (H) Small: 2.5\\\" (W) x 1\\\" (L) x 5.5\\\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \\ud83d\\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty.\"},\n{\"asin\": \"B0BP69X89N\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Medium\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote\", \"asin\": \"B0DP545KQK\", \"price\": \"$30.00\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes\", \"asin\": \"B0DK4KQ8MQ\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DJFQXT2R\", \"price\": \"$29.45\", \"quantity\": \"\"},\n{\"title\": \"ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange\", \"asin\": \"B0DTK63MR4\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"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\": \"2025-04-19T03:47:50.736Z\", // 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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "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": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:47:50.736Z", // 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>
|
2025-04-19T03:47:50.736Z
|
click
|
review
|
rule
|
2025-04-19T03:47:50.736Z
|
click
|
review
|
train
| 120 |
2025-04-19T03:47:50.736Z
|
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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "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": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:47:50.736Z", // 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\": \"2025-04-16T21:04:46.556Z\", \"action\": \"click_product\", \"action_argument\": \"B09654V9YX\"}\n{\"timestamp\": \"2025-04-16T21:05:23.313Z\", \"action\": \"click_product\", \"action_argument\": \"B07D6MY66N\"}\n{\"timestamp\": \"2025-04-16T21:05:50.364Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-16T21:06:41.217Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2VB8HWF\"}\n{\"timestamp\": \"2025-04-16T21:06:49.027Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:06:54.108Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:07:22.247Z\", \"action\": \"click_product\", \"action_argument\": \"B08NVF8VWK\"}\n{\"timestamp\": \"2025-04-16T21:07:43.923Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:07:57.466Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:10.250Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:14.450Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:17.717Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:21.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:26.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:08:46.548Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-16T21:24:34.759Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:24:40.860Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:24:43.642Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:46.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:48.117Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:57.342Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:59.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:25:16.703Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:28.561Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T21:25:30.978Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:43.677Z\", \"action\": \"click_product\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T21:26:03.376Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:26:19.610Z\", \"action\": \"click_product\", \"action_argument\": \"B09DLF695Y\"}\n{\"timestamp\": \"2025-04-16T21:26:24.294Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:26:44.944Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.000Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:48.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:49.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:50.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:51.583Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:52.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:54.796Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:55.530Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.136Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.834Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:57.728Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:58.653Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:59.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:04.333Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:05.745Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:27:17.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:27:21.089Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:25.313Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:31.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:34.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:04.909Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:16.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:56.340Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:58.072Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:29:06.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:29:12.964Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:30:07.424Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6, B0DH7PNPPM, B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.118Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.784Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:24.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:25.183Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:26.504Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.057Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.913Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:29.854Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:44.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:46.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:48.814Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:50.736Z\", \"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\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\"},\n{\"price\": \"$19.56\"},\n{\"bullet_list\": \"Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\\\" (W) x 3.5\\\" (L) x 5.5\\\" (H) Small: 2.5\\\" (W) x 1\\\" (L) x 5.5\\\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \\ud83d\\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty.\"},\n{\"asin\": \"B0BP69X89N\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Medium\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote\", \"asin\": \"B0DP545KQK\", \"price\": \"$30.00\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes\", \"asin\": \"B0DK4KQ8MQ\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DJFQXT2R\", \"price\": \"$29.45\", \"quantity\": \"\"},\n{\"title\": \"ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange\", \"asin\": \"B0DTK63MR4\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"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\": \"2025-04-19T03:47:53.308Z\", // 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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "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": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:47:53.308Z", // 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>
|
2025-04-19T03:47:53.308Z
|
click
|
review
|
rule
|
2025-04-19T03:47:53.308Z
|
click
|
review
|
train
| 121 |
2025-04-19T03:47:53.308Z
|
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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "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": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:47:53.308Z", // 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\": \"2025-04-16T21:04:46.556Z\", \"action\": \"click_product\", \"action_argument\": \"B09654V9YX\"}\n{\"timestamp\": \"2025-04-16T21:05:23.313Z\", \"action\": \"click_product\", \"action_argument\": \"B07D6MY66N\"}\n{\"timestamp\": \"2025-04-16T21:05:50.364Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-16T21:06:41.217Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2VB8HWF\"}\n{\"timestamp\": \"2025-04-16T21:06:49.027Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:06:54.108Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:07:22.247Z\", \"action\": \"click_product\", \"action_argument\": \"B08NVF8VWK\"}\n{\"timestamp\": \"2025-04-16T21:07:43.923Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:07:57.466Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:10.250Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:14.450Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:17.717Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:21.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:26.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:08:46.548Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-16T21:24:34.759Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:24:40.860Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:24:43.642Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:46.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:48.117Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:57.342Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:59.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:25:16.703Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:28.561Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T21:25:30.978Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:43.677Z\", \"action\": \"click_product\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T21:26:03.376Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:26:19.610Z\", \"action\": \"click_product\", \"action_argument\": \"B09DLF695Y\"}\n{\"timestamp\": \"2025-04-16T21:26:24.294Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:26:44.944Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.000Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:48.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:49.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:50.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:51.583Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:52.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:54.796Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:55.530Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.136Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.834Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:57.728Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:58.653Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:59.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:04.333Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:05.745Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:27:17.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:27:21.089Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:25.313Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:31.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:34.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:04.909Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:16.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:56.340Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:58.072Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:29:06.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:29:12.964Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:30:07.424Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6, B0DH7PNPPM, B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.118Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.784Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:24.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:25.183Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:26.504Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.057Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.913Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:29.854Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:44.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:46.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:48.814Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:50.736Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:53.308Z\", \"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\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\"},\n{\"price\": \"$19.56\"},\n{\"bullet_list\": \"Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\\\" (W) x 3.5\\\" (L) x 5.5\\\" (H) Small: 2.5\\\" (W) x 1\\\" (L) x 5.5\\\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \\ud83d\\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty.\"},\n{\"asin\": \"B0BP69X89N\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Medium\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote\", \"asin\": \"B0DP545KQK\", \"price\": \"$30.00\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes\", \"asin\": \"B0DK4KQ8MQ\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DJFQXT2R\", \"price\": \"$29.45\", \"quantity\": \"\"},\n{\"title\": \"ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange\", \"asin\": \"B0DTK63MR4\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"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\": \"2025-04-19T03:47:54.367Z\", // 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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "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": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:47:54.367Z", // 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>
|
2025-04-19T03:47:54.367Z
|
click
|
review
|
rule
|
2025-04-19T03:47:54.367Z
|
click
|
review
|
train
| 122 |
2025-04-19T03:47:54.367Z
|
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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "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": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:47:54.367Z", // 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\": \"2025-04-16T21:04:46.556Z\", \"action\": \"click_product\", \"action_argument\": \"B09654V9YX\"}\n{\"timestamp\": \"2025-04-16T21:05:23.313Z\", \"action\": \"click_product\", \"action_argument\": \"B07D6MY66N\"}\n{\"timestamp\": \"2025-04-16T21:05:50.364Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-16T21:06:41.217Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2VB8HWF\"}\n{\"timestamp\": \"2025-04-16T21:06:49.027Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:06:54.108Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:07:22.247Z\", \"action\": \"click_product\", \"action_argument\": \"B08NVF8VWK\"}\n{\"timestamp\": \"2025-04-16T21:07:43.923Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:07:57.466Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:10.250Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:14.450Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:17.717Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:21.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:26.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:08:46.548Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-16T21:24:34.759Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:24:40.860Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:24:43.642Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:46.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:48.117Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:57.342Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:59.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:25:16.703Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:28.561Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T21:25:30.978Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:43.677Z\", \"action\": \"click_product\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T21:26:03.376Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:26:19.610Z\", \"action\": \"click_product\", \"action_argument\": \"B09DLF695Y\"}\n{\"timestamp\": \"2025-04-16T21:26:24.294Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:26:44.944Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.000Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:48.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:49.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:50.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:51.583Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:52.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:54.796Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:55.530Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.136Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.834Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:57.728Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:58.653Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:59.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:04.333Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:05.745Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:27:17.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:27:21.089Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:25.313Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:31.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:34.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:04.909Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:16.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:56.340Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:58.072Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:29:06.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:29:12.964Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:30:07.424Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6, B0DH7PNPPM, B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.118Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.784Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:24.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:25.183Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:26.504Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.057Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.913Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:29.854Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:44.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:46.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:48.814Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:50.736Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:53.308Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:54.367Z\", \"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\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\"},\n{\"price\": \"$19.56\"},\n{\"bullet_list\": \"Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\\\" (W) x 3.5\\\" (L) x 5.5\\\" (H) Small: 2.5\\\" (W) x 1\\\" (L) x 5.5\\\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \\ud83d\\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty.\"},\n{\"asin\": \"B0BP69X89N\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Medium\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote\", \"asin\": \"B0DP545KQK\", \"price\": \"$30.00\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes\", \"asin\": \"B0DK4KQ8MQ\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DJFQXT2R\", \"price\": \"$29.45\", \"quantity\": \"\"},\n{\"title\": \"ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange\", \"asin\": \"B0DTK63MR4\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"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\": \"2025-04-19T03:47:56.259Z\", // 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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "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": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:47:56.259Z", // 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>
|
2025-04-19T03:47:56.259Z
|
click
|
review
|
rule
|
2025-04-19T03:47:56.259Z
|
click
|
review
|
train
| 123 |
2025-04-19T03:47:56.259Z
|
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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "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": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:47:56.259Z", // 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\": \"2025-04-16T21:04:46.556Z\", \"action\": \"click_product\", \"action_argument\": \"B09654V9YX\"}\n{\"timestamp\": \"2025-04-16T21:05:23.313Z\", \"action\": \"click_product\", \"action_argument\": \"B07D6MY66N\"}\n{\"timestamp\": \"2025-04-16T21:05:50.364Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-16T21:06:41.217Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2VB8HWF\"}\n{\"timestamp\": \"2025-04-16T21:06:49.027Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:06:54.108Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:07:22.247Z\", \"action\": \"click_product\", \"action_argument\": \"B08NVF8VWK\"}\n{\"timestamp\": \"2025-04-16T21:07:43.923Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:07:57.466Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:10.250Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:14.450Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:17.717Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:21.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:26.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:08:46.548Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-16T21:24:34.759Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:24:40.860Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:24:43.642Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:46.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:48.117Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:57.342Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:59.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:25:16.703Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:28.561Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T21:25:30.978Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:43.677Z\", \"action\": \"click_product\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T21:26:03.376Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:26:19.610Z\", \"action\": \"click_product\", \"action_argument\": \"B09DLF695Y\"}\n{\"timestamp\": \"2025-04-16T21:26:24.294Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:26:44.944Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.000Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:48.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:49.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:50.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:51.583Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:52.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:54.796Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:55.530Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.136Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.834Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:57.728Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:58.653Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:59.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:04.333Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:05.745Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:27:17.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:27:21.089Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:25.313Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:31.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:34.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:04.909Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:16.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:56.340Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:58.072Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:29:06.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:29:12.964Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:30:07.424Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6, B0DH7PNPPM, B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.118Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.784Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:24.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:25.183Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:26.504Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.057Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.913Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:29.854Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:44.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:46.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:48.814Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:50.736Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:53.308Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:54.367Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:56.259Z\", \"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\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\"},\n{\"price\": \"$19.56\"},\n{\"bullet_list\": \"Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\\\" (W) x 3.5\\\" (L) x 5.5\\\" (H) Small: 2.5\\\" (W) x 1\\\" (L) x 5.5\\\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \\ud83d\\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty.\"},\n{\"asin\": \"B0BP69X89N\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Medium\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote\", \"asin\": \"B0DP545KQK\", \"price\": \"$30.00\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes\", \"asin\": \"B0DK4KQ8MQ\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DJFQXT2R\", \"price\": \"$29.45\", \"quantity\": \"\"},\n{\"title\": \"ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange\", \"asin\": \"B0DTK63MR4\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"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\": \"2025-04-19T03:47:57.946Z\", // 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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "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": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:47:57.946Z", // 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>
|
2025-04-19T03:47:57.946Z
|
click
|
review
|
rule
|
2025-04-19T03:47:57.946Z
|
click
|
review
|
train
| 124 |
2025-04-19T03:47:57.946Z
|
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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "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": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:47:57.946Z", // 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\": \"2025-04-16T21:04:46.556Z\", \"action\": \"click_product\", \"action_argument\": \"B09654V9YX\"}\n{\"timestamp\": \"2025-04-16T21:05:23.313Z\", \"action\": \"click_product\", \"action_argument\": \"B07D6MY66N\"}\n{\"timestamp\": \"2025-04-16T21:05:50.364Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-16T21:06:41.217Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2VB8HWF\"}\n{\"timestamp\": \"2025-04-16T21:06:49.027Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:06:54.108Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:07:22.247Z\", \"action\": \"click_product\", \"action_argument\": \"B08NVF8VWK\"}\n{\"timestamp\": \"2025-04-16T21:07:43.923Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:07:57.466Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:10.250Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:14.450Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:17.717Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:21.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:26.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:08:46.548Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-16T21:24:34.759Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:24:40.860Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:24:43.642Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:46.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:48.117Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:57.342Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:59.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:25:16.703Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:28.561Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T21:25:30.978Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:43.677Z\", \"action\": \"click_product\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T21:26:03.376Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:26:19.610Z\", \"action\": \"click_product\", \"action_argument\": \"B09DLF695Y\"}\n{\"timestamp\": \"2025-04-16T21:26:24.294Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:26:44.944Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.000Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:48.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:49.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:50.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:51.583Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:52.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:54.796Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:55.530Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.136Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.834Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:57.728Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:58.653Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:59.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:04.333Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:05.745Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:27:17.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:27:21.089Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:25.313Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:31.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:34.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:04.909Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:16.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:56.340Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:58.072Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:29:06.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:29:12.964Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:30:07.424Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6, B0DH7PNPPM, B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.118Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.784Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:24.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:25.183Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:26.504Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.057Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.913Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:29.854Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:44.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:46.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:48.814Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:50.736Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:53.308Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:54.367Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:56.259Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:57.946Z\", \"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\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\"},\n{\"price\": \"$19.56\"},\n{\"bullet_list\": \"Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\\\" (W) x 3.5\\\" (L) x 5.5\\\" (H) Small: 2.5\\\" (W) x 1\\\" (L) x 5.5\\\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \\ud83d\\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty.\"},\n{\"asin\": \"B0BP69X89N\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Medium\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote\", \"asin\": \"B0DP545KQK\", \"price\": \"$30.00\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes\", \"asin\": \"B0DK4KQ8MQ\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DJFQXT2R\", \"price\": \"$29.45\", \"quantity\": \"\"},\n{\"title\": \"ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange\", \"asin\": \"B0DTK63MR4\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"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\": \"2025-04-19T03:47:59.424Z\", // 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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "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": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:47:59.424Z", // 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>
|
2025-04-19T03:47:59.424Z
|
click
|
review
|
rule
|
2025-04-19T03:47:59.424Z
|
click
|
review
|
train
| 125 |
2025-04-19T03:47:59.424Z
|
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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "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": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:47:59.424Z", // 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\": \"2025-04-16T21:04:46.556Z\", \"action\": \"click_product\", \"action_argument\": \"B09654V9YX\"}\n{\"timestamp\": \"2025-04-16T21:05:23.313Z\", \"action\": \"click_product\", \"action_argument\": \"B07D6MY66N\"}\n{\"timestamp\": \"2025-04-16T21:05:50.364Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-16T21:06:41.217Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2VB8HWF\"}\n{\"timestamp\": \"2025-04-16T21:06:49.027Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:06:54.108Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:07:22.247Z\", \"action\": \"click_product\", \"action_argument\": \"B08NVF8VWK\"}\n{\"timestamp\": \"2025-04-16T21:07:43.923Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:07:57.466Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:10.250Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:14.450Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:17.717Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:21.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:26.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:08:46.548Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-16T21:24:34.759Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:24:40.860Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:24:43.642Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:46.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:48.117Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:57.342Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:59.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:25:16.703Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:28.561Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T21:25:30.978Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:43.677Z\", \"action\": \"click_product\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T21:26:03.376Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:26:19.610Z\", \"action\": \"click_product\", \"action_argument\": \"B09DLF695Y\"}\n{\"timestamp\": \"2025-04-16T21:26:24.294Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:26:44.944Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.000Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:48.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:49.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:50.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:51.583Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:52.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:54.796Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:55.530Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.136Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.834Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:57.728Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:58.653Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:59.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:04.333Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:05.745Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:27:17.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:27:21.089Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:25.313Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:31.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:34.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:04.909Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:16.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:56.340Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:58.072Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:29:06.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:29:12.964Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:30:07.424Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6, B0DH7PNPPM, B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.118Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.784Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:24.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:25.183Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:26.504Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.057Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.913Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:29.854Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:44.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:46.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:48.814Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:50.736Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:53.308Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:54.367Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:56.259Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:57.946Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:59.424Z\", \"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\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\"},\n{\"price\": \"$19.56\"},\n{\"bullet_list\": \"Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\\\" (W) x 3.5\\\" (L) x 5.5\\\" (H) Small: 2.5\\\" (W) x 1\\\" (L) x 5.5\\\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \\ud83d\\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty.\"},\n{\"asin\": \"B0BP69X89N\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Medium\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote\", \"asin\": \"B0DP545KQK\", \"price\": \"$30.00\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes\", \"asin\": \"B0DK4KQ8MQ\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DJFQXT2R\", \"price\": \"$29.45\", \"quantity\": \"\"},\n{\"title\": \"ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange\", \"asin\": \"B0DTK63MR4\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"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\": \"2025-04-19T03:48:00.656Z\", // 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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "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": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:48:00.656Z", // 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>
|
2025-04-19T03:48:00.656Z
|
click
|
review
|
rule
|
2025-04-19T03:48:00.656Z
|
click
|
review
|
train
| 126 |
2025-04-19T03:48:00.656Z
|
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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "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": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:48:00.656Z", // 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\": \"2025-04-16T21:04:46.556Z\", \"action\": \"click_product\", \"action_argument\": \"B09654V9YX\"}\n{\"timestamp\": \"2025-04-16T21:05:23.313Z\", \"action\": \"click_product\", \"action_argument\": \"B07D6MY66N\"}\n{\"timestamp\": \"2025-04-16T21:05:50.364Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-16T21:06:41.217Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2VB8HWF\"}\n{\"timestamp\": \"2025-04-16T21:06:49.027Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:06:54.108Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:07:22.247Z\", \"action\": \"click_product\", \"action_argument\": \"B08NVF8VWK\"}\n{\"timestamp\": \"2025-04-16T21:07:43.923Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:07:57.466Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:10.250Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:14.450Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:17.717Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:21.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:26.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:08:46.548Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-16T21:24:34.759Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:24:40.860Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:24:43.642Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:46.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:48.117Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:57.342Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:59.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:25:16.703Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:28.561Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T21:25:30.978Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:43.677Z\", \"action\": \"click_product\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T21:26:03.376Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:26:19.610Z\", \"action\": \"click_product\", \"action_argument\": \"B09DLF695Y\"}\n{\"timestamp\": \"2025-04-16T21:26:24.294Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:26:44.944Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.000Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:48.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:49.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:50.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:51.583Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:52.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:54.796Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:55.530Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.136Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.834Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:57.728Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:58.653Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:59.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:04.333Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:05.745Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:27:17.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:27:21.089Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:25.313Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:31.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:34.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:04.909Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:16.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:56.340Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:58.072Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:29:06.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:29:12.964Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:30:07.424Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6, B0DH7PNPPM, B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.118Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.784Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:24.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:25.183Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:26.504Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.057Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.913Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:29.854Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:44.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:46.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:48.814Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:50.736Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:53.308Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:54.367Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:56.259Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:57.946Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:59.424Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:00.656Z\", \"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\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\"},\n{\"price\": \"$19.56\"},\n{\"bullet_list\": \"Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\\\" (W) x 3.5\\\" (L) x 5.5\\\" (H) Small: 2.5\\\" (W) x 1\\\" (L) x 5.5\\\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \\ud83d\\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty.\"},\n{\"asin\": \"B0BP69X89N\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Medium\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote\", \"asin\": \"B0DP545KQK\", \"price\": \"$30.00\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes\", \"asin\": \"B0DK4KQ8MQ\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DJFQXT2R\", \"price\": \"$29.45\", \"quantity\": \"\"},\n{\"title\": \"ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange\", \"asin\": \"B0DTK63MR4\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"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\": \"2025-04-19T03:48:01.760Z\", // 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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "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": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:48:01.760Z", // 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>
|
2025-04-19T03:48:01.760Z
|
click
|
review
|
rule
|
2025-04-19T03:48:01.760Z
|
click
|
review
|
train
| 127 |
2025-04-19T03:48:01.760Z
|
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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "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": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:48:01.760Z", // 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\": \"2025-04-16T21:04:46.556Z\", \"action\": \"click_product\", \"action_argument\": \"B09654V9YX\"}\n{\"timestamp\": \"2025-04-16T21:05:23.313Z\", \"action\": \"click_product\", \"action_argument\": \"B07D6MY66N\"}\n{\"timestamp\": \"2025-04-16T21:05:50.364Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-16T21:06:41.217Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2VB8HWF\"}\n{\"timestamp\": \"2025-04-16T21:06:49.027Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:06:54.108Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:07:22.247Z\", \"action\": \"click_product\", \"action_argument\": \"B08NVF8VWK\"}\n{\"timestamp\": \"2025-04-16T21:07:43.923Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:07:57.466Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:10.250Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:14.450Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:17.717Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:21.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:26.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:08:46.548Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-16T21:24:34.759Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:24:40.860Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:24:43.642Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:46.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:48.117Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:57.342Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:59.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:25:16.703Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:28.561Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T21:25:30.978Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:43.677Z\", \"action\": \"click_product\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T21:26:03.376Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:26:19.610Z\", \"action\": \"click_product\", \"action_argument\": \"B09DLF695Y\"}\n{\"timestamp\": \"2025-04-16T21:26:24.294Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:26:44.944Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.000Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:48.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:49.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:50.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:51.583Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:52.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:54.796Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:55.530Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.136Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.834Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:57.728Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:58.653Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:59.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:04.333Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:05.745Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:27:17.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:27:21.089Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:25.313Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:31.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:34.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:04.909Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:16.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:56.340Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:58.072Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:29:06.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:29:12.964Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:30:07.424Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6, B0DH7PNPPM, B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.118Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.784Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:24.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:25.183Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:26.504Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.057Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.913Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:29.854Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:44.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:46.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:48.814Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:50.736Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:53.308Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:54.367Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:56.259Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:57.946Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:59.424Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:00.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:01.760Z\", \"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\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\"},\n{\"price\": \"$19.56\"},\n{\"bullet_list\": \"Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\\\" (W) x 3.5\\\" (L) x 5.5\\\" (H) Small: 2.5\\\" (W) x 1\\\" (L) x 5.5\\\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \\ud83d\\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty.\"},\n{\"asin\": \"B0BP69X89N\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Medium\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote\", \"asin\": \"B0DP545KQK\", \"price\": \"$30.00\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes\", \"asin\": \"B0DK4KQ8MQ\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DJFQXT2R\", \"price\": \"$29.45\", \"quantity\": \"\"},\n{\"title\": \"ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange\", \"asin\": \"B0DTK63MR4\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"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\": \"2025-04-19T03:48:02.699Z\", // 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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "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": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:48:02.699Z", // 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>
|
2025-04-19T03:48:02.699Z
|
click
|
review
|
rule
|
2025-04-19T03:48:02.699Z
|
click
|
review
|
train
| 128 |
2025-04-19T03:48:02.699Z
|
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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "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": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:48:02.699Z", // 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\": \"2025-04-16T21:04:46.556Z\", \"action\": \"click_product\", \"action_argument\": \"B09654V9YX\"}\n{\"timestamp\": \"2025-04-16T21:05:23.313Z\", \"action\": \"click_product\", \"action_argument\": \"B07D6MY66N\"}\n{\"timestamp\": \"2025-04-16T21:05:50.364Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-16T21:06:41.217Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2VB8HWF\"}\n{\"timestamp\": \"2025-04-16T21:06:49.027Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:06:54.108Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:07:22.247Z\", \"action\": \"click_product\", \"action_argument\": \"B08NVF8VWK\"}\n{\"timestamp\": \"2025-04-16T21:07:43.923Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:07:57.466Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:10.250Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:14.450Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:17.717Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:21.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:26.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:08:46.548Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-16T21:24:34.759Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:24:40.860Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:24:43.642Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:46.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:48.117Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:57.342Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:59.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:25:16.703Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:28.561Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T21:25:30.978Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:43.677Z\", \"action\": \"click_product\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T21:26:03.376Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:26:19.610Z\", \"action\": \"click_product\", \"action_argument\": \"B09DLF695Y\"}\n{\"timestamp\": \"2025-04-16T21:26:24.294Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:26:44.944Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.000Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:48.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:49.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:50.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:51.583Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:52.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:54.796Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:55.530Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.136Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.834Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:57.728Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:58.653Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:59.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:04.333Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:05.745Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:27:17.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:27:21.089Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:25.313Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:31.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:34.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:04.909Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:16.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:56.340Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:58.072Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:29:06.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:29:12.964Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:30:07.424Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6, B0DH7PNPPM, B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.118Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.784Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:24.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:25.183Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:26.504Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.057Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.913Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:29.854Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:44.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:46.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:48.814Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:50.736Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:53.308Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:54.367Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:56.259Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:57.946Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:59.424Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:00.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:01.760Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:02.699Z\", \"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\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\"},\n{\"price\": \"$19.56\"},\n{\"bullet_list\": \"Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\\\" (W) x 3.5\\\" (L) x 5.5\\\" (H) Small: 2.5\\\" (W) x 1\\\" (L) x 5.5\\\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \\ud83d\\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty.\"},\n{\"asin\": \"B0BP69X89N\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Medium\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote\", \"asin\": \"B0DP545KQK\", \"price\": \"$30.00\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes\", \"asin\": \"B0DK4KQ8MQ\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DJFQXT2R\", \"price\": \"$29.45\", \"quantity\": \"\"},\n{\"title\": \"ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange\", \"asin\": \"B0DTK63MR4\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"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\": \"2025-04-19T03:48:03.813Z\", // 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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "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": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:48:03.813Z", // 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>
|
2025-04-19T03:48:03.813Z
|
click
|
review
|
rule
|
2025-04-19T03:48:03.813Z
|
click
|
review
|
train
| 129 |
2025-04-19T03:48:03.813Z
|
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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "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": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:48:03.813Z", // 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\": \"2025-04-16T21:04:46.556Z\", \"action\": \"click_product\", \"action_argument\": \"B09654V9YX\"}\n{\"timestamp\": \"2025-04-16T21:05:23.313Z\", \"action\": \"click_product\", \"action_argument\": \"B07D6MY66N\"}\n{\"timestamp\": \"2025-04-16T21:05:50.364Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-16T21:06:41.217Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2VB8HWF\"}\n{\"timestamp\": \"2025-04-16T21:06:49.027Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:06:54.108Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:07:22.247Z\", \"action\": \"click_product\", \"action_argument\": \"B08NVF8VWK\"}\n{\"timestamp\": \"2025-04-16T21:07:43.923Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:07:57.466Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:10.250Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:14.450Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:17.717Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:21.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:26.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:08:46.548Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-16T21:24:34.759Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:24:40.860Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:24:43.642Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:46.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:48.117Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:57.342Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:59.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:25:16.703Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:28.561Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T21:25:30.978Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:43.677Z\", \"action\": \"click_product\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T21:26:03.376Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:26:19.610Z\", \"action\": \"click_product\", \"action_argument\": \"B09DLF695Y\"}\n{\"timestamp\": \"2025-04-16T21:26:24.294Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:26:44.944Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.000Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:48.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:49.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:50.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:51.583Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:52.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:54.796Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:55.530Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.136Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.834Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:57.728Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:58.653Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:59.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:04.333Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:05.745Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:27:17.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:27:21.089Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:25.313Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:31.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:34.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:04.909Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:16.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:56.340Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:58.072Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:29:06.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:29:12.964Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:30:07.424Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6, B0DH7PNPPM, B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.118Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.784Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:24.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:25.183Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:26.504Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.057Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.913Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:29.854Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:44.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:46.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:48.814Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:50.736Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:53.308Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:54.367Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:56.259Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:57.946Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:59.424Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:00.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:01.760Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:02.699Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:03.813Z\", \"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\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\"},\n{\"price\": \"$19.56\"},\n{\"bullet_list\": \"Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\\\" (W) x 3.5\\\" (L) x 5.5\\\" (H) Small: 2.5\\\" (W) x 1\\\" (L) x 5.5\\\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \\ud83d\\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty.\"},\n{\"asin\": \"B0BP69X89N\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Medium\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote\", \"asin\": \"B0DP545KQK\", \"price\": \"$30.00\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes\", \"asin\": \"B0DK4KQ8MQ\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DJFQXT2R\", \"price\": \"$29.45\", \"quantity\": \"\"},\n{\"title\": \"ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange\", \"asin\": \"B0DTK63MR4\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"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\": \"2025-04-19T03:48:08.833Z\", // 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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "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": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:48:08.833Z", // 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>
|
2025-04-19T03:48:08.833Z
|
click
|
review
|
rule
|
2025-04-19T03:48:08.833Z
|
click
|
review
|
train
| 130 |
2025-04-19T03:48:08.833Z
|
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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "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": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:48:08.833Z", // 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\": \"2025-04-16T21:04:46.556Z\", \"action\": \"click_product\", \"action_argument\": \"B09654V9YX\"}\n{\"timestamp\": \"2025-04-16T21:05:23.313Z\", \"action\": \"click_product\", \"action_argument\": \"B07D6MY66N\"}\n{\"timestamp\": \"2025-04-16T21:05:50.364Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-16T21:06:41.217Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2VB8HWF\"}\n{\"timestamp\": \"2025-04-16T21:06:49.027Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:06:54.108Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:07:22.247Z\", \"action\": \"click_product\", \"action_argument\": \"B08NVF8VWK\"}\n{\"timestamp\": \"2025-04-16T21:07:43.923Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:07:57.466Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:10.250Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:14.450Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:17.717Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:21.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:26.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:08:46.548Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-16T21:24:34.759Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:24:40.860Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:24:43.642Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:46.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:48.117Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:57.342Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:59.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:25:16.703Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:28.561Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T21:25:30.978Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:43.677Z\", \"action\": \"click_product\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T21:26:03.376Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:26:19.610Z\", \"action\": \"click_product\", \"action_argument\": \"B09DLF695Y\"}\n{\"timestamp\": \"2025-04-16T21:26:24.294Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:26:44.944Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.000Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:48.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:49.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:50.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:51.583Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:52.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:54.796Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:55.530Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.136Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.834Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:57.728Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:58.653Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:59.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:04.333Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:05.745Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:27:17.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:27:21.089Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:25.313Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:31.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:34.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:04.909Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:16.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:56.340Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:58.072Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:29:06.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:29:12.964Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:30:07.424Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6, B0DH7PNPPM, B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.118Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.784Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:24.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:25.183Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:26.504Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.057Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.913Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:29.854Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:44.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:46.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:48.814Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:50.736Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:53.308Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:54.367Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:56.259Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:57.946Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:59.424Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:00.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:01.760Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:02.699Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:03.813Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:08.833Z\", \"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\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\"},\n{\"price\": \"$19.56\"},\n{\"bullet_list\": \"Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\\\" (W) x 3.5\\\" (L) x 5.5\\\" (H) Small: 2.5\\\" (W) x 1\\\" (L) x 5.5\\\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \\ud83d\\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty.\"},\n{\"asin\": \"B0BP69X89N\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Medium\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote\", \"asin\": \"B0DP545KQK\", \"price\": \"$30.00\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes\", \"asin\": \"B0DK4KQ8MQ\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DJFQXT2R\", \"price\": \"$29.45\", \"quantity\": \"\"},\n{\"title\": \"ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange\", \"asin\": \"B0DTK63MR4\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"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\": \"2025-04-19T03:48:11.508Z\", // 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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "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": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:48:11.508Z", // 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>
|
2025-04-19T03:48:11.508Z
|
click
|
review
|
rule
|
2025-04-19T03:48:11.508Z
|
click
|
review
|
train
| 131 |
2025-04-19T03:48:11.508Z
|
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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "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": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:48:11.508Z", // 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\": \"2025-04-16T21:04:46.556Z\", \"action\": \"click_product\", \"action_argument\": \"B09654V9YX\"}\n{\"timestamp\": \"2025-04-16T21:05:23.313Z\", \"action\": \"click_product\", \"action_argument\": \"B07D6MY66N\"}\n{\"timestamp\": \"2025-04-16T21:05:50.364Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-16T21:06:41.217Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2VB8HWF\"}\n{\"timestamp\": \"2025-04-16T21:06:49.027Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:06:54.108Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:07:22.247Z\", \"action\": \"click_product\", \"action_argument\": \"B08NVF8VWK\"}\n{\"timestamp\": \"2025-04-16T21:07:43.923Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:07:57.466Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:10.250Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:14.450Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:17.717Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:21.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:26.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:08:46.548Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-16T21:24:34.759Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:24:40.860Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:24:43.642Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:46.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:48.117Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:57.342Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:59.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:25:16.703Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:28.561Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T21:25:30.978Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:43.677Z\", \"action\": \"click_product\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T21:26:03.376Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:26:19.610Z\", \"action\": \"click_product\", \"action_argument\": \"B09DLF695Y\"}\n{\"timestamp\": \"2025-04-16T21:26:24.294Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:26:44.944Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.000Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:48.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:49.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:50.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:51.583Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:52.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:54.796Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:55.530Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.136Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.834Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:57.728Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:58.653Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:59.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:04.333Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:05.745Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:27:17.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:27:21.089Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:25.313Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:31.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:34.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:04.909Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:16.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:56.340Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:58.072Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:29:06.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:29:12.964Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:30:07.424Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6, B0DH7PNPPM, B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.118Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.784Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:24.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:25.183Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:26.504Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.057Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.913Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:29.854Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:44.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:46.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:48.814Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:50.736Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:53.308Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:54.367Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:56.259Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:57.946Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:59.424Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:00.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:01.760Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:02.699Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:03.813Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:08.833Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:11.508Z\", \"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\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\"},\n{\"price\": \"$19.56\"},\n{\"bullet_list\": \"Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\\\" (W) x 3.5\\\" (L) x 5.5\\\" (H) Small: 2.5\\\" (W) x 1\\\" (L) x 5.5\\\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \\ud83d\\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty.\"},\n{\"asin\": \"B0BP69X89N\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Medium\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote\", \"asin\": \"B0DP545KQK\", \"price\": \"$30.00\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes\", \"asin\": \"B0DK4KQ8MQ\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DJFQXT2R\", \"price\": \"$29.45\", \"quantity\": \"\"},\n{\"title\": \"ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange\", \"asin\": \"B0DTK63MR4\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"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\": \"2025-04-19T03:48:12.836Z\", // 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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "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": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:48:12.836Z", // 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>
|
2025-04-19T03:48:12.836Z
|
click
|
review
|
rule
|
2025-04-19T03:48:12.836Z
|
click
|
review
|
train
| 132 |
2025-04-19T03:48:12.836Z
|
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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "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": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:48:12.836Z", // 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\": \"2025-04-16T21:04:46.556Z\", \"action\": \"click_product\", \"action_argument\": \"B09654V9YX\"}\n{\"timestamp\": \"2025-04-16T21:05:23.313Z\", \"action\": \"click_product\", \"action_argument\": \"B07D6MY66N\"}\n{\"timestamp\": \"2025-04-16T21:05:50.364Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-16T21:06:41.217Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2VB8HWF\"}\n{\"timestamp\": \"2025-04-16T21:06:49.027Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:06:54.108Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:07:22.247Z\", \"action\": \"click_product\", \"action_argument\": \"B08NVF8VWK\"}\n{\"timestamp\": \"2025-04-16T21:07:43.923Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:07:57.466Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:10.250Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:14.450Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:17.717Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:21.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:26.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:08:46.548Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-16T21:24:34.759Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:24:40.860Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:24:43.642Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:46.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:48.117Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:57.342Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:59.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:25:16.703Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:28.561Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T21:25:30.978Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:43.677Z\", \"action\": \"click_product\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T21:26:03.376Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:26:19.610Z\", \"action\": \"click_product\", \"action_argument\": \"B09DLF695Y\"}\n{\"timestamp\": \"2025-04-16T21:26:24.294Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:26:44.944Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.000Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:48.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:49.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:50.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:51.583Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:52.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:54.796Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:55.530Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.136Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.834Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:57.728Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:58.653Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:59.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:04.333Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:05.745Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:27:17.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:27:21.089Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:25.313Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:31.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:34.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:04.909Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:16.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:56.340Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:58.072Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:29:06.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:29:12.964Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:30:07.424Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6, B0DH7PNPPM, B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.118Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.784Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:24.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:25.183Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:26.504Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.057Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.913Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:29.854Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:44.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:46.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:48.814Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:50.736Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:53.308Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:54.367Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:56.259Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:57.946Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:59.424Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:00.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:01.760Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:02.699Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:03.813Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:08.833Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:11.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:12.836Z\", \"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\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\"},\n{\"price\": \"$19.56\"},\n{\"bullet_list\": \"Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\\\" (W) x 3.5\\\" (L) x 5.5\\\" (H) Small: 2.5\\\" (W) x 1\\\" (L) x 5.5\\\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \\ud83d\\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty.\"},\n{\"asin\": \"B0BP69X89N\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Medium\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote\", \"asin\": \"B0DP545KQK\", \"price\": \"$30.00\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes\", \"asin\": \"B0DK4KQ8MQ\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DJFQXT2R\", \"price\": \"$29.45\", \"quantity\": \"\"},\n{\"title\": \"ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange\", \"asin\": \"B0DTK63MR4\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"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\": \"2025-04-19T03:48:13.881Z\", // 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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "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": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:48:13.881Z", // 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>
|
2025-04-19T03:48:13.881Z
|
click
|
review
|
rule
|
2025-04-19T03:48:13.881Z
|
click
|
review
|
train
| 133 |
2025-04-19T03:48:13.881Z
|
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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "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": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:48:13.881Z", // 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\": \"2025-04-16T21:04:46.556Z\", \"action\": \"click_product\", \"action_argument\": \"B09654V9YX\"}\n{\"timestamp\": \"2025-04-16T21:05:23.313Z\", \"action\": \"click_product\", \"action_argument\": \"B07D6MY66N\"}\n{\"timestamp\": \"2025-04-16T21:05:50.364Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-16T21:06:41.217Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2VB8HWF\"}\n{\"timestamp\": \"2025-04-16T21:06:49.027Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:06:54.108Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:07:22.247Z\", \"action\": \"click_product\", \"action_argument\": \"B08NVF8VWK\"}\n{\"timestamp\": \"2025-04-16T21:07:43.923Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:07:57.466Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:10.250Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:14.450Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:17.717Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:21.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:26.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:08:46.548Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-16T21:24:34.759Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:24:40.860Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:24:43.642Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:46.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:48.117Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:57.342Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:59.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:25:16.703Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:28.561Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T21:25:30.978Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:43.677Z\", \"action\": \"click_product\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T21:26:03.376Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:26:19.610Z\", \"action\": \"click_product\", \"action_argument\": \"B09DLF695Y\"}\n{\"timestamp\": \"2025-04-16T21:26:24.294Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:26:44.944Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.000Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:48.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:49.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:50.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:51.583Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:52.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:54.796Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:55.530Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.136Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.834Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:57.728Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:58.653Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:59.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:04.333Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:05.745Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:27:17.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:27:21.089Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:25.313Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:31.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:34.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:04.909Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:16.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:56.340Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:58.072Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:29:06.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:29:12.964Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:30:07.424Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6, B0DH7PNPPM, B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.118Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.784Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:24.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:25.183Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:26.504Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.057Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.913Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:29.854Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:44.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:46.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:48.814Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:50.736Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:53.308Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:54.367Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:56.259Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:57.946Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:59.424Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:00.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:01.760Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:02.699Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:03.813Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:08.833Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:11.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:12.836Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:13.881Z\", \"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\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\"},\n{\"price\": \"$19.56\"},\n{\"bullet_list\": \"Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\\\" (W) x 3.5\\\" (L) x 5.5\\\" (H) Small: 2.5\\\" (W) x 1\\\" (L) x 5.5\\\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \\ud83d\\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty.\"},\n{\"asin\": \"B0BP69X89N\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Medium\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote\", \"asin\": \"B0DP545KQK\", \"price\": \"$30.00\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes\", \"asin\": \"B0DK4KQ8MQ\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DJFQXT2R\", \"price\": \"$29.45\", \"quantity\": \"\"},\n{\"title\": \"ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange\", \"asin\": \"B0DTK63MR4\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"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\": \"2025-04-19T03:48:14.707Z\", // 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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "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": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:48:14.707Z", // 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>
|
2025-04-19T03:48:14.707Z
|
click
|
review
|
rule
|
2025-04-19T03:48:14.707Z
|
click
|
review
|
train
| 134 |
2025-04-19T03:48:14.707Z
|
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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "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": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:48:14.707Z", // 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\": \"2025-04-16T21:04:46.556Z\", \"action\": \"click_product\", \"action_argument\": \"B09654V9YX\"}\n{\"timestamp\": \"2025-04-16T21:05:23.313Z\", \"action\": \"click_product\", \"action_argument\": \"B07D6MY66N\"}\n{\"timestamp\": \"2025-04-16T21:05:50.364Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-16T21:06:41.217Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2VB8HWF\"}\n{\"timestamp\": \"2025-04-16T21:06:49.027Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:06:54.108Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:07:22.247Z\", \"action\": \"click_product\", \"action_argument\": \"B08NVF8VWK\"}\n{\"timestamp\": \"2025-04-16T21:07:43.923Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:07:57.466Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:10.250Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:14.450Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:17.717Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:21.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:26.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:08:46.548Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-16T21:24:34.759Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:24:40.860Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:24:43.642Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:46.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:48.117Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:57.342Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:59.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:25:16.703Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:28.561Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T21:25:30.978Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:43.677Z\", \"action\": \"click_product\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T21:26:03.376Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:26:19.610Z\", \"action\": \"click_product\", \"action_argument\": \"B09DLF695Y\"}\n{\"timestamp\": \"2025-04-16T21:26:24.294Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:26:44.944Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.000Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:48.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:49.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:50.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:51.583Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:52.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:54.796Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:55.530Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.136Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.834Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:57.728Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:58.653Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:59.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:04.333Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:05.745Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:27:17.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:27:21.089Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:25.313Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:31.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:34.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:04.909Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:16.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:56.340Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:58.072Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:29:06.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:29:12.964Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:30:07.424Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6, B0DH7PNPPM, B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.118Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.784Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:24.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:25.183Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:26.504Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.057Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.913Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:29.854Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:44.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:46.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:48.814Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:50.736Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:53.308Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:54.367Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:56.259Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:57.946Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:59.424Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:00.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:01.760Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:02.699Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:03.813Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:08.833Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:11.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:12.836Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:13.881Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:14.707Z\", \"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\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\"},\n{\"price\": \"$19.56\"},\n{\"bullet_list\": \"Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\\\" (W) x 3.5\\\" (L) x 5.5\\\" (H) Small: 2.5\\\" (W) x 1\\\" (L) x 5.5\\\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \\ud83d\\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty.\"},\n{\"asin\": \"B0BP69X89N\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Medium\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote\", \"asin\": \"B0DP545KQK\", \"price\": \"$30.00\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes\", \"asin\": \"B0DK4KQ8MQ\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DJFQXT2R\", \"price\": \"$29.45\", \"quantity\": \"\"},\n{\"title\": \"ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange\", \"asin\": \"B0DTK63MR4\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"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\": \"2025-04-19T03:48:17.060Z\", // 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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "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": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:48:17.060Z", // 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>
|
2025-04-19T03:48:17.060Z
|
click
|
review
|
rule
|
2025-04-19T03:48:17.060Z
|
click
|
review
|
train
| 135 |
2025-04-19T03:48:17.060Z
|
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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "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": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:48:17.060Z", // 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\": \"2025-04-16T21:04:46.556Z\", \"action\": \"click_product\", \"action_argument\": \"B09654V9YX\"}\n{\"timestamp\": \"2025-04-16T21:05:23.313Z\", \"action\": \"click_product\", \"action_argument\": \"B07D6MY66N\"}\n{\"timestamp\": \"2025-04-16T21:05:50.364Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-16T21:06:41.217Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2VB8HWF\"}\n{\"timestamp\": \"2025-04-16T21:06:49.027Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:06:54.108Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:07:22.247Z\", \"action\": \"click_product\", \"action_argument\": \"B08NVF8VWK\"}\n{\"timestamp\": \"2025-04-16T21:07:43.923Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:07:57.466Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:10.250Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:14.450Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:17.717Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:21.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:26.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:08:46.548Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-16T21:24:34.759Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:24:40.860Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:24:43.642Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:46.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:48.117Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:57.342Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:59.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:25:16.703Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:28.561Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T21:25:30.978Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:43.677Z\", \"action\": \"click_product\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T21:26:03.376Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:26:19.610Z\", \"action\": \"click_product\", \"action_argument\": \"B09DLF695Y\"}\n{\"timestamp\": \"2025-04-16T21:26:24.294Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:26:44.944Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.000Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:48.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:49.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:50.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:51.583Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:52.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:54.796Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:55.530Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.136Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.834Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:57.728Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:58.653Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:59.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:04.333Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:05.745Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:27:17.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:27:21.089Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:25.313Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:31.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:34.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:04.909Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:16.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:56.340Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:58.072Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:29:06.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:29:12.964Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:30:07.424Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6, B0DH7PNPPM, B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.118Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.784Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:24.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:25.183Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:26.504Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.057Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.913Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:29.854Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:44.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:46.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:48.814Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:50.736Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:53.308Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:54.367Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:56.259Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:57.946Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:59.424Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:00.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:01.760Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:02.699Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:03.813Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:08.833Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:11.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:12.836Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:13.881Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:14.707Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.060Z\", \"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\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\"},\n{\"price\": \"$19.56\"},\n{\"bullet_list\": \"Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\\\" (W) x 3.5\\\" (L) x 5.5\\\" (H) Small: 2.5\\\" (W) x 1\\\" (L) x 5.5\\\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \\ud83d\\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty.\"},\n{\"asin\": \"B0BP69X89N\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Medium\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote\", \"asin\": \"B0DP545KQK\", \"price\": \"$30.00\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes\", \"asin\": \"B0DK4KQ8MQ\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DJFQXT2R\", \"price\": \"$29.45\", \"quantity\": \"\"},\n{\"title\": \"ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange\", \"asin\": \"B0DTK63MR4\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"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\": \"2025-04-19T03:48:17.723Z\", // 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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "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": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:48:17.723Z", // 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>
|
2025-04-19T03:48:17.723Z
|
click
|
review
|
rule
|
2025-04-19T03:48:17.723Z
|
click
|
review
|
train
| 136 |
2025-04-19T03:48:17.723Z
|
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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "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": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:48:17.723Z", // 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\": \"2025-04-16T21:04:46.556Z\", \"action\": \"click_product\", \"action_argument\": \"B09654V9YX\"}\n{\"timestamp\": \"2025-04-16T21:05:23.313Z\", \"action\": \"click_product\", \"action_argument\": \"B07D6MY66N\"}\n{\"timestamp\": \"2025-04-16T21:05:50.364Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-16T21:06:41.217Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2VB8HWF\"}\n{\"timestamp\": \"2025-04-16T21:06:49.027Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:06:54.108Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:07:22.247Z\", \"action\": \"click_product\", \"action_argument\": \"B08NVF8VWK\"}\n{\"timestamp\": \"2025-04-16T21:07:43.923Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:07:57.466Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:10.250Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:14.450Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:17.717Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:21.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:26.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:08:46.548Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-16T21:24:34.759Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:24:40.860Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:24:43.642Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:46.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:48.117Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:57.342Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:59.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:25:16.703Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:28.561Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T21:25:30.978Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:43.677Z\", \"action\": \"click_product\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T21:26:03.376Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:26:19.610Z\", \"action\": \"click_product\", \"action_argument\": \"B09DLF695Y\"}\n{\"timestamp\": \"2025-04-16T21:26:24.294Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:26:44.944Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.000Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:48.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:49.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:50.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:51.583Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:52.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:54.796Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:55.530Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.136Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.834Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:57.728Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:58.653Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:59.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:04.333Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:05.745Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:27:17.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:27:21.089Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:25.313Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:31.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:34.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:04.909Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:16.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:56.340Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:58.072Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:29:06.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:29:12.964Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:30:07.424Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6, B0DH7PNPPM, B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.118Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.784Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:24.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:25.183Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:26.504Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.057Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.913Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:29.854Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:44.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:46.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:48.814Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:50.736Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:53.308Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:54.367Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:56.259Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:57.946Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:59.424Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:00.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:01.760Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:02.699Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:03.813Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:08.833Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:11.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:12.836Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:13.881Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:14.707Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.060Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.723Z\", \"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\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\"},\n{\"price\": \"$19.56\"},\n{\"bullet_list\": \"Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\\\" (W) x 3.5\\\" (L) x 5.5\\\" (H) Small: 2.5\\\" (W) x 1\\\" (L) x 5.5\\\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \\ud83d\\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty.\"},\n{\"asin\": \"B0BP69X89N\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Medium\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote\", \"asin\": \"B0DP545KQK\", \"price\": \"$30.00\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes\", \"asin\": \"B0DK4KQ8MQ\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DJFQXT2R\", \"price\": \"$29.45\", \"quantity\": \"\"},\n{\"title\": \"ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange\", \"asin\": \"B0DTK63MR4\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"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\": \"2025-04-19T03:48:19.004Z\", // 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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "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": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:48:19.004Z", // 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>
|
2025-04-19T03:48:19.004Z
|
click
|
review
|
rule
|
2025-04-19T03:48:19.004Z
|
click
|
review
|
train
| 137 |
2025-04-19T03:48:19.004Z
|
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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "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": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:48:19.004Z", // 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\": \"2025-04-16T21:04:46.556Z\", \"action\": \"click_product\", \"action_argument\": \"B09654V9YX\"}\n{\"timestamp\": \"2025-04-16T21:05:23.313Z\", \"action\": \"click_product\", \"action_argument\": \"B07D6MY66N\"}\n{\"timestamp\": \"2025-04-16T21:05:50.364Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-16T21:06:41.217Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2VB8HWF\"}\n{\"timestamp\": \"2025-04-16T21:06:49.027Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:06:54.108Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:07:22.247Z\", \"action\": \"click_product\", \"action_argument\": \"B08NVF8VWK\"}\n{\"timestamp\": \"2025-04-16T21:07:43.923Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:07:57.466Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:10.250Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:14.450Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:17.717Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:21.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:26.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:08:46.548Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-16T21:24:34.759Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:24:40.860Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:24:43.642Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:46.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:48.117Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:57.342Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:59.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:25:16.703Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:28.561Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T21:25:30.978Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:43.677Z\", \"action\": \"click_product\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T21:26:03.376Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:26:19.610Z\", \"action\": \"click_product\", \"action_argument\": \"B09DLF695Y\"}\n{\"timestamp\": \"2025-04-16T21:26:24.294Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:26:44.944Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.000Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:48.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:49.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:50.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:51.583Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:52.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:54.796Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:55.530Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.136Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.834Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:57.728Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:58.653Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:59.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:04.333Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:05.745Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:27:17.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:27:21.089Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:25.313Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:31.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:34.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:04.909Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:16.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:56.340Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:58.072Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:29:06.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:29:12.964Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:30:07.424Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6, B0DH7PNPPM, B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.118Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.784Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:24.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:25.183Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:26.504Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.057Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.913Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:29.854Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:44.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:46.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:48.814Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:50.736Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:53.308Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:54.367Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:56.259Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:57.946Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:59.424Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:00.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:01.760Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:02.699Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:03.813Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:08.833Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:11.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:12.836Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:13.881Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:14.707Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.060Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.723Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:19.004Z\", \"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\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\"},\n{\"price\": \"$19.56\"},\n{\"bullet_list\": \"Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\\\" (W) x 3.5\\\" (L) x 5.5\\\" (H) Small: 2.5\\\" (W) x 1\\\" (L) x 5.5\\\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \\ud83d\\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty.\"},\n{\"asin\": \"B0BP69X89N\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Medium\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote\", \"asin\": \"B0DP545KQK\", \"price\": \"$30.00\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes\", \"asin\": \"B0DK4KQ8MQ\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DJFQXT2R\", \"price\": \"$29.45\", \"quantity\": \"\"},\n{\"title\": \"ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange\", \"asin\": \"B0DTK63MR4\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"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\": \"2025-04-19T03:48:20.207Z\", // 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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "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": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:48:20.207Z", // 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>
|
2025-04-19T03:48:20.207Z
|
click
|
review
|
rule
|
2025-04-19T03:48:20.207Z
|
click
|
review
|
train
| 138 |
2025-04-19T03:48:20.207Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a 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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "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": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:48:20.207Z", // 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\": \"2025-04-16T21:04:46.556Z\", \"action\": \"click_product\", \"action_argument\": \"B09654V9YX\"}\n{\"timestamp\": \"2025-04-16T21:05:23.313Z\", \"action\": \"click_product\", \"action_argument\": \"B07D6MY66N\"}\n{\"timestamp\": \"2025-04-16T21:05:50.364Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-16T21:06:41.217Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2VB8HWF\"}\n{\"timestamp\": \"2025-04-16T21:06:49.027Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:06:54.108Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:07:22.247Z\", \"action\": \"click_product\", \"action_argument\": \"B08NVF8VWK\"}\n{\"timestamp\": \"2025-04-16T21:07:43.923Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:07:57.466Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:10.250Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:14.450Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:17.717Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:21.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:26.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:08:46.548Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-16T21:24:34.759Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:24:40.860Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:24:43.642Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:46.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:48.117Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:57.342Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:59.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:25:16.703Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:28.561Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T21:25:30.978Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:43.677Z\", \"action\": \"click_product\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T21:26:03.376Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:26:19.610Z\", \"action\": \"click_product\", \"action_argument\": \"B09DLF695Y\"}\n{\"timestamp\": \"2025-04-16T21:26:24.294Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:26:44.944Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.000Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:48.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:49.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:50.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:51.583Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:52.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:54.796Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:55.530Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.136Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.834Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:57.728Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:58.653Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:59.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:04.333Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:05.745Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:27:17.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:27:21.089Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:25.313Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:31.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:34.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:04.909Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:16.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:56.340Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:58.072Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:29:06.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:29:12.964Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:30:07.424Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6, B0DH7PNPPM, B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.118Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.784Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:24.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:25.183Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:26.504Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.057Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.913Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:29.854Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:44.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:46.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:48.814Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:50.736Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:53.308Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:54.367Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:56.259Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:57.946Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:59.424Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:00.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:01.760Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:02.699Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:03.813Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:08.833Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:11.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:12.836Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:13.881Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:14.707Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.060Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.723Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:19.004Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:20.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"product_details\": [{\"title\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\"},\n{\"price\": \"$19.56\"},\n{\"bullet_list\": \"Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\\\" (W) x 3.5\\\" (L) x 5.5\\\" (H) Small: 2.5\\\" (W) x 1\\\" (L) x 5.5\\\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \\ud83d\\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty.\"},\n{\"asin\": \"B0BP69X89N\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Medium\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote\", \"asin\": \"B0DP545KQK\", \"price\": \"$30.00\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes\", \"asin\": \"B0DK4KQ8MQ\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DJFQXT2R\", \"price\": \"$29.45\", \"quantity\": \"\"},\n{\"title\": \"ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange\", \"asin\": \"B0DTK63MR4\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"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\": \"2025-04-19T03:48:22.157Z\", // 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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"product_details": [{"title": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:48:22.157Z", // 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>
|
2025-04-19T03:48:22.157Z
|
click
|
review
|
rule
|
2025-04-19T03:48:22.157Z
|
click
|
review
|
train
| 139 |
2025-04-19T03:48:22.157Z
|
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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"product_details": [{"title": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:48:22.157Z", // 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\": \"2025-04-16T21:04:46.556Z\", \"action\": \"click_product\", \"action_argument\": \"B09654V9YX\"}\n{\"timestamp\": \"2025-04-16T21:05:23.313Z\", \"action\": \"click_product\", \"action_argument\": \"B07D6MY66N\"}\n{\"timestamp\": \"2025-04-16T21:05:50.364Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-16T21:06:41.217Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2VB8HWF\"}\n{\"timestamp\": \"2025-04-16T21:06:49.027Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:06:54.108Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:07:22.247Z\", \"action\": \"click_product\", \"action_argument\": \"B08NVF8VWK\"}\n{\"timestamp\": \"2025-04-16T21:07:43.923Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:07:57.466Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:10.250Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:14.450Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:17.717Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:21.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:26.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:08:46.548Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-16T21:24:34.759Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:24:40.860Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:24:43.642Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:46.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:48.117Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:57.342Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:59.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:25:16.703Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:28.561Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T21:25:30.978Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:43.677Z\", \"action\": \"click_product\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T21:26:03.376Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:26:19.610Z\", \"action\": \"click_product\", \"action_argument\": \"B09DLF695Y\"}\n{\"timestamp\": \"2025-04-16T21:26:24.294Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:26:44.944Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.000Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:48.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:49.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:50.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:51.583Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:52.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:54.796Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:55.530Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.136Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.834Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:57.728Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:58.653Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:59.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:04.333Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:05.745Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:27:17.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:27:21.089Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:25.313Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:31.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:34.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:04.909Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:16.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:56.340Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:58.072Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:29:06.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:29:12.964Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:30:07.424Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6, B0DH7PNPPM, B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.118Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.784Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:24.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:25.183Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:26.504Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.057Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.913Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:29.854Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:44.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:46.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:48.814Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:50.736Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:53.308Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:54.367Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:56.259Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:57.946Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:59.424Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:00.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:01.760Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:02.699Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:03.813Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:08.833Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:11.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:12.836Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:13.881Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:14.707Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.060Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.723Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:19.004Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:20.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:22.157Z\", \"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\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\"},\n{\"price\": \"$19.56\"},\n{\"bullet_list\": \"Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\\\" (W) x 3.5\\\" (L) x 5.5\\\" (H) Small: 2.5\\\" (W) x 1\\\" (L) x 5.5\\\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \\ud83d\\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty.\"},\n{\"asin\": \"B0BP69X89N\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Medium\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote\", \"asin\": \"B0DP545KQK\", \"price\": \"$30.00\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes\", \"asin\": \"B0DK4KQ8MQ\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DJFQXT2R\", \"price\": \"$29.45\", \"quantity\": \"\"},\n{\"title\": \"ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange\", \"asin\": \"B0DTK63MR4\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"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\": \"2025-04-19T03:48:24.045Z\", // 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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "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": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:48:24.045Z", // 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>
|
2025-04-19T03:48:24.045Z
|
click
|
review
|
rule
|
2025-04-19T03:48:24.045Z
|
click
|
review
|
train
| 140 |
2025-04-19T03:48:24.045Z
|
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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "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": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:48:24.045Z", // 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\": \"2025-04-16T21:04:46.556Z\", \"action\": \"click_product\", \"action_argument\": \"B09654V9YX\"}\n{\"timestamp\": \"2025-04-16T21:05:23.313Z\", \"action\": \"click_product\", \"action_argument\": \"B07D6MY66N\"}\n{\"timestamp\": \"2025-04-16T21:05:50.364Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-16T21:06:41.217Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2VB8HWF\"}\n{\"timestamp\": \"2025-04-16T21:06:49.027Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:06:54.108Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:07:22.247Z\", \"action\": \"click_product\", \"action_argument\": \"B08NVF8VWK\"}\n{\"timestamp\": \"2025-04-16T21:07:43.923Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:07:57.466Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:10.250Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:14.450Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:17.717Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:21.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:26.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:08:46.548Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-16T21:24:34.759Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:24:40.860Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:24:43.642Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:46.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:48.117Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:57.342Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:59.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:25:16.703Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:28.561Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T21:25:30.978Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:43.677Z\", \"action\": \"click_product\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T21:26:03.376Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:26:19.610Z\", \"action\": \"click_product\", \"action_argument\": \"B09DLF695Y\"}\n{\"timestamp\": \"2025-04-16T21:26:24.294Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:26:44.944Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.000Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:48.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:49.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:50.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:51.583Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:52.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:54.796Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:55.530Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.136Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.834Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:57.728Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:58.653Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:59.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:04.333Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:05.745Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:27:17.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:27:21.089Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:25.313Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:31.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:34.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:04.909Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:16.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:56.340Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:58.072Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:29:06.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:29:12.964Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:30:07.424Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6, B0DH7PNPPM, B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.118Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.784Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:24.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:25.183Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:26.504Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.057Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.913Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:29.854Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:44.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:46.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:48.814Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:50.736Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:53.308Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:54.367Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:56.259Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:57.946Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:59.424Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:00.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:01.760Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:02.699Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:03.813Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:08.833Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:11.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:12.836Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:13.881Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:14.707Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.060Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.723Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:19.004Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:20.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:22.157Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:24.045Z\", \"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\": \"\"}],\n\"product_details\": [{\"title\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\"},\n{\"price\": \"$19.56\"},\n{\"bullet_list\": \"Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\\\" (W) x 3.5\\\" (L) x 5.5\\\" (H) Small: 2.5\\\" (W) x 1\\\" (L) x 5.5\\\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \\ud83d\\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty.\"},\n{\"asin\": \"B0BP69X89N\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Medium\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote\", \"asin\": \"B0DP545KQK\", \"price\": \"$30.00\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes\", \"asin\": \"B0DK4KQ8MQ\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DJFQXT2R\", \"price\": \"$29.45\", \"quantity\": \"\"},\n{\"title\": \"ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange\", \"asin\": \"B0DTK63MR4\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"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\": \"2025-04-19T03:48:33.404Z\", // 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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "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": ""}],
"product_details": [{"title": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:48:33.404Z", // 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>
|
2025-04-19T03:48:33.404Z
|
click
|
review
|
rule
|
2025-04-19T03:48:33.404Z
|
click
|
review
|
train
| 141 |
2025-04-19T03:48:33.404Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a 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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "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": ""}],
"product_details": [{"title": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:48:33.404Z", // 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\": \"2025-04-16T21:04:46.556Z\", \"action\": \"click_product\", \"action_argument\": \"B09654V9YX\"}\n{\"timestamp\": \"2025-04-16T21:05:23.313Z\", \"action\": \"click_product\", \"action_argument\": \"B07D6MY66N\"}\n{\"timestamp\": \"2025-04-16T21:05:50.364Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-16T21:06:41.217Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2VB8HWF\"}\n{\"timestamp\": \"2025-04-16T21:06:49.027Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:06:54.108Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:07:22.247Z\", \"action\": \"click_product\", \"action_argument\": \"B08NVF8VWK\"}\n{\"timestamp\": \"2025-04-16T21:07:43.923Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:07:57.466Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:10.250Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:14.450Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:17.717Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:21.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:26.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:08:46.548Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-16T21:24:34.759Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:24:40.860Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:24:43.642Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:46.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:48.117Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:57.342Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:59.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:25:16.703Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:28.561Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T21:25:30.978Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:43.677Z\", \"action\": \"click_product\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T21:26:03.376Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:26:19.610Z\", \"action\": \"click_product\", \"action_argument\": \"B09DLF695Y\"}\n{\"timestamp\": \"2025-04-16T21:26:24.294Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:26:44.944Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.000Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:48.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:49.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:50.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:51.583Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:52.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:54.796Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:55.530Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.136Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.834Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:57.728Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:58.653Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:59.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:04.333Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:05.745Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:27:17.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:27:21.089Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:25.313Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:31.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:34.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:04.909Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:16.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:56.340Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:58.072Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:29:06.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:29:12.964Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:30:07.424Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6, B0DH7PNPPM, B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.118Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.784Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:24.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:25.183Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:26.504Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.057Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.913Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:29.854Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:44.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:46.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:48.814Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:50.736Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:53.308Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:54.367Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:56.259Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:57.946Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:59.424Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:00.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:01.760Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:02.699Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:03.813Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:08.833Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:11.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:12.836Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:13.881Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:14.707Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.060Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.723Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:19.004Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:20.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:22.157Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:24.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:33.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"product_details\": [{\"title\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\"},\n{\"price\": \"$19.56\"},\n{\"bullet_list\": \"Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\\\" (W) x 3.5\\\" (L) x 5.5\\\" (H) Small: 2.5\\\" (W) x 1\\\" (L) x 5.5\\\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \\ud83d\\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty.\"},\n{\"asin\": \"B0BP69X89N\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Medium\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote\", \"asin\": \"B0DP545KQK\", \"price\": \"$30.00\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes\", \"asin\": \"B0DK4KQ8MQ\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DJFQXT2R\", \"price\": \"$29.45\", \"quantity\": \"\"},\n{\"title\": \"ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange\", \"asin\": \"B0DTK63MR4\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"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\": \"2025-04-19T03:48:37.053Z\", // 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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"product_details": [{"title": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:48:37.053Z", // 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>
|
2025-04-19T03:48:37.053Z
|
click
|
review
|
rule
|
2025-04-19T03:48:37.053Z
|
click
|
review
|
train
| 142 |
2025-04-19T03:48:37.053Z
|
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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"product_details": [{"title": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:48:37.053Z", // 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\": \"2025-04-16T21:04:46.556Z\", \"action\": \"click_product\", \"action_argument\": \"B09654V9YX\"}\n{\"timestamp\": \"2025-04-16T21:05:23.313Z\", \"action\": \"click_product\", \"action_argument\": \"B07D6MY66N\"}\n{\"timestamp\": \"2025-04-16T21:05:50.364Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-16T21:06:41.217Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2VB8HWF\"}\n{\"timestamp\": \"2025-04-16T21:06:49.027Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:06:54.108Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:07:22.247Z\", \"action\": \"click_product\", \"action_argument\": \"B08NVF8VWK\"}\n{\"timestamp\": \"2025-04-16T21:07:43.923Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:07:57.466Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:10.250Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:14.450Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:17.717Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:21.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:26.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:08:46.548Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-16T21:24:34.759Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:24:40.860Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:24:43.642Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:46.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:48.117Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:57.342Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:59.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:25:16.703Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:28.561Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T21:25:30.978Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:43.677Z\", \"action\": \"click_product\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T21:26:03.376Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:26:19.610Z\", \"action\": \"click_product\", \"action_argument\": \"B09DLF695Y\"}\n{\"timestamp\": \"2025-04-16T21:26:24.294Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:26:44.944Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.000Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:48.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:49.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:50.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:51.583Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:52.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:54.796Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:55.530Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.136Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.834Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:57.728Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:58.653Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:59.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:04.333Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:05.745Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:27:17.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:27:21.089Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:25.313Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:31.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:34.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:04.909Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:16.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:56.340Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:58.072Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:29:06.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:29:12.964Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:30:07.424Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6, B0DH7PNPPM, B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.118Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.784Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:24.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:25.183Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:26.504Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.057Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.913Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:29.854Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:44.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:46.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:48.814Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:50.736Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:53.308Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:54.367Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:56.259Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:57.946Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:59.424Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:00.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:01.760Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:02.699Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:03.813Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:08.833Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:11.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:12.836Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:13.881Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:14.707Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.060Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.723Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:19.004Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:20.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:22.157Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:24.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:33.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:37.053Z\", \"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\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\"},\n{\"price\": \"$19.56\"},\n{\"bullet_list\": \"Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\\\" (W) x 3.5\\\" (L) x 5.5\\\" (H) Small: 2.5\\\" (W) x 1\\\" (L) x 5.5\\\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \\ud83d\\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty.\"},\n{\"asin\": \"B0BP69X89N\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Medium\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote\", \"asin\": \"B0DP545KQK\", \"price\": \"$30.00\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes\", \"asin\": \"B0DK4KQ8MQ\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DJFQXT2R\", \"price\": \"$29.45\", \"quantity\": \"\"},\n{\"title\": \"ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange\", \"asin\": \"B0DTK63MR4\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"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\": \"2025-04-19T03:48:38.533Z\", // 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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "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": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:48:38.533Z", // 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>
|
2025-04-19T03:48:38.533Z
|
click
|
review
|
rule
|
2025-04-19T03:48:38.533Z
|
click
|
review
|
train
| 143 |
2025-04-19T03:48:38.533Z
|
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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "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": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:48:38.533Z", // 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\": \"2025-04-16T21:04:46.556Z\", \"action\": \"click_product\", \"action_argument\": \"B09654V9YX\"}\n{\"timestamp\": \"2025-04-16T21:05:23.313Z\", \"action\": \"click_product\", \"action_argument\": \"B07D6MY66N\"}\n{\"timestamp\": \"2025-04-16T21:05:50.364Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-16T21:06:41.217Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2VB8HWF\"}\n{\"timestamp\": \"2025-04-16T21:06:49.027Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:06:54.108Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:07:22.247Z\", \"action\": \"click_product\", \"action_argument\": \"B08NVF8VWK\"}\n{\"timestamp\": \"2025-04-16T21:07:43.923Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:07:57.466Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:10.250Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:14.450Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:17.717Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:21.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:26.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:08:46.548Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-16T21:24:34.759Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:24:40.860Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:24:43.642Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:46.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:48.117Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:57.342Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:59.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:25:16.703Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:28.561Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T21:25:30.978Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:43.677Z\", \"action\": \"click_product\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T21:26:03.376Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:26:19.610Z\", \"action\": \"click_product\", \"action_argument\": \"B09DLF695Y\"}\n{\"timestamp\": \"2025-04-16T21:26:24.294Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:26:44.944Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.000Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:48.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:49.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:50.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:51.583Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:52.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:54.796Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:55.530Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.136Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.834Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:57.728Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:58.653Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:59.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:04.333Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:05.745Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:27:17.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:27:21.089Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:25.313Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:31.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:34.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:04.909Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:16.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:56.340Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:58.072Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:29:06.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:29:12.964Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:30:07.424Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6, B0DH7PNPPM, B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.118Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.784Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:24.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:25.183Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:26.504Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.057Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.913Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:29.854Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:44.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:46.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:48.814Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:50.736Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:53.308Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:54.367Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:56.259Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:57.946Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:59.424Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:00.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:01.760Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:02.699Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:03.813Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:08.833Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:11.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:12.836Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:13.881Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:14.707Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.060Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.723Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:19.004Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:20.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:22.157Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:24.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:33.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:37.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:38.533Z\", \"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\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\"},\n{\"price\": \"$19.56\"},\n{\"bullet_list\": \"Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\\\" (W) x 3.5\\\" (L) x 5.5\\\" (H) Small: 2.5\\\" (W) x 1\\\" (L) x 5.5\\\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \\ud83d\\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty.\"},\n{\"asin\": \"B0BP69X89N\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Medium\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote\", \"asin\": \"B0DP545KQK\", \"price\": \"$30.00\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes\", \"asin\": \"B0DK4KQ8MQ\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DJFQXT2R\", \"price\": \"$29.45\", \"quantity\": \"\"},\n{\"title\": \"ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange\", \"asin\": \"B0DTK63MR4\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"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\": \"2025-04-19T03:48:41.516Z\", // 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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "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": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:48:41.516Z", // 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>
|
2025-04-19T03:48:41.516Z
|
click
|
review
|
rule
|
2025-04-19T03:48:41.516Z
|
click
|
review
|
train
| 144 |
2025-04-19T03:48:41.516Z
|
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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "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": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:48:41.516Z", // 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\": \"2025-04-16T21:04:46.556Z\", \"action\": \"click_product\", \"action_argument\": \"B09654V9YX\"}\n{\"timestamp\": \"2025-04-16T21:05:23.313Z\", \"action\": \"click_product\", \"action_argument\": \"B07D6MY66N\"}\n{\"timestamp\": \"2025-04-16T21:05:50.364Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-16T21:06:41.217Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2VB8HWF\"}\n{\"timestamp\": \"2025-04-16T21:06:49.027Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:06:54.108Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:07:22.247Z\", \"action\": \"click_product\", \"action_argument\": \"B08NVF8VWK\"}\n{\"timestamp\": \"2025-04-16T21:07:43.923Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:07:57.466Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:10.250Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:14.450Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:17.717Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:21.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:26.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:08:46.548Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-16T21:24:34.759Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:24:40.860Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:24:43.642Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:46.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:48.117Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:57.342Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:59.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:25:16.703Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:28.561Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T21:25:30.978Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:43.677Z\", \"action\": \"click_product\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T21:26:03.376Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:26:19.610Z\", \"action\": \"click_product\", \"action_argument\": \"B09DLF695Y\"}\n{\"timestamp\": \"2025-04-16T21:26:24.294Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:26:44.944Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.000Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:48.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:49.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:50.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:51.583Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:52.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:54.796Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:55.530Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.136Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.834Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:57.728Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:58.653Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:59.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:04.333Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:05.745Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:27:17.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:27:21.089Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:25.313Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:31.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:34.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:04.909Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:16.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:56.340Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:58.072Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:29:06.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:29:12.964Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:30:07.424Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6, B0DH7PNPPM, B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.118Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.784Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:24.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:25.183Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:26.504Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.057Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.913Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:29.854Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:44.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:46.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:48.814Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:50.736Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:53.308Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:54.367Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:56.259Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:57.946Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:59.424Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:00.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:01.760Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:02.699Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:03.813Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:08.833Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:11.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:12.836Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:13.881Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:14.707Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.060Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.723Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:19.004Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:20.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:22.157Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:24.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:33.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:37.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:38.533Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:41.516Z\", \"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\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\"},\n{\"price\": \"$19.56\"},\n{\"bullet_list\": \"Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\\\" (W) x 3.5\\\" (L) x 5.5\\\" (H) Small: 2.5\\\" (W) x 1\\\" (L) x 5.5\\\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \\ud83d\\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty.\"},\n{\"asin\": \"B0BP69X89N\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Medium\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote\", \"asin\": \"B0DP545KQK\", \"price\": \"$30.00\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes\", \"asin\": \"B0DK4KQ8MQ\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DJFQXT2R\", \"price\": \"$29.45\", \"quantity\": \"\"},\n{\"title\": \"ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange\", \"asin\": \"B0DTK63MR4\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"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\": \"2025-04-19T03:48:46.088Z\", // 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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "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": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:48:46.088Z", // 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>
|
2025-04-19T03:48:46.088Z
|
click
|
review
|
rule
|
2025-04-19T03:48:46.088Z
|
click
|
review
|
train
| 145 |
2025-04-19T03:48:46.088Z
|
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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "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": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:48:46.088Z", // 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\": \"2025-04-16T21:04:46.556Z\", \"action\": \"click_product\", \"action_argument\": \"B09654V9YX\"}\n{\"timestamp\": \"2025-04-16T21:05:23.313Z\", \"action\": \"click_product\", \"action_argument\": \"B07D6MY66N\"}\n{\"timestamp\": \"2025-04-16T21:05:50.364Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-16T21:06:41.217Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2VB8HWF\"}\n{\"timestamp\": \"2025-04-16T21:06:49.027Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:06:54.108Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:07:22.247Z\", \"action\": \"click_product\", \"action_argument\": \"B08NVF8VWK\"}\n{\"timestamp\": \"2025-04-16T21:07:43.923Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:07:57.466Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:10.250Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:14.450Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:17.717Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:21.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:26.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:08:46.548Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-16T21:24:34.759Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:24:40.860Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:24:43.642Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:46.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:48.117Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:57.342Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:59.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:25:16.703Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:28.561Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T21:25:30.978Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:43.677Z\", \"action\": \"click_product\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T21:26:03.376Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:26:19.610Z\", \"action\": \"click_product\", \"action_argument\": \"B09DLF695Y\"}\n{\"timestamp\": \"2025-04-16T21:26:24.294Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:26:44.944Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.000Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:48.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:49.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:50.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:51.583Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:52.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:54.796Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:55.530Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.136Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.834Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:57.728Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:58.653Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:59.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:04.333Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:05.745Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:27:17.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:27:21.089Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:25.313Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:31.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:34.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:04.909Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:16.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:56.340Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:58.072Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:29:06.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:29:12.964Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:30:07.424Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6, B0DH7PNPPM, B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.118Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.784Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:24.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:25.183Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:26.504Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.057Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.913Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:29.854Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:44.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:46.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:48.814Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:50.736Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:53.308Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:54.367Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:56.259Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:57.946Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:59.424Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:00.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:01.760Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:02.699Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:03.813Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:08.833Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:11.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:12.836Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:13.881Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:14.707Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.060Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.723Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:19.004Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:20.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:22.157Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:24.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:33.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:37.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:38.533Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:41.516Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:46.088Z\", \"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\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\"},\n{\"price\": \"$19.56\"},\n{\"bullet_list\": \"Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\\\" (W) x 3.5\\\" (L) x 5.5\\\" (H) Small: 2.5\\\" (W) x 1\\\" (L) x 5.5\\\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \\ud83d\\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty.\"},\n{\"asin\": \"B0BP69X89N\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Medium\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote\", \"asin\": \"B0DP545KQK\", \"price\": \"$30.00\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes\", \"asin\": \"B0DK4KQ8MQ\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DJFQXT2R\", \"price\": \"$29.45\", \"quantity\": \"\"},\n{\"title\": \"ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange\", \"asin\": \"B0DTK63MR4\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"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\": \"2025-04-19T03:48:47.799Z\", // 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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "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": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:48:47.799Z", // 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>
|
2025-04-19T03:48:47.799Z
|
click
|
review
|
rule
|
2025-04-19T03:48:47.799Z
|
click
|
review
|
train
| 146 |
2025-04-19T03:48:47.799Z
|
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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "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": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:48:47.799Z", // 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\": \"2025-04-16T21:04:46.556Z\", \"action\": \"click_product\", \"action_argument\": \"B09654V9YX\"}\n{\"timestamp\": \"2025-04-16T21:05:23.313Z\", \"action\": \"click_product\", \"action_argument\": \"B07D6MY66N\"}\n{\"timestamp\": \"2025-04-16T21:05:50.364Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-16T21:06:41.217Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2VB8HWF\"}\n{\"timestamp\": \"2025-04-16T21:06:49.027Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:06:54.108Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:07:22.247Z\", \"action\": \"click_product\", \"action_argument\": \"B08NVF8VWK\"}\n{\"timestamp\": \"2025-04-16T21:07:43.923Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:07:57.466Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:10.250Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:14.450Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:17.717Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:21.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:26.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:08:46.548Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-16T21:24:34.759Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:24:40.860Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:24:43.642Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:46.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:48.117Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:57.342Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:59.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:25:16.703Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:28.561Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T21:25:30.978Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:43.677Z\", \"action\": \"click_product\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T21:26:03.376Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:26:19.610Z\", \"action\": \"click_product\", \"action_argument\": \"B09DLF695Y\"}\n{\"timestamp\": \"2025-04-16T21:26:24.294Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:26:44.944Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.000Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:48.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:49.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:50.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:51.583Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:52.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:54.796Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:55.530Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.136Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.834Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:57.728Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:58.653Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:59.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:04.333Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:05.745Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:27:17.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:27:21.089Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:25.313Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:31.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:34.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:04.909Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:16.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:56.340Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:58.072Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:29:06.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:29:12.964Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:30:07.424Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6, B0DH7PNPPM, B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.118Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.784Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:24.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:25.183Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:26.504Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.057Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.913Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:29.854Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:44.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:46.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:48.814Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:50.736Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:53.308Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:54.367Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:56.259Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:57.946Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:59.424Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:00.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:01.760Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:02.699Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:03.813Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:08.833Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:11.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:12.836Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:13.881Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:14.707Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.060Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.723Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:19.004Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:20.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:22.157Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:24.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:33.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:37.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:38.533Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:41.516Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:46.088Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:47.799Z\", \"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\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\"},\n{\"price\": \"$19.56\"},\n{\"bullet_list\": \"Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\\\" (W) x 3.5\\\" (L) x 5.5\\\" (H) Small: 2.5\\\" (W) x 1\\\" (L) x 5.5\\\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \\ud83d\\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty.\"},\n{\"asin\": \"B0BP69X89N\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Medium\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote\", \"asin\": \"B0DP545KQK\", \"price\": \"$30.00\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes\", \"asin\": \"B0DK4KQ8MQ\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DJFQXT2R\", \"price\": \"$29.45\", \"quantity\": \"\"},\n{\"title\": \"ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange\", \"asin\": \"B0DTK63MR4\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"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\": \"2025-04-19T03:48:50.919Z\", // 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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:47.799Z", "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": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:48:50.919Z", // 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>
|
2025-04-19T03:48:50.919Z
|
click
|
review
|
rule
|
2025-04-19T03:48:50.919Z
|
click
|
review
|
train
| 147 |
2025-04-19T03:48:50.919Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a 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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:47.799Z", "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": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:48:50.919Z", // 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\": \"2025-04-16T21:04:46.556Z\", \"action\": \"click_product\", \"action_argument\": \"B09654V9YX\"}\n{\"timestamp\": \"2025-04-16T21:05:23.313Z\", \"action\": \"click_product\", \"action_argument\": \"B07D6MY66N\"}\n{\"timestamp\": \"2025-04-16T21:05:50.364Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-16T21:06:41.217Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2VB8HWF\"}\n{\"timestamp\": \"2025-04-16T21:06:49.027Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:06:54.108Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:07:22.247Z\", \"action\": \"click_product\", \"action_argument\": \"B08NVF8VWK\"}\n{\"timestamp\": \"2025-04-16T21:07:43.923Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:07:57.466Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:10.250Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:14.450Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:17.717Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:21.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:26.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:08:46.548Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-16T21:24:34.759Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:24:40.860Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:24:43.642Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:46.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:48.117Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:57.342Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:59.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:25:16.703Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:28.561Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T21:25:30.978Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:43.677Z\", \"action\": \"click_product\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T21:26:03.376Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:26:19.610Z\", \"action\": \"click_product\", \"action_argument\": \"B09DLF695Y\"}\n{\"timestamp\": \"2025-04-16T21:26:24.294Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:26:44.944Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.000Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:48.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:49.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:50.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:51.583Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:52.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:54.796Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:55.530Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.136Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.834Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:57.728Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:58.653Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:59.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:04.333Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:05.745Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:27:17.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:27:21.089Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:25.313Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:31.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:34.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:04.909Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:16.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:56.340Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:58.072Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:29:06.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:29:12.964Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:30:07.424Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6, B0DH7PNPPM, B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.118Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.784Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:24.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:25.183Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:26.504Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.057Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.913Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:29.854Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:44.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:46.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:48.814Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:50.736Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:53.308Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:54.367Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:56.259Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:57.946Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:59.424Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:00.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:01.760Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:02.699Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:03.813Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:08.833Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:11.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:12.836Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:13.881Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:14.707Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.060Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.723Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:19.004Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:20.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:22.157Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:24.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:33.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:37.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:38.533Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:41.516Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:46.088Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:47.799Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:50.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"product_details\": [{\"title\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\"},\n{\"price\": \"$19.56\"},\n{\"bullet_list\": \"Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\\\" (W) x 3.5\\\" (L) x 5.5\\\" (H) Small: 2.5\\\" (W) x 1\\\" (L) x 5.5\\\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \\ud83d\\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty.\"},\n{\"asin\": \"B0BP69X89N\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Medium\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote\", \"asin\": \"B0DP545KQK\", \"price\": \"$30.00\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes\", \"asin\": \"B0DK4KQ8MQ\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DJFQXT2R\", \"price\": \"$29.45\", \"quantity\": \"\"},\n{\"title\": \"ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange\", \"asin\": \"B0DTK63MR4\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"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\": \"2025-04-19T03:49:09.575Z\", // 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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"product_details": [{"title": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:49:09.575Z", // 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>
|
2025-04-19T03:49:09.575Z
|
click
|
review
|
rule
|
2025-04-19T03:49:09.575Z
|
click
|
review
|
train
| 148 |
2025-04-19T03:49:09.575Z
|
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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"product_details": [{"title": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:49:09.575Z", // 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\": \"2025-04-16T21:04:46.556Z\", \"action\": \"click_product\", \"action_argument\": \"B09654V9YX\"}\n{\"timestamp\": \"2025-04-16T21:05:23.313Z\", \"action\": \"click_product\", \"action_argument\": \"B07D6MY66N\"}\n{\"timestamp\": \"2025-04-16T21:05:50.364Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-16T21:06:41.217Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2VB8HWF\"}\n{\"timestamp\": \"2025-04-16T21:06:49.027Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:06:54.108Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:07:22.247Z\", \"action\": \"click_product\", \"action_argument\": \"B08NVF8VWK\"}\n{\"timestamp\": \"2025-04-16T21:07:43.923Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:07:57.466Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:10.250Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:14.450Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:17.717Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:21.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:26.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:08:46.548Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-16T21:24:34.759Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:24:40.860Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:24:43.642Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:46.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:48.117Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:57.342Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:59.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:25:16.703Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:28.561Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T21:25:30.978Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:43.677Z\", \"action\": \"click_product\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T21:26:03.376Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:26:19.610Z\", \"action\": \"click_product\", \"action_argument\": \"B09DLF695Y\"}\n{\"timestamp\": \"2025-04-16T21:26:24.294Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:26:44.944Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.000Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:48.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:49.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:50.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:51.583Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:52.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:54.796Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:55.530Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.136Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.834Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:57.728Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:58.653Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:59.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:04.333Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:05.745Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:27:17.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:27:21.089Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:25.313Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:31.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:34.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:04.909Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:16.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:56.340Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:58.072Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:29:06.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:29:12.964Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:30:07.424Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6, B0DH7PNPPM, B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.118Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.784Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:24.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:25.183Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:26.504Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.057Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.913Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:29.854Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:44.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:46.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:48.814Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:50.736Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:53.308Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:54.367Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:56.259Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:57.946Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:59.424Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:00.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:01.760Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:02.699Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:03.813Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:08.833Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:11.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:12.836Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:13.881Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:14.707Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.060Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.723Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:19.004Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:20.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:22.157Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:24.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:33.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:37.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:38.533Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:41.516Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:46.088Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:47.799Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:50.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:49:09.575Z\", \"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\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\"},\n{\"price\": \"$19.56\"},\n{\"bullet_list\": \"Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\\\" (W) x 3.5\\\" (L) x 5.5\\\" (H) Small: 2.5\\\" (W) x 1\\\" (L) x 5.5\\\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \\ud83d\\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty.\"},\n{\"asin\": \"B0BP69X89N\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Medium\"},\n{\"Color\": \"Green\"}],\n\"promotion_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote\", \"asin\": \"B0DP545KQK\", \"price\": \"$30.00\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes\", \"asin\": \"B0DK4KQ8MQ\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DJFQXT2R\", \"price\": \"$29.45\", \"quantity\": \"\"},\n{\"title\": \"ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange\", \"asin\": \"B0DTK63MR4\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"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\": \"2025-04-19T03:49:19.353Z\", // 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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:09.575Z", "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": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Green"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:49:19.353Z", // 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>
|
2025-04-19T03:49:19.353Z
|
click
|
product_option
|
rule
|
2025-04-19T03:49:19.353Z
|
click
|
product_option
|
train
| 149 |
2025-04-19T03:49:19.353Z
|
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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:09.575Z", "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": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Green"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:49:19.353Z", // 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\": \"2025-04-16T21:04:46.556Z\", \"action\": \"click_product\", \"action_argument\": \"B09654V9YX\"}\n{\"timestamp\": \"2025-04-16T21:05:23.313Z\", \"action\": \"click_product\", \"action_argument\": \"B07D6MY66N\"}\n{\"timestamp\": \"2025-04-16T21:05:50.364Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-16T21:06:41.217Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2VB8HWF\"}\n{\"timestamp\": \"2025-04-16T21:06:49.027Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:06:54.108Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:07:22.247Z\", \"action\": \"click_product\", \"action_argument\": \"B08NVF8VWK\"}\n{\"timestamp\": \"2025-04-16T21:07:43.923Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:07:57.466Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:10.250Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:14.450Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:17.717Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:21.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:26.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:08:46.548Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-16T21:24:34.759Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:24:40.860Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:24:43.642Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:46.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:48.117Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:57.342Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:59.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:25:16.703Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:28.561Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T21:25:30.978Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:43.677Z\", \"action\": \"click_product\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T21:26:03.376Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:26:19.610Z\", \"action\": \"click_product\", \"action_argument\": \"B09DLF695Y\"}\n{\"timestamp\": \"2025-04-16T21:26:24.294Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:26:44.944Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.000Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:48.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:49.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:50.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:51.583Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:52.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:54.796Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:55.530Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.136Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.834Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:57.728Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:58.653Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:59.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:04.333Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:05.745Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:27:17.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:27:21.089Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:25.313Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:31.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:34.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:04.909Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:16.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:56.340Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:58.072Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:29:06.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:29:12.964Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:30:07.424Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6, B0DH7PNPPM, B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.118Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.784Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:24.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:25.183Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:26.504Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.057Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.913Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:29.854Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:44.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:46.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:48.814Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:50.736Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:53.308Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:54.367Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:56.259Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:57.946Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:59.424Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:00.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:01.760Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:02.699Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:03.813Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:08.833Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:11.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:12.836Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:13.881Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:14.707Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.060Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.723Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:19.004Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:20.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:22.157Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:24.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:33.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:37.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:38.533Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:41.516Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:46.088Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:47.799Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:50.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:49:09.575Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:49:19.353Z\", \"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\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\"},\n{\"price\": \"$18.34\"},\n{\"bullet_list\": \"Durable Construction: Built from high-quality, weather-resistant materials, this bicycle saddle bag is designed to withstand rain, mud, and all the elements, ensuring it will hold up ride after ride. The durable fabric and YKK zippers make this bike bag under seat ready for any condition.\"},\n{\"asin\": \"B0BP746BTN\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Medium\"},\n{\"Color\": \"Blue\"}],\n\"promotion_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Classic Brick Bike Saddle Bag \\u2013 Secure Hook & Loop Strap, Sleek Minimalist Design | Available in 2 Sizes & Multiple Colors, (Purple, Medium)\", \"asin\": \"B0CLKN4WZF\", \"price\": \"$19.25\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"ENLEE Road Bike Saddle Bag Waterproof Bike Seat Bag Reflective Bicycle Storage Pouch Under Seat for Mountain Foldable Bikes Green\", \"asin\": \"B0DTK5TVHM\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote\", \"asin\": \"B0DP545KQK\", \"price\": \"$30.00\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus\", \"asin\": \"B0DJFQB41P\", \"price\": \"$31.32\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"ENLEE Road Bike Saddle Bag Waterproof Bike Seat Bag Reflective Bicycle Storage Pouch Under Seat for Mountain Foldable Bikes Green\", \"asin\": \"B0DTK5TVHM\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag, Purple Mini\", \"asin\": \"B0DH78XD3M\", \"price\": \"$15.09\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"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\": \"2025-04-19T03:49:37.129Z\", // 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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:09.575Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:19.353Z", "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": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$18.34"},
{"bullet_list": "Durable Construction: Built from high-quality, weather-resistant materials, this bicycle saddle bag is designed to withstand rain, mud, and all the elements, ensuring it will hold up ride after ride. The durable fabric and YKK zippers make this bike bag under seat ready for any condition."},
{"asin": "B0BP746BTN"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Blue"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Classic Brick Bike Saddle Bag \u2013 Secure Hook & Loop Strap, Sleek Minimalist Design | Available in 2 Sizes & Multiple Colors, (Purple, Medium)", "asin": "B0CLKN4WZF", "price": "$19.25", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "ENLEE Road Bike Saddle Bag Waterproof Bike Seat Bag Reflective Bicycle Storage Pouch Under Seat for Mountain Foldable Bikes Green", "asin": "B0DTK5TVHM", "price": "$18.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus", "asin": "B0DJFQB41P", "price": "$31.32", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "ENLEE Road Bike Saddle Bag Waterproof Bike Seat Bag Reflective Bicycle Storage Pouch Under Seat for Mountain Foldable Bikes Green", "asin": "B0DTK5TVHM", "price": "$18.99", "quantity": ""},
{"title": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag, Purple Mini", "asin": "B0DH78XD3M", "price": "$15.09", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:49:37.129Z", // 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>
|
2025-04-19T03:49:37.129Z
|
click
|
product_option
|
rule
|
2025-04-19T03:49:37.129Z
|
click
|
product_option
|
train
| 150 |
2025-04-19T03:49:37.129Z
|
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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:09.575Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:19.353Z", "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": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$18.34"},
{"bullet_list": "Durable Construction: Built from high-quality, weather-resistant materials, this bicycle saddle bag is designed to withstand rain, mud, and all the elements, ensuring it will hold up ride after ride. The durable fabric and YKK zippers make this bike bag under seat ready for any condition."},
{"asin": "B0BP746BTN"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Blue"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Classic Brick Bike Saddle Bag \u2013 Secure Hook & Loop Strap, Sleek Minimalist Design | Available in 2 Sizes & Multiple Colors, (Purple, Medium)", "asin": "B0CLKN4WZF", "price": "$19.25", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "ENLEE Road Bike Saddle Bag Waterproof Bike Seat Bag Reflective Bicycle Storage Pouch Under Seat for Mountain Foldable Bikes Green", "asin": "B0DTK5TVHM", "price": "$18.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus", "asin": "B0DJFQB41P", "price": "$31.32", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "ENLEE Road Bike Saddle Bag Waterproof Bike Seat Bag Reflective Bicycle Storage Pouch Under Seat for Mountain Foldable Bikes Green", "asin": "B0DTK5TVHM", "price": "$18.99", "quantity": ""},
{"title": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag, Purple Mini", "asin": "B0DH78XD3M", "price": "$15.09", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:49:37.129Z", // 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\": \"2025-04-16T21:04:46.556Z\", \"action\": \"click_product\", \"action_argument\": \"B09654V9YX\"}\n{\"timestamp\": \"2025-04-16T21:05:23.313Z\", \"action\": \"click_product\", \"action_argument\": \"B07D6MY66N\"}\n{\"timestamp\": \"2025-04-16T21:05:50.364Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-16T21:06:41.217Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2VB8HWF\"}\n{\"timestamp\": \"2025-04-16T21:06:49.027Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:06:54.108Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:07:22.247Z\", \"action\": \"click_product\", \"action_argument\": \"B08NVF8VWK\"}\n{\"timestamp\": \"2025-04-16T21:07:43.923Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:07:57.466Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:10.250Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:14.450Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:17.717Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:21.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:26.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:08:46.548Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-16T21:24:34.759Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:24:40.860Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:24:43.642Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:46.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:48.117Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:57.342Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:59.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:25:16.703Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:28.561Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T21:25:30.978Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:43.677Z\", \"action\": \"click_product\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T21:26:03.376Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:26:19.610Z\", \"action\": \"click_product\", \"action_argument\": \"B09DLF695Y\"}\n{\"timestamp\": \"2025-04-16T21:26:24.294Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:26:44.944Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.000Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:48.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:49.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:50.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:51.583Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:52.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:54.796Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:55.530Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.136Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.834Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:57.728Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:58.653Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:59.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:04.333Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:05.745Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:27:17.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:27:21.089Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:25.313Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:31.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:34.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:04.909Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:16.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:56.340Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:58.072Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:29:06.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:29:12.964Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:30:07.424Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6, B0DH7PNPPM, B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.118Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.784Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:24.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:25.183Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:26.504Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.057Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.913Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:29.854Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:44.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:46.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:48.814Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:50.736Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:53.308Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:54.367Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:56.259Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:57.946Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:59.424Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:00.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:01.760Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:02.699Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:03.813Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:08.833Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:11.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:12.836Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:13.881Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:14.707Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.060Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.723Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:19.004Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:20.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:22.157Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:24.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:33.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:37.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:38.533Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:41.516Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:46.088Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:47.799Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:50.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:49:09.575Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:49:19.353Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:37.129Z\", \"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\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\"},\n{\"bullet_list\": \"Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\\\" (W) x 3.5\\\" (L) x 5.5\\\" (H) Small: 2.5\\\" (W) x 1\\\" (L) x 5.5\\\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \\ud83d\\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty.\"},\n{\"asin\": \"B0BP6Q2X3X\"}],\n\"product_options\": [{\"Size\": \"Select Size\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Classic Brick Bike Saddle Bag \\u2013 Secure Hook & Loop Strap, Sleek Minimalist Design | Available in 2 Sizes & Multiple Colors, (Purple, Medium)\", \"asin\": \"B0CLKN4WZF\", \"price\": \"$19.25\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"ENLEE Road Bike Saddle Bag Waterproof Bike Seat Bag Reflective Bicycle Storage Pouch Under Seat for Mountain Foldable Bikes Green\", \"asin\": \"B0DTK5TVHM\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"FIDLOCK PUSH Saddle Bag 600, Underseat Bike Trunk Pouch\", \"asin\": \"B07BMYN4KD\", \"price\": \"$38.90\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus\", \"asin\": \"B0DJFPW1QY\", \"price\": \"$31.32\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag Fidlock Magnetic Buckle Saddle Bag \\u2013 Bike Seat Bag for Road and Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Large)\", \"asin\": \"B0CLKNGPS6\", \"price\": \"$34.11\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DJFRQ522\", \"price\": \"$29.45\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Classic Brick Bike Saddle Bag \\u2013 Secure Hook & Loop Strap, Sleek Minimalist Design | Available in 2 Sizes & Multiple Colors, (Purple, Medium)\", \"asin\": \"B0CLKN4WZF\", \"price\": \"$19.25\", \"quantity\": \"\"},\n{\"title\": \"ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange\", \"asin\": \"B0DTK63MR4\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"FIDLOCK PUSH Saddle Bag 600, Underseat Bike Trunk Pouch\", \"asin\": \"B07BMYN4KD\", \"price\": \"$38.90\", \"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\": \"2025-04-19T03:49:42.797Z\", // 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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:09.575Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:19.353Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:37.129Z", "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": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP6Q2X3X"}],
"product_options": [{"Size": "Select Size"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Classic Brick Bike Saddle Bag \u2013 Secure Hook & Loop Strap, Sleek Minimalist Design | Available in 2 Sizes & Multiple Colors, (Purple, Medium)", "asin": "B0CLKN4WZF", "price": "$19.25", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "ENLEE Road Bike Saddle Bag Waterproof Bike Seat Bag Reflective Bicycle Storage Pouch Under Seat for Mountain Foldable Bikes Green", "asin": "B0DTK5TVHM", "price": "$18.99", "quantity": ""},
{"title": "FIDLOCK PUSH Saddle Bag 600, Underseat Bike Trunk Pouch", "asin": "B07BMYN4KD", "price": "$38.90", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus", "asin": "B0DJFPW1QY", "price": "$31.32", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag Fidlock Magnetic Buckle Saddle Bag \u2013 Bike Seat Bag for Road and Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Large)", "asin": "B0CLKNGPS6", "price": "$34.11", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFRQ522", "price": "$29.45", "quantity": ""},
{"title": "Lumiere & Co. Classic Brick Bike Saddle Bag \u2013 Secure Hook & Loop Strap, Sleek Minimalist Design | Available in 2 Sizes & Multiple Colors, (Purple, Medium)", "asin": "B0CLKN4WZF", "price": "$19.25", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "FIDLOCK PUSH Saddle Bag 600, Underseat Bike Trunk Pouch", "asin": "B07BMYN4KD", "price": "$38.90", "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": "2025-04-19T03:49:42.797Z", // 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>
|
2025-04-19T03:49:42.797Z
|
click
|
product_option
|
rule
|
2025-04-19T03:49:42.797Z
|
click
|
product_option
|
train
| 151 |
2025-04-19T03:49:42.797Z
|
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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:09.575Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:19.353Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:37.129Z", "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": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP6Q2X3X"}],
"product_options": [{"Size": "Select Size"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Classic Brick Bike Saddle Bag \u2013 Secure Hook & Loop Strap, Sleek Minimalist Design | Available in 2 Sizes & Multiple Colors, (Purple, Medium)", "asin": "B0CLKN4WZF", "price": "$19.25", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "ENLEE Road Bike Saddle Bag Waterproof Bike Seat Bag Reflective Bicycle Storage Pouch Under Seat for Mountain Foldable Bikes Green", "asin": "B0DTK5TVHM", "price": "$18.99", "quantity": ""},
{"title": "FIDLOCK PUSH Saddle Bag 600, Underseat Bike Trunk Pouch", "asin": "B07BMYN4KD", "price": "$38.90", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus", "asin": "B0DJFPW1QY", "price": "$31.32", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag Fidlock Magnetic Buckle Saddle Bag \u2013 Bike Seat Bag for Road and Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Large)", "asin": "B0CLKNGPS6", "price": "$34.11", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFRQ522", "price": "$29.45", "quantity": ""},
{"title": "Lumiere & Co. Classic Brick Bike Saddle Bag \u2013 Secure Hook & Loop Strap, Sleek Minimalist Design | Available in 2 Sizes & Multiple Colors, (Purple, Medium)", "asin": "B0CLKN4WZF", "price": "$19.25", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "FIDLOCK PUSH Saddle Bag 600, Underseat Bike Trunk Pouch", "asin": "B07BMYN4KD", "price": "$38.90", "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": "2025-04-19T03:49:42.797Z", // 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\": \"2025-04-16T21:04:46.556Z\", \"action\": \"click_product\", \"action_argument\": \"B09654V9YX\"}\n{\"timestamp\": \"2025-04-16T21:05:23.313Z\", \"action\": \"click_product\", \"action_argument\": \"B07D6MY66N\"}\n{\"timestamp\": \"2025-04-16T21:05:50.364Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-16T21:06:41.217Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2VB8HWF\"}\n{\"timestamp\": \"2025-04-16T21:06:49.027Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:06:54.108Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:07:22.247Z\", \"action\": \"click_product\", \"action_argument\": \"B08NVF8VWK\"}\n{\"timestamp\": \"2025-04-16T21:07:43.923Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:07:57.466Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:10.250Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:14.450Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:17.717Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:21.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:26.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:08:46.548Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-16T21:24:34.759Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:24:40.860Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:24:43.642Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:46.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:48.117Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:57.342Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:59.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:25:16.703Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:28.561Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T21:25:30.978Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:43.677Z\", \"action\": \"click_product\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T21:26:03.376Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:26:19.610Z\", \"action\": \"click_product\", \"action_argument\": \"B09DLF695Y\"}\n{\"timestamp\": \"2025-04-16T21:26:24.294Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:26:44.944Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.000Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:48.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:49.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:50.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:51.583Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:52.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:54.796Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:55.530Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.136Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.834Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:57.728Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:58.653Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:59.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:04.333Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:05.745Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:27:17.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:27:21.089Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:25.313Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:31.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:34.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:04.909Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:16.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:56.340Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:58.072Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:29:06.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:29:12.964Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:30:07.424Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6, B0DH7PNPPM, B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.118Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.784Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:24.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:25.183Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:26.504Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.057Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.913Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:29.854Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:44.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:46.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:48.814Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:50.736Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:53.308Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:54.367Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:56.259Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:57.946Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:59.424Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:00.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:01.760Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:02.699Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:03.813Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:08.833Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:11.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:12.836Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:13.881Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:14.707Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.060Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.723Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:19.004Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:20.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:22.157Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:24.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:33.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:37.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:38.533Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:41.516Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:46.088Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:47.799Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:50.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:49:09.575Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:49:19.353Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:37.129Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:42.797Z\", \"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\"product_details\": [{\"title\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\"},\n{\"bullet_list\": \"Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\\\" (W) x 3.5\\\" (L) x 5.5\\\" (H) Small: 2.5\\\" (W) x 1\\\" (L) x 5.5\\\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \\ud83d\\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty.\"},\n{\"asin\": \"B0BP6Q2X3X\"}],\n\"product_options\": [{\"Size\": \"Medium\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Classic Brick Bike Saddle Bag \\u2013 Secure Hook & Loop Strap, Sleek Minimalist Design | Available in 2 Sizes & Multiple Colors, (Purple, Medium)\", \"asin\": \"B0CLKN4WZF\", \"price\": \"$19.25\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"ENLEE Road Bike Saddle Bag Waterproof Bike Seat Bag Reflective Bicycle Storage Pouch Under Seat for Mountain Foldable Bikes Green\", \"asin\": \"B0DTK5TVHM\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"FIDLOCK PUSH Saddle Bag 600, Underseat Bike Trunk Pouch\", \"asin\": \"B07BMYN4KD\", \"price\": \"$38.90\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus\", \"asin\": \"B0DJFPW1QY\", \"price\": \"$31.32\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag Fidlock Magnetic Buckle Saddle Bag \\u2013 Bike Seat Bag for Road and Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Large)\", \"asin\": \"B0CLKNGPS6\", \"price\": \"$34.11\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DJFRQ522\", \"price\": \"$29.45\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Classic Brick Bike Saddle Bag \\u2013 Secure Hook & Loop Strap, Sleek Minimalist Design | Available in 2 Sizes & Multiple Colors, (Purple, Medium)\", \"asin\": \"B0CLKN4WZF\", \"price\": \"$19.25\", \"quantity\": \"\"},\n{\"title\": \"ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange\", \"asin\": \"B0DTK63MR4\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"FIDLOCK PUSH Saddle Bag 600, Underseat Bike Trunk Pouch\", \"asin\": \"B07BMYN4KD\", \"price\": \"$38.90\", \"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\": \"2025-04-19T03:49:44.065Z\", // 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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:09.575Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:19.353Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:37.129Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:42.797Z", "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": ""}],
"product_details": [{"title": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP6Q2X3X"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Classic Brick Bike Saddle Bag \u2013 Secure Hook & Loop Strap, Sleek Minimalist Design | Available in 2 Sizes & Multiple Colors, (Purple, Medium)", "asin": "B0CLKN4WZF", "price": "$19.25", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "ENLEE Road Bike Saddle Bag Waterproof Bike Seat Bag Reflective Bicycle Storage Pouch Under Seat for Mountain Foldable Bikes Green", "asin": "B0DTK5TVHM", "price": "$18.99", "quantity": ""},
{"title": "FIDLOCK PUSH Saddle Bag 600, Underseat Bike Trunk Pouch", "asin": "B07BMYN4KD", "price": "$38.90", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus", "asin": "B0DJFPW1QY", "price": "$31.32", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag Fidlock Magnetic Buckle Saddle Bag \u2013 Bike Seat Bag for Road and Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Large)", "asin": "B0CLKNGPS6", "price": "$34.11", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFRQ522", "price": "$29.45", "quantity": ""},
{"title": "Lumiere & Co. Classic Brick Bike Saddle Bag \u2013 Secure Hook & Loop Strap, Sleek Minimalist Design | Available in 2 Sizes & Multiple Colors, (Purple, Medium)", "asin": "B0CLKN4WZF", "price": "$19.25", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "FIDLOCK PUSH Saddle Bag 600, Underseat Bike Trunk Pouch", "asin": "B07BMYN4KD", "price": "$38.90", "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": "2025-04-19T03:49:44.065Z", // 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>
|
2025-04-19T03:49:44.065Z
|
click
|
product_option
|
rule
|
2025-04-19T03:49:44.065Z
|
click
|
product_option
|
train
| 152 |
2025-04-19T03:49:44.065Z
|
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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:09.575Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:19.353Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:37.129Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:42.797Z", "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": ""}],
"product_details": [{"title": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP6Q2X3X"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Classic Brick Bike Saddle Bag \u2013 Secure Hook & Loop Strap, Sleek Minimalist Design | Available in 2 Sizes & Multiple Colors, (Purple, Medium)", "asin": "B0CLKN4WZF", "price": "$19.25", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "ENLEE Road Bike Saddle Bag Waterproof Bike Seat Bag Reflective Bicycle Storage Pouch Under Seat for Mountain Foldable Bikes Green", "asin": "B0DTK5TVHM", "price": "$18.99", "quantity": ""},
{"title": "FIDLOCK PUSH Saddle Bag 600, Underseat Bike Trunk Pouch", "asin": "B07BMYN4KD", "price": "$38.90", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus", "asin": "B0DJFPW1QY", "price": "$31.32", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag Fidlock Magnetic Buckle Saddle Bag \u2013 Bike Seat Bag for Road and Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Large)", "asin": "B0CLKNGPS6", "price": "$34.11", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFRQ522", "price": "$29.45", "quantity": ""},
{"title": "Lumiere & Co. Classic Brick Bike Saddle Bag \u2013 Secure Hook & Loop Strap, Sleek Minimalist Design | Available in 2 Sizes & Multiple Colors, (Purple, Medium)", "asin": "B0CLKN4WZF", "price": "$19.25", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "FIDLOCK PUSH Saddle Bag 600, Underseat Bike Trunk Pouch", "asin": "B07BMYN4KD", "price": "$38.90", "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": "2025-04-19T03:49:44.065Z", // 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\": \"2025-04-16T21:04:46.556Z\", \"action\": \"click_product\", \"action_argument\": \"B09654V9YX\"}\n{\"timestamp\": \"2025-04-16T21:05:23.313Z\", \"action\": \"click_product\", \"action_argument\": \"B07D6MY66N\"}\n{\"timestamp\": \"2025-04-16T21:05:50.364Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-16T21:06:41.217Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2VB8HWF\"}\n{\"timestamp\": \"2025-04-16T21:06:49.027Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:06:54.108Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:07:22.247Z\", \"action\": \"click_product\", \"action_argument\": \"B08NVF8VWK\"}\n{\"timestamp\": \"2025-04-16T21:07:43.923Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:07:57.466Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:10.250Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:14.450Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:17.717Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:21.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:26.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:08:46.548Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-16T21:24:34.759Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:24:40.860Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:24:43.642Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:46.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:48.117Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:57.342Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:59.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:25:16.703Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:28.561Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T21:25:30.978Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:43.677Z\", \"action\": \"click_product\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T21:26:03.376Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:26:19.610Z\", \"action\": \"click_product\", \"action_argument\": \"B09DLF695Y\"}\n{\"timestamp\": \"2025-04-16T21:26:24.294Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:26:44.944Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.000Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:48.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:49.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:50.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:51.583Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:52.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:54.796Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:55.530Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.136Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.834Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:57.728Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:58.653Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:59.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:04.333Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:05.745Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:27:17.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:27:21.089Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:25.313Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:31.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:34.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:04.909Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:16.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:56.340Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:58.072Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:29:06.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:29:12.964Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:30:07.424Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6, B0DH7PNPPM, B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.118Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.784Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:24.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:25.183Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:26.504Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.057Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.913Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:29.854Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:44.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:46.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:48.814Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:50.736Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:53.308Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:54.367Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:56.259Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:57.946Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:59.424Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:00.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:01.760Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:02.699Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:03.813Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:08.833Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:11.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:12.836Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:13.881Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:14.707Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.060Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.723Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:19.004Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:20.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:22.157Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:24.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:33.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:37.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:38.533Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:41.516Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:46.088Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:47.799Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:50.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:49:09.575Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:49:19.353Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:37.129Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:42.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:44.065Z\", \"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\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\"},\n{\"price\": \"$19.56\"},\n{\"bullet_list\": \"Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\\\" (W) x 3.5\\\" (L) x 5.5\\\" (H) Small: 2.5\\\" (W) x 1\\\" (L) x 5.5\\\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \\ud83d\\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty.\"},\n{\"asin\": \"B0BP69X89N\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Medium\"},\n{\"Color\": \"Blue\"}],\n\"promotion_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote\", \"asin\": \"B0DP545KQK\", \"price\": \"$30.00\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes\", \"asin\": \"B0DK4KQ8MQ\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DJFQXT2R\", \"price\": \"$29.45\", \"quantity\": \"\"},\n{\"title\": \"ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange\", \"asin\": \"B0DTK63MR4\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"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\": \"2025-04-19T03:49:46.106Z\", // 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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:09.575Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:19.353Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:37.129Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:42.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:44.065Z", "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": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Blue"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:49:46.106Z", // 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>
|
2025-04-19T03:49:46.106Z
|
click
|
product_option
|
rule
|
2025-04-19T03:49:46.106Z
|
click
|
product_option
|
train
| 153 |
2025-04-19T03:49:46.106Z
|
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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:09.575Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:19.353Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:37.129Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:42.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:44.065Z", "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": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Blue"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:49:46.106Z", // 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\": \"2025-04-16T21:04:46.556Z\", \"action\": \"click_product\", \"action_argument\": \"B09654V9YX\"}\n{\"timestamp\": \"2025-04-16T21:05:23.313Z\", \"action\": \"click_product\", \"action_argument\": \"B07D6MY66N\"}\n{\"timestamp\": \"2025-04-16T21:05:50.364Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-16T21:06:41.217Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2VB8HWF\"}\n{\"timestamp\": \"2025-04-16T21:06:49.027Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:06:54.108Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:07:22.247Z\", \"action\": \"click_product\", \"action_argument\": \"B08NVF8VWK\"}\n{\"timestamp\": \"2025-04-16T21:07:43.923Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:07:57.466Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:10.250Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:14.450Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:17.717Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:21.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:26.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:08:46.548Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-16T21:24:34.759Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:24:40.860Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:24:43.642Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:46.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:48.117Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:57.342Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:59.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:25:16.703Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:28.561Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T21:25:30.978Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:43.677Z\", \"action\": \"click_product\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T21:26:03.376Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:26:19.610Z\", \"action\": \"click_product\", \"action_argument\": \"B09DLF695Y\"}\n{\"timestamp\": \"2025-04-16T21:26:24.294Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:26:44.944Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.000Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:48.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:49.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:50.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:51.583Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:52.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:54.796Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:55.530Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.136Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.834Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:57.728Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:58.653Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:59.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:04.333Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:05.745Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:27:17.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:27:21.089Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:25.313Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:31.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:34.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:04.909Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:16.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:56.340Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:58.072Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:29:06.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:29:12.964Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:30:07.424Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6, B0DH7PNPPM, B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.118Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.784Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:24.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:25.183Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:26.504Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.057Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.913Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:29.854Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:44.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:46.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:48.814Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:50.736Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:53.308Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:54.367Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:56.259Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:57.946Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:59.424Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:00.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:01.760Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:02.699Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:03.813Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:08.833Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:11.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:12.836Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:13.881Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:14.707Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.060Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.723Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:19.004Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:20.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:22.157Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:24.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:33.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:37.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:38.533Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:41.516Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:46.088Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:47.799Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:50.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:49:09.575Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:49:19.353Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:37.129Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:42.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:44.065Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:46.106Z\", \"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\"product_details\": [{\"title\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\"},\n{\"bullet_list\": \"Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\\\" (W) x 3.5\\\" (L) x 5.5\\\" (H) Small: 2.5\\\" (W) x 1\\\" (L) x 5.5\\\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \\ud83d\\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty.\"},\n{\"asin\": \"B0BP6Q2X3X\"}],\n\"product_options\": [{\"Size\": \"Medium\"},\n{\"Color\": \"Blue\"}],\n\"promotion_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Classic Brick Bike Saddle Bag \\u2013 Secure Hook & Loop Strap, Sleek Minimalist Design | Available in 2 Sizes & Multiple Colors, (Purple, Medium)\", \"asin\": \"B0CLKN4WZF\", \"price\": \"$19.25\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"ENLEE Road Bike Saddle Bag Waterproof Bike Seat Bag Reflective Bicycle Storage Pouch Under Seat for Mountain Foldable Bikes Green\", \"asin\": \"B0DTK5TVHM\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"FIDLOCK PUSH Saddle Bag 600, Underseat Bike Trunk Pouch\", \"asin\": \"B07BMYN4KD\", \"price\": \"$38.90\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus\", \"asin\": \"B0DJFPW1QY\", \"price\": \"$31.32\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag Fidlock Magnetic Buckle Saddle Bag \\u2013 Bike Seat Bag for Road and Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Large)\", \"asin\": \"B0CLKNGPS6\", \"price\": \"$34.11\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DJFRQ522\", \"price\": \"$29.45\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Classic Brick Bike Saddle Bag \\u2013 Secure Hook & Loop Strap, Sleek Minimalist Design | Available in 2 Sizes & Multiple Colors, (Purple, Medium)\", \"asin\": \"B0CLKN4WZF\", \"price\": \"$19.25\", \"quantity\": \"\"},\n{\"title\": \"ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange\", \"asin\": \"B0DTK63MR4\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"FIDLOCK PUSH Saddle Bag 600, Underseat Bike Trunk Pouch\", \"asin\": \"B07BMYN4KD\", \"price\": \"$38.90\", \"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\": \"2025-04-19T03:49:48.178Z\", // 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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:09.575Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:19.353Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:37.129Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:42.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:44.065Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:46.106Z", "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": ""}],
"product_details": [{"title": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP6Q2X3X"}],
"product_options": [{"Size": "Medium"},
{"Color": "Blue"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Classic Brick Bike Saddle Bag \u2013 Secure Hook & Loop Strap, Sleek Minimalist Design | Available in 2 Sizes & Multiple Colors, (Purple, Medium)", "asin": "B0CLKN4WZF", "price": "$19.25", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "ENLEE Road Bike Saddle Bag Waterproof Bike Seat Bag Reflective Bicycle Storage Pouch Under Seat for Mountain Foldable Bikes Green", "asin": "B0DTK5TVHM", "price": "$18.99", "quantity": ""},
{"title": "FIDLOCK PUSH Saddle Bag 600, Underseat Bike Trunk Pouch", "asin": "B07BMYN4KD", "price": "$38.90", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus", "asin": "B0DJFPW1QY", "price": "$31.32", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag Fidlock Magnetic Buckle Saddle Bag \u2013 Bike Seat Bag for Road and Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Large)", "asin": "B0CLKNGPS6", "price": "$34.11", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFRQ522", "price": "$29.45", "quantity": ""},
{"title": "Lumiere & Co. Classic Brick Bike Saddle Bag \u2013 Secure Hook & Loop Strap, Sleek Minimalist Design | Available in 2 Sizes & Multiple Colors, (Purple, Medium)", "asin": "B0CLKN4WZF", "price": "$19.25", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "FIDLOCK PUSH Saddle Bag 600, Underseat Bike Trunk Pouch", "asin": "B07BMYN4KD", "price": "$38.90", "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": "2025-04-19T03:49:48.178Z", // 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>
|
2025-04-19T03:49:48.178Z
|
click
|
product_option
|
rule
|
2025-04-19T03:49:48.178Z
|
click
|
product_option
|
train
| 154 |
2025-04-19T03:49:48.178Z
|
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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:09.575Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:19.353Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:37.129Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:42.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:44.065Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:46.106Z", "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": ""}],
"product_details": [{"title": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP6Q2X3X"}],
"product_options": [{"Size": "Medium"},
{"Color": "Blue"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Classic Brick Bike Saddle Bag \u2013 Secure Hook & Loop Strap, Sleek Minimalist Design | Available in 2 Sizes & Multiple Colors, (Purple, Medium)", "asin": "B0CLKN4WZF", "price": "$19.25", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "ENLEE Road Bike Saddle Bag Waterproof Bike Seat Bag Reflective Bicycle Storage Pouch Under Seat for Mountain Foldable Bikes Green", "asin": "B0DTK5TVHM", "price": "$18.99", "quantity": ""},
{"title": "FIDLOCK PUSH Saddle Bag 600, Underseat Bike Trunk Pouch", "asin": "B07BMYN4KD", "price": "$38.90", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus", "asin": "B0DJFPW1QY", "price": "$31.32", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag Fidlock Magnetic Buckle Saddle Bag \u2013 Bike Seat Bag for Road and Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Large)", "asin": "B0CLKNGPS6", "price": "$34.11", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFRQ522", "price": "$29.45", "quantity": ""},
{"title": "Lumiere & Co. Classic Brick Bike Saddle Bag \u2013 Secure Hook & Loop Strap, Sleek Minimalist Design | Available in 2 Sizes & Multiple Colors, (Purple, Medium)", "asin": "B0CLKN4WZF", "price": "$19.25", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "FIDLOCK PUSH Saddle Bag 600, Underseat Bike Trunk Pouch", "asin": "B07BMYN4KD", "price": "$38.90", "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": "2025-04-19T03:49:48.178Z", // 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\": \"2025-04-16T21:04:46.556Z\", \"action\": \"click_product\", \"action_argument\": \"B09654V9YX\"}\n{\"timestamp\": \"2025-04-16T21:05:23.313Z\", \"action\": \"click_product\", \"action_argument\": \"B07D6MY66N\"}\n{\"timestamp\": \"2025-04-16T21:05:50.364Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-16T21:06:41.217Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2VB8HWF\"}\n{\"timestamp\": \"2025-04-16T21:06:49.027Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:06:54.108Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:07:22.247Z\", \"action\": \"click_product\", \"action_argument\": \"B08NVF8VWK\"}\n{\"timestamp\": \"2025-04-16T21:07:43.923Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:07:57.466Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:10.250Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:14.450Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:17.717Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:21.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:26.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:08:46.548Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-16T21:24:34.759Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:24:40.860Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:24:43.642Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:46.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:48.117Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:57.342Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:59.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:25:16.703Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:28.561Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T21:25:30.978Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:43.677Z\", \"action\": \"click_product\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T21:26:03.376Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:26:19.610Z\", \"action\": \"click_product\", \"action_argument\": \"B09DLF695Y\"}\n{\"timestamp\": \"2025-04-16T21:26:24.294Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:26:44.944Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.000Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:48.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:49.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:50.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:51.583Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:52.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:54.796Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:55.530Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.136Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.834Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:57.728Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:58.653Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:59.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:04.333Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:05.745Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:27:17.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:27:21.089Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:25.313Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:31.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:34.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:04.909Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:16.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:56.340Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:58.072Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:29:06.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:29:12.964Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:30:07.424Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6, B0DH7PNPPM, B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.118Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.784Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:24.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:25.183Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:26.504Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.057Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.913Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:29.854Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:44.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:46.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:48.814Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:50.736Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:53.308Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:54.367Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:56.259Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:57.946Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:59.424Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:00.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:01.760Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:02.699Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:03.813Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:08.833Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:11.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:12.836Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:13.881Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:14.707Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.060Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.723Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:19.004Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:20.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:22.157Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:24.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:33.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:37.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:38.533Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:41.516Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:46.088Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:47.799Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:50.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:49:09.575Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:49:19.353Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:37.129Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:42.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:44.065Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:46.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:48.178Z\", \"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\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\"},\n{\"price\": \"$19.25\"},\n{\"bullet_list\": \"Durable Construction: Built from high-quality, weather-resistant materials, this bicycle saddle bag is designed to withstand rain, mud, and all the elements, ensuring it will hold up ride after ride. The durable fabric and YKK zippers make this bike bag under seat ready for any condition. Tested and Trusted by Cyclists: With feedback from over 60+ influential cyclists and backed by 500+ glowing reviews from the Lumiere & Co. community, this saddle bag bicycle has been tested and proven to meet the demands of both professional and recreational riders. Variety of Choices: Available in multiple colors and sizes to match your style and needs.\\u200b Easy to Clean: Made from materials that are simple to wash, keeping your bag looking fresh.\\u200b Smart Storage: Stay organized with internal and external pockets, perfect for compartmentalizing your gear.\"},\n{\"asin\": \"B0CLKN4WZF\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Medium\"},\n{\"Color\": \"White\"}],\n\"promotion_items\": [{\"title\": \"Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Un...\", \"asin\": \"B0DJFQB41P\", \"price\": \"$31.32\", \"quantity\": \"\"},\n{\"title\": \"Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Se...\", \"asin\": \"B0CLKP5QXH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike ...\", \"asin\": \"B0CCRPJLVQ\", \"price\": \"$23.97\", \"quantity\": \"\"},\n{\"title\": \"Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bik...\", \"asin\": \"B0DH78XD3M\", \"price\": \"$15.09\", \"quantity\": \"\"},\n{\"title\": \"ENLEE Road Bike Saddle Bag Waterproof Bike Seat Bag Reflective Bicycle Storage Pouch Under Seat for Mountain Foldable Bikes Green\", \"asin\": \"B0DTK5TVHM\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Un...\", \"asin\": \"B0DJFPW1QY\", \"price\": \"$31.32\", \"quantity\": \"\"},\n{\"title\": \"Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Se...\", \"asin\": \"B0CLKNWRGP\", \"price\": \"$24.65\", \"quantity\": \"\"},\n{\"title\": \"Velmia Bicycle Saddle - Comfortable Saddle for Men and Women - 3 Zone Concept - Waterproof Bicycle Seat with Ergonomic Design\", \"asin\": \"B0845PVMNS\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bik...\", \"asin\": \"B0DH78XD3M\", \"price\": \"$15.09\", \"quantity\": \"\"},\n{\"title\": \"Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Roa...\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"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\": \"2025-04-19T03:49:52.629Z\", // 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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:09.575Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:19.353Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:37.129Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:42.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:44.065Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:46.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:48.178Z", "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": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.25"},
{"bullet_list": "Durable Construction: Built from high-quality, weather-resistant materials, this bicycle saddle bag is designed to withstand rain, mud, and all the elements, ensuring it will hold up ride after ride. The durable fabric and YKK zippers make this bike bag under seat ready for any condition. Tested and Trusted by Cyclists: With feedback from over 60+ influential cyclists and backed by 500+ glowing reviews from the Lumiere & Co. community, this saddle bag bicycle has been tested and proven to meet the demands of both professional and recreational riders. Variety of Choices: Available in multiple colors and sizes to match your style and needs.\u200b Easy to Clean: Made from materials that are simple to wash, keeping your bag looking fresh.\u200b Smart Storage: Stay organized with internal and external pockets, perfect for compartmentalizing your gear."},
{"asin": "B0CLKN4WZF"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "White"}],
"promotion_items": [{"title": "Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Un...", "asin": "B0DJFQB41P", "price": "$31.32", "quantity": ""},
{"title": "Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Se...", "asin": "B0CLKP5QXH", "price": "$24.99", "quantity": ""},
{"title": "Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike ...", "asin": "B0CCRPJLVQ", "price": "$23.97", "quantity": ""},
{"title": "Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bik...", "asin": "B0DH78XD3M", "price": "$15.09", "quantity": ""},
{"title": "ENLEE Road Bike Saddle Bag Waterproof Bike Seat Bag Reflective Bicycle Storage Pouch Under Seat for Mountain Foldable Bikes Green", "asin": "B0DTK5TVHM", "price": "$18.99", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Un...", "asin": "B0DJFPW1QY", "price": "$31.32", "quantity": ""},
{"title": "Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Se...", "asin": "B0CLKNWRGP", "price": "$24.65", "quantity": ""},
{"title": "Velmia Bicycle Saddle - Comfortable Saddle for Men and Women - 3 Zone Concept - Waterproof Bicycle Seat with Ergonomic Design", "asin": "B0845PVMNS", "price": "$34.99", "quantity": ""},
{"title": "Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bik...", "asin": "B0DH78XD3M", "price": "$15.09", "quantity": ""},
{"title": "Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Roa...", "asin": "B0BP6M3CL6", "price": "$17.25", "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": "2025-04-19T03:49:52.629Z", // 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>
|
2025-04-19T03:49:52.629Z
|
click
|
product_option
|
rule
|
2025-04-19T03:49:52.629Z
|
click
|
product_option
|
train
| 155 |
2025-04-19T03:49:52.629Z
|
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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:09.575Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:19.353Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:37.129Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:42.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:44.065Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:46.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:48.178Z", "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": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.25"},
{"bullet_list": "Durable Construction: Built from high-quality, weather-resistant materials, this bicycle saddle bag is designed to withstand rain, mud, and all the elements, ensuring it will hold up ride after ride. The durable fabric and YKK zippers make this bike bag under seat ready for any condition. Tested and Trusted by Cyclists: With feedback from over 60+ influential cyclists and backed by 500+ glowing reviews from the Lumiere & Co. community, this saddle bag bicycle has been tested and proven to meet the demands of both professional and recreational riders. Variety of Choices: Available in multiple colors and sizes to match your style and needs.\u200b Easy to Clean: Made from materials that are simple to wash, keeping your bag looking fresh.\u200b Smart Storage: Stay organized with internal and external pockets, perfect for compartmentalizing your gear."},
{"asin": "B0CLKN4WZF"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "White"}],
"promotion_items": [{"title": "Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Un...", "asin": "B0DJFQB41P", "price": "$31.32", "quantity": ""},
{"title": "Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Se...", "asin": "B0CLKP5QXH", "price": "$24.99", "quantity": ""},
{"title": "Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike ...", "asin": "B0CCRPJLVQ", "price": "$23.97", "quantity": ""},
{"title": "Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bik...", "asin": "B0DH78XD3M", "price": "$15.09", "quantity": ""},
{"title": "ENLEE Road Bike Saddle Bag Waterproof Bike Seat Bag Reflective Bicycle Storage Pouch Under Seat for Mountain Foldable Bikes Green", "asin": "B0DTK5TVHM", "price": "$18.99", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Un...", "asin": "B0DJFPW1QY", "price": "$31.32", "quantity": ""},
{"title": "Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Se...", "asin": "B0CLKNWRGP", "price": "$24.65", "quantity": ""},
{"title": "Velmia Bicycle Saddle - Comfortable Saddle for Men and Women - 3 Zone Concept - Waterproof Bicycle Seat with Ergonomic Design", "asin": "B0845PVMNS", "price": "$34.99", "quantity": ""},
{"title": "Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bik...", "asin": "B0DH78XD3M", "price": "$15.09", "quantity": ""},
{"title": "Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Roa...", "asin": "B0BP6M3CL6", "price": "$17.25", "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": "2025-04-19T03:49:52.629Z", // 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\": \"2025-04-16T21:04:46.556Z\", \"action\": \"click_product\", \"action_argument\": \"B09654V9YX\"}\n{\"timestamp\": \"2025-04-16T21:05:23.313Z\", \"action\": \"click_product\", \"action_argument\": \"B07D6MY66N\"}\n{\"timestamp\": \"2025-04-16T21:05:50.364Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-16T21:06:41.217Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2VB8HWF\"}\n{\"timestamp\": \"2025-04-16T21:06:49.027Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:06:54.108Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:07:22.247Z\", \"action\": \"click_product\", \"action_argument\": \"B08NVF8VWK\"}\n{\"timestamp\": \"2025-04-16T21:07:43.923Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:07:57.466Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:10.250Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:14.450Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:17.717Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:21.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:26.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:08:46.548Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-16T21:24:34.759Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:24:40.860Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:24:43.642Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:46.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:48.117Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:57.342Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:59.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:25:16.703Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:28.561Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T21:25:30.978Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:43.677Z\", \"action\": \"click_product\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T21:26:03.376Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:26:19.610Z\", \"action\": \"click_product\", \"action_argument\": \"B09DLF695Y\"}\n{\"timestamp\": \"2025-04-16T21:26:24.294Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:26:44.944Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.000Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:48.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:49.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:50.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:51.583Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:52.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:54.796Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:55.530Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.136Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.834Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:57.728Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:58.653Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:59.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:04.333Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:05.745Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:27:17.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:27:21.089Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:25.313Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:31.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:34.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:04.909Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:16.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:56.340Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:58.072Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:29:06.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:29:12.964Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:30:07.424Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6, B0DH7PNPPM, B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.118Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.784Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:24.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:25.183Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:26.504Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.057Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.913Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:29.854Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:44.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:46.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:48.814Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:50.736Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:53.308Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:54.367Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:56.259Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:57.946Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:59.424Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:00.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:01.760Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:02.699Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:03.813Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:08.833Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:11.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:12.836Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:13.881Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:14.707Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.060Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.723Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:19.004Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:20.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:22.157Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:24.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:33.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:37.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:38.533Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:41.516Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:46.088Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:47.799Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:50.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:49:09.575Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:49:19.353Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:37.129Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:42.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:44.065Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:46.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:48.178Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:52.629Z\", \"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\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\"},\n{\"bullet_list\": \"Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\\\" (W) x 3.5\\\" (L) x 5.5\\\" (H) Small: 2.5\\\" (W) x 1\\\" (L) x 5.5\\\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \\ud83d\\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty.\"},\n{\"asin\": \"B0BP6Q2X3X\"}],\n\"product_options\": [{\"Size\": \"Medium\"},\n{\"Color\": \"White\"}],\n\"promotion_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Classic Brick Bike Saddle Bag \\u2013 Secure Hook & Loop Strap, Sleek Minimalist Design | Available in 2 Sizes & Multiple Colors, (Purple, Medium)\", \"asin\": \"B0CLKN4WZF\", \"price\": \"$19.25\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"ENLEE Road Bike Saddle Bag Waterproof Bike Seat Bag Reflective Bicycle Storage Pouch Under Seat for Mountain Foldable Bikes Green\", \"asin\": \"B0DTK5TVHM\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"FIDLOCK PUSH Saddle Bag 600, Underseat Bike Trunk Pouch\", \"asin\": \"B07BMYN4KD\", \"price\": \"$38.90\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus\", \"asin\": \"B0DJFPW1QY\", \"price\": \"$31.32\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag Fidlock Magnetic Buckle Saddle Bag \\u2013 Bike Seat Bag for Road and Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Large)\", \"asin\": \"B0CLKNGPS6\", \"price\": \"$34.11\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DJFRQ522\", \"price\": \"$29.45\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Classic Brick Bike Saddle Bag \\u2013 Secure Hook & Loop Strap, Sleek Minimalist Design | Available in 2 Sizes & Multiple Colors, (Purple, Medium)\", \"asin\": \"B0CLKN4WZF\", \"price\": \"$19.25\", \"quantity\": \"\"},\n{\"title\": \"ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange\", \"asin\": \"B0DTK63MR4\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"FIDLOCK PUSH Saddle Bag 600, Underseat Bike Trunk Pouch\", \"asin\": \"B07BMYN4KD\", \"price\": \"$38.90\", \"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\": \"2025-04-19T03:49:54.589Z\", // 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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:09.575Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:19.353Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:37.129Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:42.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:44.065Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:46.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:48.178Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:52.629Z", "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": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP6Q2X3X"}],
"product_options": [{"Size": "Medium"},
{"Color": "White"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Classic Brick Bike Saddle Bag \u2013 Secure Hook & Loop Strap, Sleek Minimalist Design | Available in 2 Sizes & Multiple Colors, (Purple, Medium)", "asin": "B0CLKN4WZF", "price": "$19.25", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "ENLEE Road Bike Saddle Bag Waterproof Bike Seat Bag Reflective Bicycle Storage Pouch Under Seat for Mountain Foldable Bikes Green", "asin": "B0DTK5TVHM", "price": "$18.99", "quantity": ""},
{"title": "FIDLOCK PUSH Saddle Bag 600, Underseat Bike Trunk Pouch", "asin": "B07BMYN4KD", "price": "$38.90", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus", "asin": "B0DJFPW1QY", "price": "$31.32", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag Fidlock Magnetic Buckle Saddle Bag \u2013 Bike Seat Bag for Road and Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Large)", "asin": "B0CLKNGPS6", "price": "$34.11", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFRQ522", "price": "$29.45", "quantity": ""},
{"title": "Lumiere & Co. Classic Brick Bike Saddle Bag \u2013 Secure Hook & Loop Strap, Sleek Minimalist Design | Available in 2 Sizes & Multiple Colors, (Purple, Medium)", "asin": "B0CLKN4WZF", "price": "$19.25", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "FIDLOCK PUSH Saddle Bag 600, Underseat Bike Trunk Pouch", "asin": "B07BMYN4KD", "price": "$38.90", "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": "2025-04-19T03:49:54.589Z", // 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>
|
2025-04-19T03:49:54.589Z
|
click
|
product_option
|
rule
|
2025-04-19T03:49:54.589Z
|
click
|
product_option
|
train
| 156 |
2025-04-19T03:49:54.589Z
|
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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:09.575Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:19.353Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:37.129Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:42.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:44.065Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:46.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:48.178Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:52.629Z", "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": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP6Q2X3X"}],
"product_options": [{"Size": "Medium"},
{"Color": "White"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Classic Brick Bike Saddle Bag \u2013 Secure Hook & Loop Strap, Sleek Minimalist Design | Available in 2 Sizes & Multiple Colors, (Purple, Medium)", "asin": "B0CLKN4WZF", "price": "$19.25", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "ENLEE Road Bike Saddle Bag Waterproof Bike Seat Bag Reflective Bicycle Storage Pouch Under Seat for Mountain Foldable Bikes Green", "asin": "B0DTK5TVHM", "price": "$18.99", "quantity": ""},
{"title": "FIDLOCK PUSH Saddle Bag 600, Underseat Bike Trunk Pouch", "asin": "B07BMYN4KD", "price": "$38.90", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus", "asin": "B0DJFPW1QY", "price": "$31.32", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag Fidlock Magnetic Buckle Saddle Bag \u2013 Bike Seat Bag for Road and Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Large)", "asin": "B0CLKNGPS6", "price": "$34.11", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFRQ522", "price": "$29.45", "quantity": ""},
{"title": "Lumiere & Co. Classic Brick Bike Saddle Bag \u2013 Secure Hook & Loop Strap, Sleek Minimalist Design | Available in 2 Sizes & Multiple Colors, (Purple, Medium)", "asin": "B0CLKN4WZF", "price": "$19.25", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "FIDLOCK PUSH Saddle Bag 600, Underseat Bike Trunk Pouch", "asin": "B07BMYN4KD", "price": "$38.90", "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": "2025-04-19T03:49:54.589Z", // 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\": \"2025-04-16T21:04:46.556Z\", \"action\": \"click_product\", \"action_argument\": \"B09654V9YX\"}\n{\"timestamp\": \"2025-04-16T21:05:23.313Z\", \"action\": \"click_product\", \"action_argument\": \"B07D6MY66N\"}\n{\"timestamp\": \"2025-04-16T21:05:50.364Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-16T21:06:41.217Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2VB8HWF\"}\n{\"timestamp\": \"2025-04-16T21:06:49.027Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:06:54.108Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:07:22.247Z\", \"action\": \"click_product\", \"action_argument\": \"B08NVF8VWK\"}\n{\"timestamp\": \"2025-04-16T21:07:43.923Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:07:57.466Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:10.250Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:14.450Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:17.717Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:21.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:26.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:08:46.548Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-16T21:24:34.759Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:24:40.860Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:24:43.642Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:46.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:48.117Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:57.342Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:59.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:25:16.703Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:28.561Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T21:25:30.978Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:43.677Z\", \"action\": \"click_product\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T21:26:03.376Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:26:19.610Z\", \"action\": \"click_product\", \"action_argument\": \"B09DLF695Y\"}\n{\"timestamp\": \"2025-04-16T21:26:24.294Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:26:44.944Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.000Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:48.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:49.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:50.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:51.583Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:52.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:54.796Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:55.530Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.136Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.834Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:57.728Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:58.653Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:59.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:04.333Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:05.745Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:27:17.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:27:21.089Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:25.313Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:31.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:34.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:04.909Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:16.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:56.340Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:58.072Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:29:06.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:29:12.964Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:30:07.424Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6, B0DH7PNPPM, B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.118Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.784Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:24.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:25.183Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:26.504Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.057Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.913Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:29.854Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:44.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:46.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:48.814Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:50.736Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:53.308Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:54.367Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:56.259Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:57.946Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:59.424Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:00.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:01.760Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:02.699Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:03.813Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:08.833Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:11.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:12.836Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:13.881Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:14.707Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.060Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.723Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:19.004Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:20.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:22.157Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:24.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:33.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:37.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:38.533Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:41.516Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:46.088Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:47.799Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:50.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:49:09.575Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:49:19.353Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:37.129Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:42.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:44.065Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:46.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:48.178Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:52.629Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:54.589Z\", \"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\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\"},\n{\"price\": \"$19.25\"},\n{\"bullet_list\": \"Durable Construction: Built from high-quality, weather-resistant materials, this bicycle saddle bag is designed to withstand rain, mud, and all the elements, ensuring it will hold up ride after ride. The durable fabric and YKK zippers make this bike bag under seat ready for any condition. Tested and Trusted by Cyclists: With feedback from over 60+ influential cyclists and backed by 500+ glowing reviews from the Lumiere & Co. community, this saddle bag bicycle has been tested and proven to meet the demands of both professional and recreational riders. Variety of Choices: Available in multiple colors and sizes to match your style and needs.\\u200b Easy to Clean: Made from materials that are simple to wash, keeping your bag looking fresh.\\u200b Smart Storage: Stay organized with internal and external pockets, perfect for compartmentalizing your gear.\"},\n{\"asin\": \"B0CLKN4WZF\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Medium\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Un...\", \"asin\": \"B0DJFQB41P\", \"price\": \"$31.32\", \"quantity\": \"\"},\n{\"title\": \"Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Se...\", \"asin\": \"B0CLKP5QXH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike ...\", \"asin\": \"B0CCRPJLVQ\", \"price\": \"$23.97\", \"quantity\": \"\"},\n{\"title\": \"Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bik...\", \"asin\": \"B0DH78XD3M\", \"price\": \"$15.09\", \"quantity\": \"\"},\n{\"title\": \"ENLEE Road Bike Saddle Bag Waterproof Bike Seat Bag Reflective Bicycle Storage Pouch Under Seat for Mountain Foldable Bikes Green\", \"asin\": \"B0DTK5TVHM\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Un...\", \"asin\": \"B0DJFPW1QY\", \"price\": \"$31.32\", \"quantity\": \"\"},\n{\"title\": \"Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Se...\", \"asin\": \"B0CLKNWRGP\", \"price\": \"$24.65\", \"quantity\": \"\"},\n{\"title\": \"Velmia Bicycle Saddle - Comfortable Saddle for Men and Women - 3 Zone Concept - Waterproof Bicycle Seat with Ergonomic Design\", \"asin\": \"B0845PVMNS\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bik...\", \"asin\": \"B0DH78XD3M\", \"price\": \"$15.09\", \"quantity\": \"\"},\n{\"title\": \"Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Roa...\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"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\": \"2025-04-19T03:49:58.427Z\", // 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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:09.575Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:19.353Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:37.129Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:42.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:44.065Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:46.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:48.178Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:52.629Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:54.589Z", "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": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.25"},
{"bullet_list": "Durable Construction: Built from high-quality, weather-resistant materials, this bicycle saddle bag is designed to withstand rain, mud, and all the elements, ensuring it will hold up ride after ride. The durable fabric and YKK zippers make this bike bag under seat ready for any condition. Tested and Trusted by Cyclists: With feedback from over 60+ influential cyclists and backed by 500+ glowing reviews from the Lumiere & Co. community, this saddle bag bicycle has been tested and proven to meet the demands of both professional and recreational riders. Variety of Choices: Available in multiple colors and sizes to match your style and needs.\u200b Easy to Clean: Made from materials that are simple to wash, keeping your bag looking fresh.\u200b Smart Storage: Stay organized with internal and external pockets, perfect for compartmentalizing your gear."},
{"asin": "B0CLKN4WZF"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Un...", "asin": "B0DJFQB41P", "price": "$31.32", "quantity": ""},
{"title": "Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Se...", "asin": "B0CLKP5QXH", "price": "$24.99", "quantity": ""},
{"title": "Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike ...", "asin": "B0CCRPJLVQ", "price": "$23.97", "quantity": ""},
{"title": "Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bik...", "asin": "B0DH78XD3M", "price": "$15.09", "quantity": ""},
{"title": "ENLEE Road Bike Saddle Bag Waterproof Bike Seat Bag Reflective Bicycle Storage Pouch Under Seat for Mountain Foldable Bikes Green", "asin": "B0DTK5TVHM", "price": "$18.99", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Un...", "asin": "B0DJFPW1QY", "price": "$31.32", "quantity": ""},
{"title": "Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Se...", "asin": "B0CLKNWRGP", "price": "$24.65", "quantity": ""},
{"title": "Velmia Bicycle Saddle - Comfortable Saddle for Men and Women - 3 Zone Concept - Waterproof Bicycle Seat with Ergonomic Design", "asin": "B0845PVMNS", "price": "$34.99", "quantity": ""},
{"title": "Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bik...", "asin": "B0DH78XD3M", "price": "$15.09", "quantity": ""},
{"title": "Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Roa...", "asin": "B0BP6M3CL6", "price": "$17.25", "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": "2025-04-19T03:49:58.427Z", // 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>
|
2025-04-19T03:49:58.427Z
|
click
|
product_option
|
rule
|
2025-04-19T03:49:58.427Z
|
click
|
product_option
|
train
| 157 |
2025-04-19T03:49:58.427Z
|
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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:09.575Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:19.353Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:37.129Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:42.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:44.065Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:46.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:48.178Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:52.629Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:54.589Z", "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": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.25"},
{"bullet_list": "Durable Construction: Built from high-quality, weather-resistant materials, this bicycle saddle bag is designed to withstand rain, mud, and all the elements, ensuring it will hold up ride after ride. The durable fabric and YKK zippers make this bike bag under seat ready for any condition. Tested and Trusted by Cyclists: With feedback from over 60+ influential cyclists and backed by 500+ glowing reviews from the Lumiere & Co. community, this saddle bag bicycle has been tested and proven to meet the demands of both professional and recreational riders. Variety of Choices: Available in multiple colors and sizes to match your style and needs.\u200b Easy to Clean: Made from materials that are simple to wash, keeping your bag looking fresh.\u200b Smart Storage: Stay organized with internal and external pockets, perfect for compartmentalizing your gear."},
{"asin": "B0CLKN4WZF"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Un...", "asin": "B0DJFQB41P", "price": "$31.32", "quantity": ""},
{"title": "Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Se...", "asin": "B0CLKP5QXH", "price": "$24.99", "quantity": ""},
{"title": "Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike ...", "asin": "B0CCRPJLVQ", "price": "$23.97", "quantity": ""},
{"title": "Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bik...", "asin": "B0DH78XD3M", "price": "$15.09", "quantity": ""},
{"title": "ENLEE Road Bike Saddle Bag Waterproof Bike Seat Bag Reflective Bicycle Storage Pouch Under Seat for Mountain Foldable Bikes Green", "asin": "B0DTK5TVHM", "price": "$18.99", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Un...", "asin": "B0DJFPW1QY", "price": "$31.32", "quantity": ""},
{"title": "Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Se...", "asin": "B0CLKNWRGP", "price": "$24.65", "quantity": ""},
{"title": "Velmia Bicycle Saddle - Comfortable Saddle for Men and Women - 3 Zone Concept - Waterproof Bicycle Seat with Ergonomic Design", "asin": "B0845PVMNS", "price": "$34.99", "quantity": ""},
{"title": "Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bik...", "asin": "B0DH78XD3M", "price": "$15.09", "quantity": ""},
{"title": "Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Roa...", "asin": "B0BP6M3CL6", "price": "$17.25", "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": "2025-04-19T03:49:58.427Z", // 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\": \"2025-04-16T21:04:46.556Z\", \"action\": \"click_product\", \"action_argument\": \"B09654V9YX\"}\n{\"timestamp\": \"2025-04-16T21:05:23.313Z\", \"action\": \"click_product\", \"action_argument\": \"B07D6MY66N\"}\n{\"timestamp\": \"2025-04-16T21:05:50.364Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-16T21:06:41.217Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2VB8HWF\"}\n{\"timestamp\": \"2025-04-16T21:06:49.027Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:06:54.108Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:07:22.247Z\", \"action\": \"click_product\", \"action_argument\": \"B08NVF8VWK\"}\n{\"timestamp\": \"2025-04-16T21:07:43.923Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:07:57.466Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:10.250Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:14.450Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:17.717Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:21.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:26.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:08:46.548Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-16T21:24:34.759Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:24:40.860Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:24:43.642Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:46.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:48.117Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:57.342Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:59.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:25:16.703Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:28.561Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T21:25:30.978Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:43.677Z\", \"action\": \"click_product\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T21:26:03.376Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:26:19.610Z\", \"action\": \"click_product\", \"action_argument\": \"B09DLF695Y\"}\n{\"timestamp\": \"2025-04-16T21:26:24.294Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:26:44.944Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.000Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:48.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:49.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:50.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:51.583Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:52.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:54.796Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:55.530Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.136Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.834Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:57.728Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:58.653Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:59.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:04.333Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:05.745Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:27:17.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:27:21.089Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:25.313Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:31.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:34.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:04.909Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:16.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:56.340Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:58.072Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:29:06.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:29:12.964Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:30:07.424Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6, B0DH7PNPPM, B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.118Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.784Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:24.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:25.183Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:26.504Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.057Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.913Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:29.854Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:44.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:46.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:48.814Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:50.736Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:53.308Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:54.367Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:56.259Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:57.946Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:59.424Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:00.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:01.760Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:02.699Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:03.813Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:08.833Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:11.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:12.836Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:13.881Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:14.707Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.060Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.723Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:19.004Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:20.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:22.157Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:24.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:33.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:37.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:38.533Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:41.516Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:46.088Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:47.799Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:50.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:49:09.575Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:49:19.353Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:37.129Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:42.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:44.065Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:46.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:48.178Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:52.629Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:54.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:58.427Z\", \"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\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\"},\n{\"price\": \"$19.56\"},\n{\"bullet_list\": \"Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\\\" (W) x 3.5\\\" (L) x 5.5\\\" (H) Small: 2.5\\\" (W) x 1\\\" (L) x 5.5\\\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \\ud83d\\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty.\"},\n{\"asin\": \"B0BP69X89N\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Medium\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote\", \"asin\": \"B0DP545KQK\", \"price\": \"$30.00\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes\", \"asin\": \"B0DK4KQ8MQ\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DJFQXT2R\", \"price\": \"$29.45\", \"quantity\": \"\"},\n{\"title\": \"ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange\", \"asin\": \"B0DTK63MR4\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"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\": \"2025-04-19T03:50:01.796Z\", // 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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:09.575Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:19.353Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:37.129Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:42.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:44.065Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:46.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:48.178Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:52.629Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:54.589Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:58.427Z", "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": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:50:01.796Z", // 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>
|
2025-04-19T03:50:01.796Z
|
click
|
product_option
|
rule
|
2025-04-19T03:50:01.796Z
|
click
|
product_option
|
train
| 158 |
2025-04-19T03:50:01.796Z
|
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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:09.575Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:19.353Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:37.129Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:42.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:44.065Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:46.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:48.178Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:52.629Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:54.589Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:58.427Z", "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": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:50:01.796Z", // 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\": \"2025-04-16T21:04:46.556Z\", \"action\": \"click_product\", \"action_argument\": \"B09654V9YX\"}\n{\"timestamp\": \"2025-04-16T21:05:23.313Z\", \"action\": \"click_product\", \"action_argument\": \"B07D6MY66N\"}\n{\"timestamp\": \"2025-04-16T21:05:50.364Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-16T21:06:41.217Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2VB8HWF\"}\n{\"timestamp\": \"2025-04-16T21:06:49.027Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:06:54.108Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:07:22.247Z\", \"action\": \"click_product\", \"action_argument\": \"B08NVF8VWK\"}\n{\"timestamp\": \"2025-04-16T21:07:43.923Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:07:57.466Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:10.250Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:14.450Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:17.717Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:21.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:26.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:08:46.548Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-16T21:24:34.759Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:24:40.860Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:24:43.642Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:46.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:48.117Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:57.342Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:59.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:25:16.703Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:28.561Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T21:25:30.978Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:43.677Z\", \"action\": \"click_product\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T21:26:03.376Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:26:19.610Z\", \"action\": \"click_product\", \"action_argument\": \"B09DLF695Y\"}\n{\"timestamp\": \"2025-04-16T21:26:24.294Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:26:44.944Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.000Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:48.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:49.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:50.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:51.583Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:52.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:54.796Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:55.530Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.136Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.834Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:57.728Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:58.653Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:59.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:04.333Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:05.745Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:27:17.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:27:21.089Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:25.313Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:31.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:34.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:04.909Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:16.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:56.340Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:58.072Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:29:06.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:29:12.964Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:30:07.424Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6, B0DH7PNPPM, B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.118Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.784Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:24.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:25.183Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:26.504Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.057Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.913Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:29.854Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:44.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:46.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:48.814Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:50.736Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:53.308Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:54.367Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:56.259Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:57.946Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:59.424Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:00.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:01.760Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:02.699Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:03.813Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:08.833Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:11.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:12.836Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:13.881Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:14.707Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.060Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.723Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:19.004Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:20.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:22.157Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:24.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:33.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:37.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:38.533Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:41.516Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:46.088Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:47.799Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:50.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:49:09.575Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:49:19.353Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:37.129Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:42.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:44.065Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:46.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:48.178Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:52.629Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:54.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:58.427Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:50:01.796Z\", \"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\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\"},\n{\"price\": \"$19.56\"},\n{\"bullet_list\": \"Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\\\" (W) x 3.5\\\" (L) x 5.5\\\" (H) Small: 2.5\\\" (W) x 1\\\" (L) x 5.5\\\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \\ud83d\\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty.\"},\n{\"asin\": \"B0BP69X89N\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Medium\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote\", \"asin\": \"B0DP545KQK\", \"price\": \"$30.00\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes\", \"asin\": \"B0DK4KQ8MQ\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DJFQXT2R\", \"price\": \"$29.45\", \"quantity\": \"\"},\n{\"title\": \"ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange\", \"asin\": \"B0DTK63MR4\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"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\": \"2025-04-19T03:50:02.753Z\", // 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|>
{"timestamp": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:09.575Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:19.353Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:37.129Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:42.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:44.065Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:46.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:48.178Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:52.629Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:54.589Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:58.427Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:01.796Z", "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": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:50:02.753Z", // 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>
|
2025-04-19T03:50:02.753Z
|
click
|
product_option
|
rule
|
2025-04-19T03:50:02.753Z
|
click
|
product_option
|
train
| 159 |
2025-04-19T03:50:02.753Z
|
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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:09.575Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:19.353Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:37.129Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:42.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:44.065Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:46.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:48.178Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:52.629Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:54.589Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:58.427Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:01.796Z", "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": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:50:02.753Z", // 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{\"timestamp\": \"2025-04-16T21:04:46.556Z\", \"action\": \"click_product\", \"action_argument\": \"B09654V9YX\"}\n{\"timestamp\": \"2025-04-16T21:05:23.313Z\", \"action\": \"click_product\", \"action_argument\": \"B07D6MY66N\"}\n{\"timestamp\": \"2025-04-16T21:05:50.364Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-16T21:06:41.217Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2VB8HWF\"}\n{\"timestamp\": \"2025-04-16T21:06:49.027Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:06:54.108Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-16T21:07:22.247Z\", \"action\": \"click_product\", \"action_argument\": \"B08NVF8VWK\"}\n{\"timestamp\": \"2025-04-16T21:07:43.923Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:07:57.466Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:10.250Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:14.450Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:17.717Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:21.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:08:26.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:08:46.548Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-16T21:24:34.759Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:24:40.860Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:24:43.642Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:46.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:48.117Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:57.342Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:59.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:25:16.703Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:28.561Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T21:25:30.978Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:43.677Z\", \"action\": \"click_product\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T21:26:03.376Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:26:19.610Z\", \"action\": \"click_product\", \"action_argument\": \"B09DLF695Y\"}\n{\"timestamp\": \"2025-04-16T21:26:24.294Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:26:44.944Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.000Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:48.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:49.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:50.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:51.583Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:52.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:54.796Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:55.530Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.136Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.834Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:57.728Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:58.653Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:59.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:04.333Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:05.745Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:27:17.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:27:21.089Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:25.313Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:31.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:34.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:04.909Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:16.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:56.340Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:58.072Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:29:06.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:29:12.964Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:30:07.424Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6, B0DH7PNPPM, B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.118Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.784Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:24.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:25.183Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:26.504Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.057Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.913Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:29.854Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:44.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:46.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:48.814Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:50.736Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:53.308Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:54.367Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:56.259Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:57.946Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:59.424Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:00.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:01.760Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:02.699Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:03.813Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:08.833Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:11.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:12.836Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:13.881Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:14.707Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.060Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.723Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:19.004Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:20.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:22.157Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:24.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:33.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:37.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:38.533Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:41.516Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:46.088Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:47.799Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:50.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:49:09.575Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:49:19.353Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:37.129Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:42.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:44.065Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:46.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:48.178Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:52.629Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:54.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:58.427Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:50:01.796Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:50:02.753Z\", \"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\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\"},\n{\"price\": \"$19.56\"},\n{\"bullet_list\": \"Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\\\" (W) x 3.5\\\" (L) x 5.5\\\" (H) Small: 2.5\\\" (W) x 1\\\" (L) x 5.5\\\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \\ud83d\\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty.\"},\n{\"asin\": \"B0BP69X89N\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Medium\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote\", \"asin\": \"B0DP545KQK\", \"price\": \"$30.00\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes\", \"asin\": \"B0DK4KQ8MQ\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DJFQXT2R\", \"price\": \"$29.45\", \"quantity\": \"\"},\n{\"title\": \"ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange\", \"asin\": \"B0DTK63MR4\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"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\": \"2025-04-19T03:50:22.856Z\", // 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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:09.575Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:19.353Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:37.129Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:42.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:44.065Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:46.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:48.178Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:52.629Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:54.589Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:58.427Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:01.796Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:02.753Z", "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": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:50:22.856Z", // 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>
|
2025-04-19T03:50:22.856Z
|
purchase
|
B0BP69X89N
|
rule
|
2025-04-19T03:50:22.856Z
|
purchase
|
B0BP69X89N
|
train
| 160 |
2025-04-19T03:50:22.856Z
|
purchase
|
B0BP69X89N
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
{"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
{"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
{"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
{"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:09.575Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:19.353Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:37.129Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:42.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:44.065Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:46.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:48.178Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:52.629Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:54.589Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:58.427Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:01.796Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:02.753Z", "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": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,"},
{"price": "$19.56"},
{"bullet_list": "Multiple Sizes & Colors: Available in two convenient sizes: Medium: 2.5\" (W) x 3.5\" (L) x 5.5\" (H) Small: 2.5\" (W) x 1\" (L) x 5.5\" (H) Heavy-Duty Velcro Straps: Our reinforced wide velcro straps are designed to securely fasten your bike bag without slipping or shifting during rides. Satisfaction Guaranteed: If you encounter any issues, contact Lumiere & Co. with photos, and we\u2019ll make it right. EASY INSTALLATION & VERSATILE MOUNTING Effortless Setup: One simple loop around your saddle rails, and your bike bag is securely locked in. MINIMAL DESIGN - FUNCTIONAL & FLY Low-Profile Look: Brick-shaped design in flat black with our signature minimalist logo. ORGANIZED & PRACTICAL STORAGE Optimized Interior: Multiple interior and exterior pockets for cash, keys, snack bars, or small repair tools. \ud83d\udcaf LIFETIME WARRANTY & CUSTOMER SUPPORT Quality You Can Trust: Lumiere & Co. stands by our craftsmanship and this product offers a 1 year warranty."},
{"asin": "B0BP69X89N"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Black"}],
"promotion_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "UNIQOCK Bike Seat Bag, Bicycle Saddle Bag,Bike Saddle Bag - Waterproof Bicycle Seat Bag with Bottle Holder, Cycling Bag, Bike Bag for all our essentials, bike bags for Mountain Road Bikes", "asin": "B0DK4KQ8MQ", "price": "$23.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "ENLEE Bike Seat Bag Waterproof Bicycle Saddle Bag Reflective Bike Accessories Storage Pouch Under Seat for Road Mountain Foldable Bikes Large Orange", "asin": "B0DTK63MR4", "price": "$17.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "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": "2025-04-19T03:50:22.856Z", // 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\": \"2025-04-16T21:08:46.548Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-16T21:24:34.759Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:24:40.860Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:24:43.642Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:46.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:48.117Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:57.342Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:59.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:25:16.703Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:28.561Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T21:25:30.978Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:43.677Z\", \"action\": \"click_product\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T21:26:03.376Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:26:19.610Z\", \"action\": \"click_product\", \"action_argument\": \"B09DLF695Y\"}\n{\"timestamp\": \"2025-04-16T21:26:24.294Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:26:44.944Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.000Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:48.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:49.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:50.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:51.583Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:52.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:54.796Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:55.530Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.136Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.834Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:57.728Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:58.653Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:59.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:04.333Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:05.745Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:27:17.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:27:21.089Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:25.313Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:31.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:34.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:04.909Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:16.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:56.340Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:58.072Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:29:06.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:29:12.964Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:30:07.424Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6, B0DH7PNPPM, B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.118Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.784Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:24.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:25.183Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:26.504Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.057Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.913Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:29.854Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:44.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:46.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:48.814Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:50.736Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:53.308Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:54.367Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:56.259Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:57.946Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:59.424Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:00.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:01.760Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:02.699Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:03.813Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:08.833Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:11.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:12.836Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:13.881Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:14.707Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.060Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.723Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:19.004Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:20.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:22.157Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:24.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:33.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:37.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:38.533Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:41.516Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:46.088Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:47.799Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:50.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:49:09.575Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:49:19.353Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:37.129Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:42.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:44.065Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:46.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:48.178Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:52.629Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:54.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:58.427Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:50:01.796Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:50:02.753Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:50:22.856Z\", \"action\": \"purchase\", \"action_argument\": \"B0BP69X89N\"}\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\"promotion_items\": [{\"title\": \"Philips Norelco Hair Clipper 7000 Series, Hair and Beard Trimmer, Precision Dial, PowerAdapt Sensor, Trim-and-Flow, DualCut, DuraPower, 28 Length Settings, 90 Min. Runtime, HC7650/40\", \"asin\": \"B0DFPJGHSP\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"Jo Malone Cologne Spray for Women, Wild Bluebell, 1 Ounce\", \"asin\": \"B005S38S9Y\", \"price\": \"$59.35\", \"quantity\": \"\"},\n{\"title\": \"Essie Treat Love Color Nail Enamel Berry Best, 0.46Fl Oz\", \"asin\": \"B08LZD3XFP\", \"price\": \"$5.45\", \"quantity\": \"\"},\n{\"title\": \"COLORLOMO Semi Permanent Hair Color - 6 oz Color Depositing Conditioner with Shea Butter & Almond Oil - Color Conditioner Depositing Hair Mask - Vegan, Paraben, Ammonia & Sulfate Free - Pink\", \"asin\": \"B0D45DTDDP\", \"price\": \"$16.06\", \"quantity\": \"\"},\n{\"title\": \"Heyhae Semi Cured Gel Nail Strips | No LED Lamp Needed | Solid, Blue, Spring | Easy Apply & Remove, Salon Quality | Includes 28 Strips, 1 Prep Pads, Nail File & Wooden stick - Hey, It's Your Era\", \"asin\": \"B0D287QB9S\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"NARS Light Reflecting Foundation - Advanced Makeup-Skincare Hybrid Foundation - 30ml (Gobi - Light 3)\", \"asin\": \"B0B9T4Z4DV\", \"price\": \"$27.00\", \"quantity\": \"\"},\n{\"title\": \"Hermes Un Jardin A Cythere for Unisex - 3.3 oz EDT Spray (Refillable)\", \"asin\": \"B0BX3SCPYH\", \"price\": \"$53.64\", \"quantity\": \"\"},\n{\"title\": \"Farmacy Makeup Remover Cleansing Balm - Honey Vanilla Waterproof Makeup Remover & Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (100ml)\", \"asin\": \"B0CT5Z8C3J\", \"price\": \"$36.00\", \"quantity\": \"\"},\n{\"title\": \"Multi Tool 19 Gold\", \"asin\": \"B002VYB4QC\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"Park Tool PolyLube 1000 Bicycle Grease\", \"asin\": \"B000NORVHI\", \"price\": \"$11.17\", \"quantity\": \"\"},\n{\"title\": \"Granite Juicy Nipple Valve Cap with Valve Core Removing Function, Easy to Use Bike Tire Caps Dust Covers, Durable Alloy Tire Valve Cap (Blue)\", \"asin\": \"B07KK67TPQ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"BikeHand Bike Repair Stand | Lightweight & 360 Adjustable Home Bicycle Mechanics Workstand w/Magnetic Tool Plate | Quick Release Portable Bike Maintenance Stand for Mountain & Road Bike\", \"asin\": \"B00D9B7OKQ\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"WTB Volt Bike Saddle - Comfortable Medium Thickness Padding, Contoured Shape with a Flex-Tuned Shell - Lightweight MTB Saddle for Optimal Support & Performance\", \"asin\": \"B07X2TSH9N\", \"price\": \"$32.20\", \"quantity\": \"\"},\n{\"title\": \"baleaf Men's 3D Padded Bike Shorts Cycling Underwear MTB Liner\", \"asin\": \"B00MTE6OTQ\", \"price\": \"$22.99\", \"quantity\": \"\"}],\n\"saved_items\": [{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"options\": [{\"Color\": \"Ocean Mist&Sea Salt\\uff08Tassel Ceramic)\"}]},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"options\": [{\"Color\": \"White Jasmine(Square Ceramic)\"}]},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"options\": [{\"Color\": \"Ocean Mist&Sea Salt\\uff08Square Ceramic)\"}]},\n{\"title\": \"Fizik Terra Bondcush Tacky,Gravel and Road Cycling bar Tape, Green, 3mm\", \"asin\": \"B07HY3WF49\", \"options\": [{\"Style\": \"Terra Bondcush Tacky\"}, {\"Color\": \"Green\"}, {\"Size\": \"3mm\"}]},\n{\"title\": \"ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz\", \"asin\": \"B07NF994VJ\", \"options\": [{\"Size\": \"16 Fl Oz (Pack of 1)\"}, {\"Style\": \"Extra Gentle\"}]},\n{\"title\": \"Keyboard Stand Piano 61 Key Piano Stand for 88 Keyboard 76 Key Keyboard Stand Locking Straps Adjustable Digital Piano Stand Electric Piano Stand for Students Adults Sturdy Musical Keyboard Stand(Grey)\", \"asin\": \"B0BRK5JKPK\", \"options\": [{\"Item Shape\": \"U Grey\"}]},\n{\"asin\": \"B0BRK5JKPK\", \"options\": []},\n{\"title\": \"M-Audio SP-2 - Universal Sustain Pedal with Piano Style Action For MIDI Keyboards, Digital Pianos & More\", \"asin\": \"B00063678K\", \"options\": [{\"Style\": \"Sustain Pedal\"}]},\n{\"title\": \"MIMORE Metal Straw for Owala 24 oz 32 oz - 6 PCS Satinless Steel Straw Compatible with Owala Straw Replacement - Resuable & Dishwasher Safe\", \"asin\": \"B0DLB23DTS\", \"options\": [{\"Size\": \"24 oz 32 oz\"}]},\n{\"title\": \"Nutella Biscuits, 20 Count Cookies, Hazelnut Spread with Cocoa, Holiday Christmas Cookies, 9.7 oz\", \"asin\": \"B0C449R6PX\", \"price\": \"$4.76\", \"options\": [{\"Size\": \"9.7 Ounce (Pack of 1)\"}]},\n{\"title\": \"UINI Door Mat Outdoor Indoor Welcome Mats, Cute Cat Front Doormat, Non Slip Durable Entrance Rugs for Front Door, Inside Outside Entry, Porch, Resist Dirt, 17\\\" x 30\\\", Easy to Clean\", \"asin\": \"B0B5N7N4K1\", \"options\": [{\"Color\": \"Cute Cat\"}, {\"Size\": \"1'5\\\" x 2'6\\\" (Rectangular)\"}]},\n{\"asin\": \"B0B5N7N4K1\", \"options\": []},\n{\"title\": \"L'Or\\u00e9al Professionnel Absolut Repair 10-in-1 Oil - Multi-Benefit Oil For Dry & Damaged Hair, Repairs Hair and Provides Shine With Quinoa and Proteins\", \"asin\": \"B0918FHY6P\", \"options\": []},\n{\"title\": \"Terramycin Antibiotic Ointment for Eye Infection Treatment in Dogs, Cats, Cattle, Horses, and Sheep, 0.125oz Tube\", \"asin\": \"B00063KGUK\", \"price\": \"$34.89\", \"options\": [{\"Style\": \"Modern\"}]},\n{\"title\": \"Potaroma Flapping Owl Cat Toys (No Flying), Lifelike Bird Chirp, Rechargeable Touch Activated Kitten Toy, Interactive Catnip Kicker Exercise Toys 4.0\\\" for All Breeds\", \"asin\": \"B0CBWX73PD\", \"options\": [{\"Style\": \"Owl\"}]},\n{\"title\": \"Fresh Step Outstretch Advanced Long Lasting Clumping Litter Simply Unscented, Activated Charcoal Litter Lasts 50% Longer, 32 lbs. (2 x 16 lb. Box)\", \"asin\": \"B09ZPWJJBW\", \"options\": [{\"Scent\": \"Unscented\"}]},\n{\"asin\": \"B09ZPWJJBW\", \"options\": []},\n{\"title\": \"Jellycat Smudge Fox Stuffed Animal, 9.5 inches - Woodland Animal Plush Toy - Classic Children's Gift\", \"asin\": \"B07Y5G9TG7\", \"options\": []},\n{\"title\": \"ARM & HAMMER Clump & Seal SLIDE Platinum Multi-Cat Clumping Litter, Easy Clean, Superior Odor Control, 37 Lbs\", \"asin\": \"B07GL8SLKY\", \"options\": [{\"Size\": \"37 lb\"}]},\n{\"asin\": \"B07GL8SLKY\", \"options\": []},\n{\"title\": \"Fresh Step Outstretch Advanced Long Lasting Clumping Litter with Febreze Freshness, Activated Charcoal Litter Lasts 50% Longer, 32 lbs. (2 x 16 lb. Box)\", \"asin\": \"B093QNWC6T\", \"options\": [{\"Scent\": \"Febreze Clean Scent\"}]},\n{\"asin\": \"B093QNWC6T\", \"options\": []},\n{\"title\": \"SmartyKat Hot Pursuit Electronic Concealed Motion Cat Toy, Battery Powered - Blue, One Size\", \"asin\": \"B06WP7F8YC\", \"options\": [{\"Color\": \"Blue\"}, {\"Size\": \"Set of 1\"}]},\n{\"title\": \"Harney & Sons Dragon Pearl Jasmine Tea, 20 Count(Pack of 1)\", \"asin\": \"B000OQXXOA\", \"options\": []},\n{\"title\": \"Rishi Tea Jasmine Green Tea - Organic Loose Leaf Tea, Caffeinated Scented Chinese Green Tea with Floral Aroma & Taste - 16 Ounces, 64+ Servings\", \"asin\": \"B007PY1BK2\", \"options\": [{\"Flavor Name\": \"Jasmine\"}, {\"Size\": \"16 Ounce (Pack of 1)\"}]}]\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\": \"2025-04-19T03:51:36.642Z\", // 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": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:09.575Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:19.353Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:37.129Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:42.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:44.065Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:46.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:48.178Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:52.629Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:54.589Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:58.427Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:01.796Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:02.753Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:22.856Z", "action": "purchase", "action_argument": "B0BP69X89N"}
<|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": ""}],
"promotion_items": [{"title": "Philips Norelco Hair Clipper 7000 Series, Hair and Beard Trimmer, Precision Dial, PowerAdapt Sensor, Trim-and-Flow, DualCut, DuraPower, 28 Length Settings, 90 Min. Runtime, HC7650/40", "asin": "B0DFPJGHSP", "price": "$44.99", "quantity": ""},
{"title": "Jo Malone Cologne Spray for Women, Wild Bluebell, 1 Ounce", "asin": "B005S38S9Y", "price": "$59.35", "quantity": ""},
{"title": "Essie Treat Love Color Nail Enamel Berry Best, 0.46Fl Oz", "asin": "B08LZD3XFP", "price": "$5.45", "quantity": ""},
{"title": "COLORLOMO Semi Permanent Hair Color - 6 oz Color Depositing Conditioner with Shea Butter & Almond Oil - Color Conditioner Depositing Hair Mask - Vegan, Paraben, Ammonia & Sulfate Free - Pink", "asin": "B0D45DTDDP", "price": "$16.06", "quantity": ""},
{"title": "Heyhae Semi Cured Gel Nail Strips | No LED Lamp Needed | Solid, Blue, Spring | Easy Apply & Remove, Salon Quality | Includes 28 Strips, 1 Prep Pads, Nail File & Wooden stick - Hey, It's Your Era", "asin": "B0D287QB9S", "price": "$9.99", "quantity": ""},
{"title": "NARS Light Reflecting Foundation - Advanced Makeup-Skincare Hybrid Foundation - 30ml (Gobi - Light 3)", "asin": "B0B9T4Z4DV", "price": "$27.00", "quantity": ""},
{"title": "Hermes Un Jardin A Cythere for Unisex - 3.3 oz EDT Spray (Refillable)", "asin": "B0BX3SCPYH", "price": "$53.64", "quantity": ""},
{"title": "Farmacy Makeup Remover Cleansing Balm - Honey Vanilla Waterproof Makeup Remover & Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (100ml)", "asin": "B0CT5Z8C3J", "price": "$36.00", "quantity": ""},
{"title": "Multi Tool 19 Gold", "asin": "B002VYB4QC", "price": "$31.99", "quantity": ""},
{"title": "Park Tool PolyLube 1000 Bicycle Grease", "asin": "B000NORVHI", "price": "$11.17", "quantity": ""},
{"title": "Granite Juicy Nipple Valve Cap with Valve Core Removing Function, Easy to Use Bike Tire Caps Dust Covers, Durable Alloy Tire Valve Cap (Blue)", "asin": "B07KK67TPQ", "price": "$7.99", "quantity": ""},
{"title": "BikeHand Bike Repair Stand | Lightweight & 360 Adjustable Home Bicycle Mechanics Workstand w/Magnetic Tool Plate | Quick Release Portable Bike Maintenance Stand for Mountain & Road Bike", "asin": "B00D9B7OKQ", "price": "$99.99", "quantity": ""},
{"title": "WTB Volt Bike Saddle - Comfortable Medium Thickness Padding, Contoured Shape with a Flex-Tuned Shell - Lightweight MTB Saddle for Optimal Support & Performance", "asin": "B07X2TSH9N", "price": "$32.20", "quantity": ""},
{"title": "baleaf Men's 3D Padded Bike Shorts Cycling Underwear MTB Liner", "asin": "B00MTE6OTQ", "price": "$22.99", "quantity": ""}],
"saved_items": [{"title": "Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0D418HHPL", "options": [{"Color": "Ocean Mist&Sea Salt\uff08Tassel Ceramic)"}]},
{"title": "Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0DBZ3JYRF", "options": [{"Color": "White Jasmine(Square Ceramic)"}]},
{"title": "Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0CMQZ2HFJ", "options": [{"Color": "Ocean Mist&Sea Salt\uff08Square Ceramic)"}]},
{"title": "Fizik Terra Bondcush Tacky,Gravel and Road Cycling bar Tape, Green, 3mm", "asin": "B07HY3WF49", "options": [{"Style": "Terra Bondcush Tacky"}, {"Color": "Green"}, {"Size": "3mm"}]},
{"title": "ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz", "asin": "B07NF994VJ", "options": [{"Size": "16 Fl Oz (Pack of 1)"}, {"Style": "Extra Gentle"}]},
{"title": "Keyboard Stand Piano 61 Key Piano Stand for 88 Keyboard 76 Key Keyboard Stand Locking Straps Adjustable Digital Piano Stand Electric Piano Stand for Students Adults Sturdy Musical Keyboard Stand(Grey)", "asin": "B0BRK5JKPK", "options": [{"Item Shape": "U Grey"}]},
{"asin": "B0BRK5JKPK", "options": []},
{"title": "M-Audio SP-2 - Universal Sustain Pedal with Piano Style Action For MIDI Keyboards, Digital Pianos & More", "asin": "B00063678K", "options": [{"Style": "Sustain Pedal"}]},
{"title": "MIMORE Metal Straw for Owala 24 oz 32 oz - 6 PCS Satinless Steel Straw Compatible with Owala Straw Replacement - Resuable & Dishwasher Safe", "asin": "B0DLB23DTS", "options": [{"Size": "24 oz 32 oz"}]},
{"title": "Nutella Biscuits, 20 Count Cookies, Hazelnut Spread with Cocoa, Holiday Christmas Cookies, 9.7 oz", "asin": "B0C449R6PX", "price": "$4.76", "options": [{"Size": "9.7 Ounce (Pack of 1)"}]},
{"title": "UINI Door Mat Outdoor Indoor Welcome Mats, Cute Cat Front Doormat, Non Slip Durable Entrance Rugs for Front Door, Inside Outside Entry, Porch, Resist Dirt, 17\" x 30\", Easy to Clean", "asin": "B0B5N7N4K1", "options": [{"Color": "Cute Cat"}, {"Size": "1'5\" x 2'6\" (Rectangular)"}]},
{"asin": "B0B5N7N4K1", "options": []},
{"title": "L'Or\u00e9al Professionnel Absolut Repair 10-in-1 Oil - Multi-Benefit Oil For Dry & Damaged Hair, Repairs Hair and Provides Shine With Quinoa and Proteins", "asin": "B0918FHY6P", "options": []},
{"title": "Terramycin Antibiotic Ointment for Eye Infection Treatment in Dogs, Cats, Cattle, Horses, and Sheep, 0.125oz Tube", "asin": "B00063KGUK", "price": "$34.89", "options": [{"Style": "Modern"}]},
{"title": "Potaroma Flapping Owl Cat Toys (No Flying), Lifelike Bird Chirp, Rechargeable Touch Activated Kitten Toy, Interactive Catnip Kicker Exercise Toys 4.0\" for All Breeds", "asin": "B0CBWX73PD", "options": [{"Style": "Owl"}]},
{"title": "Fresh Step Outstretch Advanced Long Lasting Clumping Litter Simply Unscented, Activated Charcoal Litter Lasts 50% Longer, 32 lbs. (2 x 16 lb. Box)", "asin": "B09ZPWJJBW", "options": [{"Scent": "Unscented"}]},
{"asin": "B09ZPWJJBW", "options": []},
{"title": "Jellycat Smudge Fox Stuffed Animal, 9.5 inches - Woodland Animal Plush Toy - Classic Children's Gift", "asin": "B07Y5G9TG7", "options": []},
{"title": "ARM & HAMMER Clump & Seal SLIDE Platinum Multi-Cat Clumping Litter, Easy Clean, Superior Odor Control, 37 Lbs", "asin": "B07GL8SLKY", "options": [{"Size": "37 lb"}]},
{"asin": "B07GL8SLKY", "options": []},
{"title": "Fresh Step Outstretch Advanced Long Lasting Clumping Litter with Febreze Freshness, Activated Charcoal Litter Lasts 50% Longer, 32 lbs. (2 x 16 lb. Box)", "asin": "B093QNWC6T", "options": [{"Scent": "Febreze Clean Scent"}]},
{"asin": "B093QNWC6T", "options": []},
{"title": "SmartyKat Hot Pursuit Electronic Concealed Motion Cat Toy, Battery Powered - Blue, One Size", "asin": "B06WP7F8YC", "options": [{"Color": "Blue"}, {"Size": "Set of 1"}]},
{"title": "Harney & Sons Dragon Pearl Jasmine Tea, 20 Count(Pack of 1)", "asin": "B000OQXXOA", "options": []},
{"title": "Rishi Tea Jasmine Green Tea - Organic Loose Leaf Tea, Caffeinated Scented Chinese Green Tea with Floral Aroma & Taste - 16 Ounces, 64+ Servings", "asin": "B007PY1BK2", "options": [{"Flavor Name": "Jasmine"}, {"Size": "16 Ounce (Pack of 1)"}]}]
<|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": "2025-04-19T03:51:36.642Z", // 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>
|
2025-04-19T03:51:36.642Z
|
click
|
nav_bar
|
rule
|
2025-04-19T03:51:36.642Z
|
click
|
nav_bar
|
train
| 161 |
2025-04-19T03:51:36.642Z
|
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": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:09.575Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:19.353Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:37.129Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:42.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:44.065Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:46.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:48.178Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:52.629Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:54.589Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:58.427Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:01.796Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:02.753Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:22.856Z", "action": "purchase", "action_argument": "B0BP69X89N"}
<|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": ""}],
"promotion_items": [{"title": "Philips Norelco Hair Clipper 7000 Series, Hair and Beard Trimmer, Precision Dial, PowerAdapt Sensor, Trim-and-Flow, DualCut, DuraPower, 28 Length Settings, 90 Min. Runtime, HC7650/40", "asin": "B0DFPJGHSP", "price": "$44.99", "quantity": ""},
{"title": "Jo Malone Cologne Spray for Women, Wild Bluebell, 1 Ounce", "asin": "B005S38S9Y", "price": "$59.35", "quantity": ""},
{"title": "Essie Treat Love Color Nail Enamel Berry Best, 0.46Fl Oz", "asin": "B08LZD3XFP", "price": "$5.45", "quantity": ""},
{"title": "COLORLOMO Semi Permanent Hair Color - 6 oz Color Depositing Conditioner with Shea Butter & Almond Oil - Color Conditioner Depositing Hair Mask - Vegan, Paraben, Ammonia & Sulfate Free - Pink", "asin": "B0D45DTDDP", "price": "$16.06", "quantity": ""},
{"title": "Heyhae Semi Cured Gel Nail Strips | No LED Lamp Needed | Solid, Blue, Spring | Easy Apply & Remove, Salon Quality | Includes 28 Strips, 1 Prep Pads, Nail File & Wooden stick - Hey, It's Your Era", "asin": "B0D287QB9S", "price": "$9.99", "quantity": ""},
{"title": "NARS Light Reflecting Foundation - Advanced Makeup-Skincare Hybrid Foundation - 30ml (Gobi - Light 3)", "asin": "B0B9T4Z4DV", "price": "$27.00", "quantity": ""},
{"title": "Hermes Un Jardin A Cythere for Unisex - 3.3 oz EDT Spray (Refillable)", "asin": "B0BX3SCPYH", "price": "$53.64", "quantity": ""},
{"title": "Farmacy Makeup Remover Cleansing Balm - Honey Vanilla Waterproof Makeup Remover & Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (100ml)", "asin": "B0CT5Z8C3J", "price": "$36.00", "quantity": ""},
{"title": "Multi Tool 19 Gold", "asin": "B002VYB4QC", "price": "$31.99", "quantity": ""},
{"title": "Park Tool PolyLube 1000 Bicycle Grease", "asin": "B000NORVHI", "price": "$11.17", "quantity": ""},
{"title": "Granite Juicy Nipple Valve Cap with Valve Core Removing Function, Easy to Use Bike Tire Caps Dust Covers, Durable Alloy Tire Valve Cap (Blue)", "asin": "B07KK67TPQ", "price": "$7.99", "quantity": ""},
{"title": "BikeHand Bike Repair Stand | Lightweight & 360 Adjustable Home Bicycle Mechanics Workstand w/Magnetic Tool Plate | Quick Release Portable Bike Maintenance Stand for Mountain & Road Bike", "asin": "B00D9B7OKQ", "price": "$99.99", "quantity": ""},
{"title": "WTB Volt Bike Saddle - Comfortable Medium Thickness Padding, Contoured Shape with a Flex-Tuned Shell - Lightweight MTB Saddle for Optimal Support & Performance", "asin": "B07X2TSH9N", "price": "$32.20", "quantity": ""},
{"title": "baleaf Men's 3D Padded Bike Shorts Cycling Underwear MTB Liner", "asin": "B00MTE6OTQ", "price": "$22.99", "quantity": ""}],
"saved_items": [{"title": "Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0D418HHPL", "options": [{"Color": "Ocean Mist&Sea Salt\uff08Tassel Ceramic)"}]},
{"title": "Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0DBZ3JYRF", "options": [{"Color": "White Jasmine(Square Ceramic)"}]},
{"title": "Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0CMQZ2HFJ", "options": [{"Color": "Ocean Mist&Sea Salt\uff08Square Ceramic)"}]},
{"title": "Fizik Terra Bondcush Tacky,Gravel and Road Cycling bar Tape, Green, 3mm", "asin": "B07HY3WF49", "options": [{"Style": "Terra Bondcush Tacky"}, {"Color": "Green"}, {"Size": "3mm"}]},
{"title": "ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz", "asin": "B07NF994VJ", "options": [{"Size": "16 Fl Oz (Pack of 1)"}, {"Style": "Extra Gentle"}]},
{"title": "Keyboard Stand Piano 61 Key Piano Stand for 88 Keyboard 76 Key Keyboard Stand Locking Straps Adjustable Digital Piano Stand Electric Piano Stand for Students Adults Sturdy Musical Keyboard Stand(Grey)", "asin": "B0BRK5JKPK", "options": [{"Item Shape": "U Grey"}]},
{"asin": "B0BRK5JKPK", "options": []},
{"title": "M-Audio SP-2 - Universal Sustain Pedal with Piano Style Action For MIDI Keyboards, Digital Pianos & More", "asin": "B00063678K", "options": [{"Style": "Sustain Pedal"}]},
{"title": "MIMORE Metal Straw for Owala 24 oz 32 oz - 6 PCS Satinless Steel Straw Compatible with Owala Straw Replacement - Resuable & Dishwasher Safe", "asin": "B0DLB23DTS", "options": [{"Size": "24 oz 32 oz"}]},
{"title": "Nutella Biscuits, 20 Count Cookies, Hazelnut Spread with Cocoa, Holiday Christmas Cookies, 9.7 oz", "asin": "B0C449R6PX", "price": "$4.76", "options": [{"Size": "9.7 Ounce (Pack of 1)"}]},
{"title": "UINI Door Mat Outdoor Indoor Welcome Mats, Cute Cat Front Doormat, Non Slip Durable Entrance Rugs for Front Door, Inside Outside Entry, Porch, Resist Dirt, 17\" x 30\", Easy to Clean", "asin": "B0B5N7N4K1", "options": [{"Color": "Cute Cat"}, {"Size": "1'5\" x 2'6\" (Rectangular)"}]},
{"asin": "B0B5N7N4K1", "options": []},
{"title": "L'Or\u00e9al Professionnel Absolut Repair 10-in-1 Oil - Multi-Benefit Oil For Dry & Damaged Hair, Repairs Hair and Provides Shine With Quinoa and Proteins", "asin": "B0918FHY6P", "options": []},
{"title": "Terramycin Antibiotic Ointment for Eye Infection Treatment in Dogs, Cats, Cattle, Horses, and Sheep, 0.125oz Tube", "asin": "B00063KGUK", "price": "$34.89", "options": [{"Style": "Modern"}]},
{"title": "Potaroma Flapping Owl Cat Toys (No Flying), Lifelike Bird Chirp, Rechargeable Touch Activated Kitten Toy, Interactive Catnip Kicker Exercise Toys 4.0\" for All Breeds", "asin": "B0CBWX73PD", "options": [{"Style": "Owl"}]},
{"title": "Fresh Step Outstretch Advanced Long Lasting Clumping Litter Simply Unscented, Activated Charcoal Litter Lasts 50% Longer, 32 lbs. (2 x 16 lb. Box)", "asin": "B09ZPWJJBW", "options": [{"Scent": "Unscented"}]},
{"asin": "B09ZPWJJBW", "options": []},
{"title": "Jellycat Smudge Fox Stuffed Animal, 9.5 inches - Woodland Animal Plush Toy - Classic Children's Gift", "asin": "B07Y5G9TG7", "options": []},
{"title": "ARM & HAMMER Clump & Seal SLIDE Platinum Multi-Cat Clumping Litter, Easy Clean, Superior Odor Control, 37 Lbs", "asin": "B07GL8SLKY", "options": [{"Size": "37 lb"}]},
{"asin": "B07GL8SLKY", "options": []},
{"title": "Fresh Step Outstretch Advanced Long Lasting Clumping Litter with Febreze Freshness, Activated Charcoal Litter Lasts 50% Longer, 32 lbs. (2 x 16 lb. Box)", "asin": "B093QNWC6T", "options": [{"Scent": "Febreze Clean Scent"}]},
{"asin": "B093QNWC6T", "options": []},
{"title": "SmartyKat Hot Pursuit Electronic Concealed Motion Cat Toy, Battery Powered - Blue, One Size", "asin": "B06WP7F8YC", "options": [{"Color": "Blue"}, {"Size": "Set of 1"}]},
{"title": "Harney & Sons Dragon Pearl Jasmine Tea, 20 Count(Pack of 1)", "asin": "B000OQXXOA", "options": []},
{"title": "Rishi Tea Jasmine Green Tea - Organic Loose Leaf Tea, Caffeinated Scented Chinese Green Tea with Floral Aroma & Taste - 16 Ounces, 64+ Servings", "asin": "B007PY1BK2", "options": [{"Flavor Name": "Jasmine"}, {"Size": "16 Ounce (Pack of 1)"}]}]
<|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": "2025-04-19T03:51:36.642Z", // 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\": \"2025-04-16T21:08:46.548Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-16T21:24:34.759Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:24:40.860Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:24:43.642Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:46.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:48.117Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:57.342Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:59.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:25:16.703Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:28.561Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T21:25:30.978Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:43.677Z\", \"action\": \"click_product\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T21:26:03.376Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:26:19.610Z\", \"action\": \"click_product\", \"action_argument\": \"B09DLF695Y\"}\n{\"timestamp\": \"2025-04-16T21:26:24.294Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:26:44.944Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.000Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:48.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:49.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:50.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:51.583Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:52.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:54.796Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:55.530Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.136Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.834Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:57.728Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:58.653Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:59.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:04.333Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:05.745Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:27:17.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:27:21.089Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:25.313Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:31.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:34.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:04.909Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:16.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:56.340Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:58.072Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:29:06.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:29:12.964Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:30:07.424Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6, B0DH7PNPPM, B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.118Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.784Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:24.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:25.183Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:26.504Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.057Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.913Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:29.854Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:44.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:46.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:48.814Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:50.736Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:53.308Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:54.367Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:56.259Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:57.946Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:59.424Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:00.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:01.760Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:02.699Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:03.813Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:08.833Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:11.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:12.836Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:13.881Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:14.707Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.060Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.723Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:19.004Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:20.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:22.157Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:24.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:33.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:37.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:38.533Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:41.516Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:46.088Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:47.799Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:50.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:49:09.575Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:49:19.353Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:37.129Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:42.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:44.065Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:46.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:48.178Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:52.629Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:54.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:58.427Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:50:01.796Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:50:02.753Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:50:22.856Z\", \"action\": \"purchase\", \"action_argument\": \"B0BP69X89N\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T03:51:36.642Z\", \"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\": [{\"asin\": \"B0DH7PNPPM\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\"},\n{\"price\": \"$33.24\"},\n{\"bullet_list\": \"Magnetic Buckle for Easy Access: Equipped with a magnetic buckle system, this saddle bag bicycle allows quick, hassle-free attachment and detachment. With one simple click and pull, your gear is secured or released for efficient, on-the-go access. Aerodynamic Design for Minimal Drag: The Maximus bike saddle bag is engineered with an aerodynamic shape that reduces wind resistance, ensuring smooth rides without slowing you down. Perfect for cyclists who prioritize both storage and performance in their bike seat bag. Premium Durability and Water Resistance: Designed with YKK zippers and high-quality materials, the bicycle saddle bag is built to last and protect your gear from rain, dirt, and debris. Perfect for all-weather rides, ensuring your bicycle seat bag contents stay dry and secure. Available in Multiple Sizes and Colors: Whether you need a compact small bike bag for daily commutes or a larger bike saddle bag for long adventures, the Maximus is available in various sizes and colors\\u2014choose from Black, Red, White, Green, and more to suit your style. Easy Open Pocket: No need to take off our saddle bag from your bike and keep it attached while grabbing what you need.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black\"},\n{\"Size\": \"Small\"}],\n\"promotion_items\": [{\"title\": \"Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling...\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bik...\", \"asin\": \"B0DH72GS8T\", \"price\": \"$14.60\", \"quantity\": \"\"},\n{\"title\": \"ORUCASE Compact, Waterproof Under-Saddle Bike Bag - Bicycle Seat Bag with Secure Rubber Straps - Easy to Install Bike Tool Storage - 25 Cubic Inches - Coyote\", \"asin\": \"B0DP529BJ4\", \"price\": \"$30.00\", \"quantity\": \"\"},\n{\"title\": \"Bike Seat Bag Bicycle Saddle Bag Under Seat With BOA mounting system Waterproof Ref...\", \"asin\": \"B0DHCSX5HJ\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"ENLEE Road Bike Saddle Bag Waterproof Bike Seat Bag Reflective Bicycle Storage Pouch Under Seat for Mountain Foldable Bikes Green\", \"asin\": \"B0DTK5TVHM\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bik...\", \"asin\": \"B0CLKN4WZF\", \"price\": \"$19.25\", \"quantity\": \"\"},\n{\"title\": \"Bike Bag Fidlock Magnetic Buckle Saddle Bag \\u2013 Bike Seat Bag for Road and Cycling, F...\", \"asin\": \"B0CLKNGPS6\", \"price\": \"$34.11\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"SILCA Secret Chain Hot Melt Wax Chain Lubricant for Bicycles with Nano-Scale Tungsten Disulfide, 500 Grams\", \"asin\": \"B08C7YJJYS\", \"price\": \"$42.50\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"Blackburn Grid MTB Bike Seat Bag\", \"asin\": \"B07DFQRHK1\", \"price\": \"$22.95\", \"quantity\": \"\"},\n{\"title\": \"Cycling Wallet Waterproof | Biking Wallet and Cycling Pouch for Jersey | Cycling Ph...\", \"asin\": \"B0DH79P6PH\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"ENLEE Road Bike Saddle Bag Waterproof Bike Seat Bag Reflective Bicycle Storage Pouch Under Seat for Mountain Foldable Bikes Green\", \"asin\": \"B0DTK5TVHM\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Seat Bag Bicycle Saddle Bag Under Seat With BOA mounting system Waterproof Ref...\", \"asin\": \"B0DHCSX5HJ\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Se...\", \"asin\": \"B0CLKNX9W6\", \"price\": \"$27.10\", \"quantity\": \"\"},\n{\"title\": \"Blackburn Grid MTB Bike Seat Bag\", \"asin\": \"B07DFQRHK1\", \"price\": \"$22.95\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"ORUCASE Compact, Waterproof Under-Saddle Bike Bag - Bicycle Seat Bag with Secure Rubber Straps - Easy to Install Bike Tool Storage - 25 Cubic Inches - Coyote\", \"asin\": \"B0DP529BJ4\", \"price\": \"$30.00\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\"},\n{\"title\": \"Lumiere & Co. Fidlock Magnetic Buckle Saddle Bag \\u2013 Bike Seat Bag for Road and Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (White, Large)\", \"asin\": \"B0CLL3VNY2\", \"price\": \"$23.99\"},\n{\"title\": \"ROCKBROS Bike Saddle Bag, Bike Bag Under Seat, Strap-on Cycling Wedge Pack, Bike Seat Storage Bag for Mountain Road Bikes, 0.75L\", \"asin\": \"B08V4S4Z7H\", \"price\": \"$20.99\"},\n{\"title\": \"Sunpeak Bike Seat Bag Bicycle Saddle Bag Under Seat With BOA mounting system Waterproof Reflective Cycling Saddle Pack for Mountain Road Bikes Black\", \"asin\": \"B0DHCSX5HJ\", \"price\": \"$22.99\"},\n{\"title\": \"ROCKBROS Bike Saddle Bag - Seat Bag 1.5L Bicycle Bag Cycling Accessories Storage Pouch Wedge Pack for Mountain & Road Bike\", \"asin\": \"B083K5RH4M\", \"price\": \"$23.99\"},\n{\"title\": \"YBLNTEK Bike Saddle Bag, Bicycle Seat Bag, Expandable Capacity Bike Bag Under Seat 2.0L, Cycling Accessories Bicycle Storage Pouch Wedge Pack with Reflective Stripe for Mountain & Road Bike Adult\", \"asin\": \"B0DNTD7NT1\", \"price\": \"$22.99\"}]\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\": \"2025-04-19T03:54:35.038Z\", // 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": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:09.575Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:19.353Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:37.129Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:42.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:44.065Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:46.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:48.178Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:52.629Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:54.589Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:58.427Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:01.796Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:02.753Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:22.856Z", "action": "purchase", "action_argument": "B0BP69X89N"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:51:36.642Z", "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": [{"asin": "B0DH7PNPPM"},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories"},
{"price": "$33.24"},
{"bullet_list": "Magnetic Buckle for Easy Access: Equipped with a magnetic buckle system, this saddle bag bicycle allows quick, hassle-free attachment and detachment. With one simple click and pull, your gear is secured or released for efficient, on-the-go access. Aerodynamic Design for Minimal Drag: The Maximus bike saddle bag is engineered with an aerodynamic shape that reduces wind resistance, ensuring smooth rides without slowing you down. Perfect for cyclists who prioritize both storage and performance in their bike seat bag. Premium Durability and Water Resistance: Designed with YKK zippers and high-quality materials, the bicycle saddle bag is built to last and protect your gear from rain, dirt, and debris. Perfect for all-weather rides, ensuring your bicycle seat bag contents stay dry and secure. Available in Multiple Sizes and Colors: Whether you need a compact small bike bag for daily commutes or a larger bike saddle bag for long adventures, the Maximus is available in various sizes and colors\u2014choose from Black, Red, White, Green, and more to suit your style. Easy Open Pocket: No need to take off our saddle bag from your bike and keep it attached while grabbing what you need."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Black"},
{"Size": "Small"}],
"promotion_items": [{"title": "Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling...", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bik...", "asin": "B0DH72GS8T", "price": "$14.60", "quantity": ""},
{"title": "ORUCASE Compact, Waterproof Under-Saddle Bike Bag - Bicycle Seat Bag with Secure Rubber Straps - Easy to Install Bike Tool Storage - 25 Cubic Inches - Coyote", "asin": "B0DP529BJ4", "price": "$30.00", "quantity": ""},
{"title": "Bike Seat Bag Bicycle Saddle Bag Under Seat With BOA mounting system Waterproof Ref...", "asin": "B0DHCSX5HJ", "price": "$22.99", "quantity": ""},
{"title": "ENLEE Road Bike Saddle Bag Waterproof Bike Seat Bag Reflective Bicycle Storage Pouch Under Seat for Mountain Foldable Bikes Green", "asin": "B0DTK5TVHM", "price": "$18.99", "quantity": ""},
{"title": "Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bik...", "asin": "B0CLKN4WZF", "price": "$19.25", "quantity": ""},
{"title": "Bike Bag Fidlock Magnetic Buckle Saddle Bag \u2013 Bike Seat Bag for Road and Cycling, F...", "asin": "B0CLKNGPS6", "price": "$34.11", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "SILCA Secret Chain Hot Melt Wax Chain Lubricant for Bicycles with Nano-Scale Tungsten Disulfide, 500 Grams", "asin": "B08C7YJJYS", "price": "$42.50", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "Blackburn Grid MTB Bike Seat Bag", "asin": "B07DFQRHK1", "price": "$22.95", "quantity": ""},
{"title": "Cycling Wallet Waterproof | Biking Wallet and Cycling Pouch for Jersey | Cycling Ph...", "asin": "B0DH79P6PH", "price": "$15.99", "quantity": ""},
{"title": "ENLEE Road Bike Saddle Bag Waterproof Bike Seat Bag Reflective Bicycle Storage Pouch Under Seat for Mountain Foldable Bikes Green", "asin": "B0DTK5TVHM", "price": "$18.99", "quantity": ""},
{"title": "Bike Seat Bag Bicycle Saddle Bag Under Seat With BOA mounting system Waterproof Ref...", "asin": "B0DHCSX5HJ", "price": "$22.99", "quantity": ""},
{"title": "Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Se...", "asin": "B0CLKNX9W6", "price": "$27.10", "quantity": ""},
{"title": "Blackburn Grid MTB Bike Seat Bag", "asin": "B07DFQRHK1", "price": "$22.95", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "ORUCASE Compact, Waterproof Under-Saddle Bike Bag - Bicycle Seat Bag with Secure Rubber Straps - Easy to Install Bike Tool Storage - 25 Cubic Inches - Coyote", "asin": "B0DP529BJ4", "price": "$30.00", "quantity": ""}],
"comparison_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24"},
{"title": "Lumiere & Co. Fidlock Magnetic Buckle Saddle Bag \u2013 Bike Seat Bag for Road and Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (White, Large)", "asin": "B0CLL3VNY2", "price": "$23.99"},
{"title": "ROCKBROS Bike Saddle Bag, Bike Bag Under Seat, Strap-on Cycling Wedge Pack, Bike Seat Storage Bag for Mountain Road Bikes, 0.75L", "asin": "B08V4S4Z7H", "price": "$20.99"},
{"title": "Sunpeak Bike Seat Bag Bicycle Saddle Bag Under Seat With BOA mounting system Waterproof Reflective Cycling Saddle Pack for Mountain Road Bikes Black", "asin": "B0DHCSX5HJ", "price": "$22.99"},
{"title": "ROCKBROS Bike Saddle Bag - Seat Bag 1.5L Bicycle Bag Cycling Accessories Storage Pouch Wedge Pack for Mountain & Road Bike", "asin": "B083K5RH4M", "price": "$23.99"},
{"title": "YBLNTEK Bike Saddle Bag, Bicycle Seat Bag, Expandable Capacity Bike Bag Under Seat 2.0L, Cycling Accessories Bicycle Storage Pouch Wedge Pack with Reflective Stripe for Mountain & Road Bike Adult", "asin": "B0DNTD7NT1", "price": "$22.99"}]
<|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": "2025-04-19T03:54:35.038Z", // 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>
|
2025-04-19T03:54:35.038Z
|
click
|
product_option
|
rule
|
2025-04-19T03:54:35.038Z
|
click
|
product_option
|
train
| 162 |
2025-04-19T03:54:35.038Z
|
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": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:09.575Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:19.353Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:37.129Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:42.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:44.065Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:46.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:48.178Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:52.629Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:54.589Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:58.427Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:01.796Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:02.753Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:22.856Z", "action": "purchase", "action_argument": "B0BP69X89N"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:51:36.642Z", "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": [{"asin": "B0DH7PNPPM"},
{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories"},
{"price": "$33.24"},
{"bullet_list": "Magnetic Buckle for Easy Access: Equipped with a magnetic buckle system, this saddle bag bicycle allows quick, hassle-free attachment and detachment. With one simple click and pull, your gear is secured or released for efficient, on-the-go access. Aerodynamic Design for Minimal Drag: The Maximus bike saddle bag is engineered with an aerodynamic shape that reduces wind resistance, ensuring smooth rides without slowing you down. Perfect for cyclists who prioritize both storage and performance in their bike seat bag. Premium Durability and Water Resistance: Designed with YKK zippers and high-quality materials, the bicycle saddle bag is built to last and protect your gear from rain, dirt, and debris. Perfect for all-weather rides, ensuring your bicycle seat bag contents stay dry and secure. Available in Multiple Sizes and Colors: Whether you need a compact small bike bag for daily commutes or a larger bike saddle bag for long adventures, the Maximus is available in various sizes and colors\u2014choose from Black, Red, White, Green, and more to suit your style. Easy Open Pocket: No need to take off our saddle bag from your bike and keep it attached while grabbing what you need."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Black"},
{"Size": "Small"}],
"promotion_items": [{"title": "Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling...", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bik...", "asin": "B0DH72GS8T", "price": "$14.60", "quantity": ""},
{"title": "ORUCASE Compact, Waterproof Under-Saddle Bike Bag - Bicycle Seat Bag with Secure Rubber Straps - Easy to Install Bike Tool Storage - 25 Cubic Inches - Coyote", "asin": "B0DP529BJ4", "price": "$30.00", "quantity": ""},
{"title": "Bike Seat Bag Bicycle Saddle Bag Under Seat With BOA mounting system Waterproof Ref...", "asin": "B0DHCSX5HJ", "price": "$22.99", "quantity": ""},
{"title": "ENLEE Road Bike Saddle Bag Waterproof Bike Seat Bag Reflective Bicycle Storage Pouch Under Seat for Mountain Foldable Bikes Green", "asin": "B0DTK5TVHM", "price": "$18.99", "quantity": ""},
{"title": "Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bik...", "asin": "B0CLKN4WZF", "price": "$19.25", "quantity": ""},
{"title": "Bike Bag Fidlock Magnetic Buckle Saddle Bag \u2013 Bike Seat Bag for Road and Cycling, F...", "asin": "B0CLKNGPS6", "price": "$34.11", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "SILCA Secret Chain Hot Melt Wax Chain Lubricant for Bicycles with Nano-Scale Tungsten Disulfide, 500 Grams", "asin": "B08C7YJJYS", "price": "$42.50", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "Blackburn Grid MTB Bike Seat Bag", "asin": "B07DFQRHK1", "price": "$22.95", "quantity": ""},
{"title": "Cycling Wallet Waterproof | Biking Wallet and Cycling Pouch for Jersey | Cycling Ph...", "asin": "B0DH79P6PH", "price": "$15.99", "quantity": ""},
{"title": "ENLEE Road Bike Saddle Bag Waterproof Bike Seat Bag Reflective Bicycle Storage Pouch Under Seat for Mountain Foldable Bikes Green", "asin": "B0DTK5TVHM", "price": "$18.99", "quantity": ""},
{"title": "Bike Seat Bag Bicycle Saddle Bag Under Seat With BOA mounting system Waterproof Ref...", "asin": "B0DHCSX5HJ", "price": "$22.99", "quantity": ""},
{"title": "Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Se...", "asin": "B0CLKNX9W6", "price": "$27.10", "quantity": ""},
{"title": "Blackburn Grid MTB Bike Seat Bag", "asin": "B07DFQRHK1", "price": "$22.95", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "ORUCASE Compact, Waterproof Under-Saddle Bike Bag - Bicycle Seat Bag with Secure Rubber Straps - Easy to Install Bike Tool Storage - 25 Cubic Inches - Coyote", "asin": "B0DP529BJ4", "price": "$30.00", "quantity": ""}],
"comparison_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24"},
{"title": "Lumiere & Co. Fidlock Magnetic Buckle Saddle Bag \u2013 Bike Seat Bag for Road and Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (White, Large)", "asin": "B0CLL3VNY2", "price": "$23.99"},
{"title": "ROCKBROS Bike Saddle Bag, Bike Bag Under Seat, Strap-on Cycling Wedge Pack, Bike Seat Storage Bag for Mountain Road Bikes, 0.75L", "asin": "B08V4S4Z7H", "price": "$20.99"},
{"title": "Sunpeak Bike Seat Bag Bicycle Saddle Bag Under Seat With BOA mounting system Waterproof Reflective Cycling Saddle Pack for Mountain Road Bikes Black", "asin": "B0DHCSX5HJ", "price": "$22.99"},
{"title": "ROCKBROS Bike Saddle Bag - Seat Bag 1.5L Bicycle Bag Cycling Accessories Storage Pouch Wedge Pack for Mountain & Road Bike", "asin": "B083K5RH4M", "price": "$23.99"},
{"title": "YBLNTEK Bike Saddle Bag, Bicycle Seat Bag, Expandable Capacity Bike Bag Under Seat 2.0L, Cycling Accessories Bicycle Storage Pouch Wedge Pack with Reflective Stripe for Mountain & Road Bike Adult", "asin": "B0DNTD7NT1", "price": "$22.99"}]
<|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": "2025-04-19T03:54:35.038Z", // 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\": \"2025-04-16T21:08:46.548Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-16T21:24:34.759Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:24:40.860Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:24:43.642Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:46.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:48.117Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:57.342Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:59.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:25:16.703Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:28.561Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T21:25:30.978Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:43.677Z\", \"action\": \"click_product\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T21:26:03.376Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:26:19.610Z\", \"action\": \"click_product\", \"action_argument\": \"B09DLF695Y\"}\n{\"timestamp\": \"2025-04-16T21:26:24.294Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:26:44.944Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.000Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:48.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:49.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:50.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:51.583Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:52.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:54.796Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:55.530Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.136Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.834Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:57.728Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:58.653Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:59.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:04.333Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:05.745Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:27:17.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:27:21.089Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:25.313Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:31.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:34.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:04.909Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:16.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:56.340Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:58.072Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:29:06.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:29:12.964Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:30:07.424Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6, B0DH7PNPPM, B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.118Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.784Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:24.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:25.183Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:26.504Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.057Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.913Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:29.854Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:44.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:46.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:48.814Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:50.736Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:53.308Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:54.367Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:56.259Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:57.946Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:59.424Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:00.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:01.760Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:02.699Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:03.813Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:08.833Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:11.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:12.836Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:13.881Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:14.707Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.060Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.723Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:19.004Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:20.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:22.157Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:24.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:33.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:37.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:38.533Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:41.516Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:46.088Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:47.799Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:50.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:49:09.575Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:49:19.353Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:37.129Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:42.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:44.065Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:46.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:48.178Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:52.629Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:54.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:58.427Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:50:01.796Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:50:02.753Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:50:22.856Z\", \"action\": \"purchase\", \"action_argument\": \"B0BP69X89N\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T03:51:36.642Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-19T03:54:35.038Z\", \"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\": [{\"asin\": \"B0DJFQB41P\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus\"},\n{\"price\": \"$31.32\"},\n{\"bullet_list\": \"Magnetic Buckle for Easy Access: Equipped with a magnetic buckle system, this saddle bag bicycle allows quick, hassle-free attachment and detachment. With one simple click and pull, your gear is secured or released for efficient, on-the-go access. Aerodynamic Design for Minimal Drag: The Maximus bike saddle bag is engineered with an aerodynamic shape that reduces wind resistance, ensuring smooth rides without slowing you down. Perfect for cyclists who prioritize both storage and performance in their bike seat bag. Premium Durability and Water Resistance: Designed with YKK zippers and high-quality materials, the bicycle saddle bag is built to last and protect your gear from rain, dirt, and debris. Perfect for all-weather rides, ensuring your bicycle seat bag contents stay dry and secure. Available in Multiple Sizes and Colors: Whether you need a compact small bike bag for daily commutes or a larger bike saddle bag for long adventures, the Maximus is available in various sizes and colors\\u2014choose from Black, Red, White, Green, and more to suit your style. Easy Open Pocket: No need to take off our saddle bag from your bike and keep it attached while grabbing what you need.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Green\"},\n{\"Size\": \"Small\"}],\n\"promotion_items\": [{\"title\": \"Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippe...\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling...\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote\", \"asin\": \"B0DP545KQK\", \"price\": \"$30.00\", \"quantity\": \"\"},\n{\"title\": \"Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bik...\", \"asin\": \"B0DH72GS8T\", \"price\": \"$14.60\", \"quantity\": \"\"},\n{\"title\": \"Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Roa...\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bik...\", \"asin\": \"B0CLKN4WZF\", \"price\": \"$19.25\", \"quantity\": \"\"},\n{\"title\": \"Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Se...\", \"asin\": \"B0CLKN5CLB\", \"price\": \"$31.45\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Blackburn Grid MTB Bike Seat Bag\", \"asin\": \"B07DFQRHK1\", \"price\": \"$22.95\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike ...\", \"asin\": \"B0CCRPCBQ9\", \"price\": \"$23.87\", \"quantity\": \"\"},\n{\"title\": \"Bike Seat Bag Bicycle Saddle Bag Under Seat Waterproof Reflective Cycling Saddle Pa...\", \"asin\": \"B0CK5P84QN\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag Fidlock Magnetic Buckle Saddle Bag \\u2013 Bike Seat Bag for Road and Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Large)\", \"asin\": \"B0CLKNGPS6\", \"price\": \"$34.11\", \"quantity\": \"\"},\n{\"title\": \"FIDLOCK PUSH Saddle Bag 600, Underseat Bike Trunk Pouch\", \"asin\": \"B07BMYN4KD\", \"price\": \"$38.90\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus\", \"asin\": \"B0DJFQ5L13\", \"price\": \"$31.32\", \"quantity\": \"\"},\n{\"title\": \"Marscamd 50L Bike Panniers with a Rain Cover, Bike Saddle Bag with Expandable Compartment and Multiple Pockets, Black\", \"asin\": \"B0F13S55WN\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\", \"asin\": \"B0CLKN4WZF\", \"price\": \"$19.25\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus\", \"asin\": \"B0DJFQB41P\", \"price\": \"$31.32\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Seat Bag, Seat Bicycle bag, Bike Bag Under seat, Cycling Saddle Bag (Purple, Large)\", \"asin\": \"B0CLKN366D\", \"price\": \"$24.99\"},\n{\"title\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\", \"asin\": \"B0BP69X89N\", \"price\": \"$19.56\"},\n{\"title\": \"ROCKBROS Bike Saddle Bag - Small, Lightweight and Portable Under Seat Bag for Road Bikes\", \"asin\": \"B0DHFSZF9X\", \"price\": \"$19.99\"},\n{\"title\": \"Himiway Bike Seat Bag Bicycle Saddle Bag 3D Shell Bike Pack Under Seat Wedge Saddle Bag Cycling Seat Pack for Mountain Road Bikes,Black\", \"asin\": \"B0DBLJYSG9\", \"price\": \"$14.79\"},\n{\"title\": \"YBLNTEK Bike Saddle Bag, Bicycle Seat Bag, Expandable Capacity Bike Bag Under Seat 2.0L, Cycling Accessories Bicycle Storage Pouch Wedge Pack with Reflective Stripe for Mountain & Road Bike Adult\", \"asin\": \"B0DNTD7NT1\", \"price\": \"$22.99\"}]\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\": \"2025-04-19T03:54:40.413Z\", // 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": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:09.575Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:19.353Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:37.129Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:42.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:44.065Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:46.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:48.178Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:52.629Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:54.589Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:58.427Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:01.796Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:02.753Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:22.856Z", "action": "purchase", "action_argument": "B0BP69X89N"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:51:36.642Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:54:35.038Z", "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": [{"asin": "B0DJFQB41P"},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus"},
{"price": "$31.32"},
{"bullet_list": "Magnetic Buckle for Easy Access: Equipped with a magnetic buckle system, this saddle bag bicycle allows quick, hassle-free attachment and detachment. With one simple click and pull, your gear is secured or released for efficient, on-the-go access. Aerodynamic Design for Minimal Drag: The Maximus bike saddle bag is engineered with an aerodynamic shape that reduces wind resistance, ensuring smooth rides without slowing you down. Perfect for cyclists who prioritize both storage and performance in their bike seat bag. Premium Durability and Water Resistance: Designed with YKK zippers and high-quality materials, the bicycle saddle bag is built to last and protect your gear from rain, dirt, and debris. Perfect for all-weather rides, ensuring your bicycle seat bag contents stay dry and secure. Available in Multiple Sizes and Colors: Whether you need a compact small bike bag for daily commutes or a larger bike saddle bag for long adventures, the Maximus is available in various sizes and colors\u2014choose from Black, Red, White, Green, and more to suit your style. Easy Open Pocket: No need to take off our saddle bag from your bike and keep it attached while grabbing what you need."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Green"},
{"Size": "Small"}],
"promotion_items": [{"title": "Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippe...", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling...", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bik...", "asin": "B0DH72GS8T", "price": "$14.60", "quantity": ""},
{"title": "Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Roa...", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bik...", "asin": "B0CLKN4WZF", "price": "$19.25", "quantity": ""},
{"title": "Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Se...", "asin": "B0CLKN5CLB", "price": "$31.45", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "Blackburn Grid MTB Bike Seat Bag", "asin": "B07DFQRHK1", "price": "$22.95", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike ...", "asin": "B0CCRPCBQ9", "price": "$23.87", "quantity": ""},
{"title": "Bike Seat Bag Bicycle Saddle Bag Under Seat Waterproof Reflective Cycling Saddle Pa...", "asin": "B0CK5P84QN", "price": "$14.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag Fidlock Magnetic Buckle Saddle Bag \u2013 Bike Seat Bag for Road and Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Large)", "asin": "B0CLKNGPS6", "price": "$34.11", "quantity": ""},
{"title": "FIDLOCK PUSH Saddle Bag 600, Underseat Bike Trunk Pouch", "asin": "B07BMYN4KD", "price": "$38.90", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus", "asin": "B0DJFQ5L13", "price": "$31.32", "quantity": ""},
{"title": "Marscamd 50L Bike Panniers with a Rain Cover, Bike Saddle Bag with Expandable Compartment and Multiple Pockets, Black", "asin": "B0F13S55WN", "price": "$39.99", "quantity": ""},
{"title": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,", "asin": "B0CLKN4WZF", "price": "$19.25", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""}],
"comparison_items": [{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus", "asin": "B0DJFQB41P", "price": "$31.32"},
{"title": "Lumiere & Co. Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Seat Bag, Seat Bicycle bag, Bike Bag Under seat, Cycling Saddle Bag (Purple, Large)", "asin": "B0CLKN366D", "price": "$24.99"},
{"title": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,", "asin": "B0BP69X89N", "price": "$19.56"},
{"title": "ROCKBROS Bike Saddle Bag - Small, Lightweight and Portable Under Seat Bag for Road Bikes", "asin": "B0DHFSZF9X", "price": "$19.99"},
{"title": "Himiway Bike Seat Bag Bicycle Saddle Bag 3D Shell Bike Pack Under Seat Wedge Saddle Bag Cycling Seat Pack for Mountain Road Bikes,Black", "asin": "B0DBLJYSG9", "price": "$14.79"},
{"title": "YBLNTEK Bike Saddle Bag, Bicycle Seat Bag, Expandable Capacity Bike Bag Under Seat 2.0L, Cycling Accessories Bicycle Storage Pouch Wedge Pack with Reflective Stripe for Mountain & Road Bike Adult", "asin": "B0DNTD7NT1", "price": "$22.99"}]
<|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": "2025-04-19T03:54:40.413Z", // 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>
|
2025-04-19T03:54:40.413Z
|
click
|
product_option
|
rule
|
2025-04-19T03:54:40.413Z
|
click
|
product_option
|
train
| 163 |
2025-04-19T03:54:40.413Z
|
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": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:09.575Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:19.353Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:37.129Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:42.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:44.065Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:46.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:48.178Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:52.629Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:54.589Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:58.427Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:01.796Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:02.753Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:22.856Z", "action": "purchase", "action_argument": "B0BP69X89N"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:51:36.642Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:54:35.038Z", "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": [{"asin": "B0DJFQB41P"},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus"},
{"price": "$31.32"},
{"bullet_list": "Magnetic Buckle for Easy Access: Equipped with a magnetic buckle system, this saddle bag bicycle allows quick, hassle-free attachment and detachment. With one simple click and pull, your gear is secured or released for efficient, on-the-go access. Aerodynamic Design for Minimal Drag: The Maximus bike saddle bag is engineered with an aerodynamic shape that reduces wind resistance, ensuring smooth rides without slowing you down. Perfect for cyclists who prioritize both storage and performance in their bike seat bag. Premium Durability and Water Resistance: Designed with YKK zippers and high-quality materials, the bicycle saddle bag is built to last and protect your gear from rain, dirt, and debris. Perfect for all-weather rides, ensuring your bicycle seat bag contents stay dry and secure. Available in Multiple Sizes and Colors: Whether you need a compact small bike bag for daily commutes or a larger bike saddle bag for long adventures, the Maximus is available in various sizes and colors\u2014choose from Black, Red, White, Green, and more to suit your style. Easy Open Pocket: No need to take off our saddle bag from your bike and keep it attached while grabbing what you need."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Green"},
{"Size": "Small"}],
"promotion_items": [{"title": "Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippe...", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling...", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bik...", "asin": "B0DH72GS8T", "price": "$14.60", "quantity": ""},
{"title": "Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Roa...", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bik...", "asin": "B0CLKN4WZF", "price": "$19.25", "quantity": ""},
{"title": "Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Se...", "asin": "B0CLKN5CLB", "price": "$31.45", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "Blackburn Grid MTB Bike Seat Bag", "asin": "B07DFQRHK1", "price": "$22.95", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike ...", "asin": "B0CCRPCBQ9", "price": "$23.87", "quantity": ""},
{"title": "Bike Seat Bag Bicycle Saddle Bag Under Seat Waterproof Reflective Cycling Saddle Pa...", "asin": "B0CK5P84QN", "price": "$14.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag Fidlock Magnetic Buckle Saddle Bag \u2013 Bike Seat Bag for Road and Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Large)", "asin": "B0CLKNGPS6", "price": "$34.11", "quantity": ""},
{"title": "FIDLOCK PUSH Saddle Bag 600, Underseat Bike Trunk Pouch", "asin": "B07BMYN4KD", "price": "$38.90", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus", "asin": "B0DJFQ5L13", "price": "$31.32", "quantity": ""},
{"title": "Marscamd 50L Bike Panniers with a Rain Cover, Bike Saddle Bag with Expandable Compartment and Multiple Pockets, Black", "asin": "B0F13S55WN", "price": "$39.99", "quantity": ""},
{"title": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,", "asin": "B0CLKN4WZF", "price": "$19.25", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""}],
"comparison_items": [{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus", "asin": "B0DJFQB41P", "price": "$31.32"},
{"title": "Lumiere & Co. Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Seat Bag, Seat Bicycle bag, Bike Bag Under seat, Cycling Saddle Bag (Purple, Large)", "asin": "B0CLKN366D", "price": "$24.99"},
{"title": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,", "asin": "B0BP69X89N", "price": "$19.56"},
{"title": "ROCKBROS Bike Saddle Bag - Small, Lightweight and Portable Under Seat Bag for Road Bikes", "asin": "B0DHFSZF9X", "price": "$19.99"},
{"title": "Himiway Bike Seat Bag Bicycle Saddle Bag 3D Shell Bike Pack Under Seat Wedge Saddle Bag Cycling Seat Pack for Mountain Road Bikes,Black", "asin": "B0DBLJYSG9", "price": "$14.79"},
{"title": "YBLNTEK Bike Saddle Bag, Bicycle Seat Bag, Expandable Capacity Bike Bag Under Seat 2.0L, Cycling Accessories Bicycle Storage Pouch Wedge Pack with Reflective Stripe for Mountain & Road Bike Adult", "asin": "B0DNTD7NT1", "price": "$22.99"}]
<|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": "2025-04-19T03:54:40.413Z", // 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\": \"2025-04-16T21:08:46.548Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-16T21:24:34.759Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:24:40.860Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:24:43.642Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:46.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:48.117Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:57.342Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:59.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:25:16.703Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:28.561Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T21:25:30.978Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:43.677Z\", \"action\": \"click_product\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T21:26:03.376Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:26:19.610Z\", \"action\": \"click_product\", \"action_argument\": \"B09DLF695Y\"}\n{\"timestamp\": \"2025-04-16T21:26:24.294Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:26:44.944Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.000Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:48.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:49.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:50.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:51.583Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:52.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:54.796Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:55.530Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.136Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.834Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:57.728Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:58.653Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:59.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:04.333Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:05.745Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:27:17.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:27:21.089Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:25.313Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:31.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:34.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:04.909Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:16.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:56.340Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:58.072Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:29:06.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:29:12.964Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:30:07.424Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6, B0DH7PNPPM, B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.118Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.784Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:24.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:25.183Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:26.504Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.057Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.913Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:29.854Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:44.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:46.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:48.814Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:50.736Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:53.308Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:54.367Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:56.259Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:57.946Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:59.424Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:00.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:01.760Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:02.699Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:03.813Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:08.833Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:11.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:12.836Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:13.881Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:14.707Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.060Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.723Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:19.004Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:20.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:22.157Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:24.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:33.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:37.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:38.533Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:41.516Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:46.088Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:47.799Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:50.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:49:09.575Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:49:19.353Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:37.129Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:42.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:44.065Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:46.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:48.178Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:52.629Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:54.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:58.427Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:50:01.796Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:50:02.753Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:50:22.856Z\", \"action\": \"purchase\", \"action_argument\": \"B0BP69X89N\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T03:51:36.642Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-19T03:54:35.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:40.413Z\", \"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\": [{\"asin\": \"B0DJFQ5L13\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus\"},\n{\"price\": \"$31.32\"},\n{\"bullet_list\": \"Magnetic Buckle for Easy Access: Equipped with a magnetic buckle system, this saddle bag bicycle allows quick, hassle-free attachment and detachment. With one simple click and pull, your gear is secured or released for efficient, on-the-go access. Aerodynamic Design for Minimal Drag: The Maximus bike saddle bag is engineered with an aerodynamic shape that reduces wind resistance, ensuring smooth rides without slowing you down. Perfect for cyclists who prioritize both storage and performance in their bike seat bag. Premium Durability and Water Resistance: Designed with YKK zippers and high-quality materials, the bicycle saddle bag is built to last and protect your gear from rain, dirt, and debris. Perfect for all-weather rides, ensuring your bicycle seat bag contents stay dry and secure. Available in Multiple Sizes and Colors: Whether you need a compact small bike bag for daily commutes or a larger bike saddle bag for long adventures, the Maximus is available in various sizes and colors\\u2014choose from Black, Red, White, Green, and more to suit your style. Easy Open Pocket: No need to take off our saddle bag from your bike and keep it attached while grabbing what you need.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Purple\"},\n{\"Size\": \"Small\"}],\n\"promotion_items\": [{\"title\": \"Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling...\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bik...\", \"asin\": \"B0BP69X89N\", \"price\": \"$19.56\", \"quantity\": \"\"},\n{\"title\": \"Bike Handlebar Bag, Front Bike Bag, Bicycle Handlebar Bag, Bike Bags Handlebar, Mou...\", \"asin\": \"B0CCRRZSPG\", \"price\": \"$24.78\", \"quantity\": \"\"},\n{\"title\": \"Blackburn Grid MTB Bike Seat Bag\", \"asin\": \"B07DFRZYVF\", \"price\": \"$25.00\", \"quantity\": \"\"},\n{\"title\": \"Bike Handlebar Bag, Bike Bag, Front Bike Bag, Bicycle Handlebar Bag, Mountain bike ...\", \"asin\": \"B0CS9F8CJG\", \"price\": \"$21.45\", \"quantity\": \"\"},\n{\"title\": \"Rhinowalk Bike Pannier Bag Waterproof 22L Bicycle Rear Rack Trunk Bag for Cycling Bicycling Traveling Riding\", \"asin\": \"B09XH7LKM9\", \"price\": \"$55.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Un...\", \"asin\": \"B0DJFQB41P\", \"price\": \"$31.32\", \"quantity\": \"\"},\n{\"title\": \"Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Se...\", \"asin\": \"B0CLKN366D\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bik...\", \"asin\": \"B0DH72GS8T\", \"price\": \"$14.60\", \"quantity\": \"\"},\n{\"title\": \"Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X Red\", \"asin\": \"B0DJFSHW4X\", \"price\": \"$29.91\", \"quantity\": \"\"},\n{\"title\": \"ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote\", \"asin\": \"B0DP545KQK\", \"price\": \"$30.00\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Smart Bike Tail Light for Night Riding Brake Sensing Bicycle Rear Lights USB Rechargeable IPX6 Waterproof Bright LED Bike Light 260mah Cycling Safety Road BikeTaillight Accessories 4 Modes\", \"asin\": \"B0BCK29WBT\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Un...\", \"asin\": \"B0DJFQMSB4\", \"price\": \"$31.32\", \"quantity\": \"\"},\n{\"title\": \"Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Se...\", \"asin\": \"B0CLKNWRGP\", \"price\": \"$24.65\", \"quantity\": \"\"},\n{\"title\": \"Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Un...\", \"asin\": \"B0DJFRQ522\", \"price\": \"$29.45\", \"quantity\": \"\"},\n{\"title\": \"Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bik...\", \"asin\": \"B0DH78XD3M\", \"price\": \"$15.09\", \"quantity\": \"\"},\n{\"title\": \"Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Roa...\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike ...\", \"asin\": \"B0CCRPJLVQ\", \"price\": \"$23.97\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus\", \"asin\": \"B0DJFQ5L13\", \"price\": \"$31.32\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Seat Bag, Seat Bicycle bag, Bike Bag Under seat, Cycling Saddle Bag (Purple, Large)\", \"asin\": \"B0CLKN366D\", \"price\": \"$24.99\"},\n{\"title\": \"ROCKBROS Bike Saddle Bag, Bike Bag Under Seat, Strap-on Cycling Wedge Pack, Bike Seat Storage Bag for Mountain Road Bikes, 0.75L\", \"asin\": \"B08V4S4Z7H\", \"price\": \"$20.99\"},\n{\"title\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\", \"asin\": \"B0BP69X89N\", \"price\": \"$19.56\"},\n{\"title\": \"ROCKBROS Bike Saddle Bag - Small, Lightweight and Portable Under Seat Bag for Road Bikes\", \"asin\": \"B0DHFSZF9X\", \"price\": \"$19.99\"},\n{\"title\": \"ROCKBROS Bike Saddle Bag Small Seat Bag Bicycle Bag Under Seat Bike Accessories Storage Pouch Ultralight Cycling Wedge Pack for Road Mountain MTB Foldable Bike\", \"asin\": \"B07WCT79PK\", \"price\": \"$19.99\"}]\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\": \"2025-04-19T03:54:43.314Z\", // 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": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:09.575Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:19.353Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:37.129Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:42.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:44.065Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:46.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:48.178Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:52.629Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:54.589Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:58.427Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:01.796Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:02.753Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:22.856Z", "action": "purchase", "action_argument": "B0BP69X89N"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:51:36.642Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:54:35.038Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:40.413Z", "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": [{"asin": "B0DJFQ5L13"},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus"},
{"price": "$31.32"},
{"bullet_list": "Magnetic Buckle for Easy Access: Equipped with a magnetic buckle system, this saddle bag bicycle allows quick, hassle-free attachment and detachment. With one simple click and pull, your gear is secured or released for efficient, on-the-go access. Aerodynamic Design for Minimal Drag: The Maximus bike saddle bag is engineered with an aerodynamic shape that reduces wind resistance, ensuring smooth rides without slowing you down. Perfect for cyclists who prioritize both storage and performance in their bike seat bag. Premium Durability and Water Resistance: Designed with YKK zippers and high-quality materials, the bicycle saddle bag is built to last and protect your gear from rain, dirt, and debris. Perfect for all-weather rides, ensuring your bicycle seat bag contents stay dry and secure. Available in Multiple Sizes and Colors: Whether you need a compact small bike bag for daily commutes or a larger bike saddle bag for long adventures, the Maximus is available in various sizes and colors\u2014choose from Black, Red, White, Green, and more to suit your style. Easy Open Pocket: No need to take off our saddle bag from your bike and keep it attached while grabbing what you need."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Purple"},
{"Size": "Small"}],
"promotion_items": [{"title": "Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling...", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bik...", "asin": "B0BP69X89N", "price": "$19.56", "quantity": ""},
{"title": "Bike Handlebar Bag, Front Bike Bag, Bicycle Handlebar Bag, Bike Bags Handlebar, Mou...", "asin": "B0CCRRZSPG", "price": "$24.78", "quantity": ""},
{"title": "Blackburn Grid MTB Bike Seat Bag", "asin": "B07DFRZYVF", "price": "$25.00", "quantity": ""},
{"title": "Bike Handlebar Bag, Bike Bag, Front Bike Bag, Bicycle Handlebar Bag, Mountain bike ...", "asin": "B0CS9F8CJG", "price": "$21.45", "quantity": ""},
{"title": "Rhinowalk Bike Pannier Bag Waterproof 22L Bicycle Rear Rack Trunk Bag for Cycling Bicycling Traveling Riding", "asin": "B09XH7LKM9", "price": "$55.99", "quantity": ""},
{"title": "Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Un...", "asin": "B0DJFQB41P", "price": "$31.32", "quantity": ""},
{"title": "Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Se...", "asin": "B0CLKN366D", "price": "$24.99", "quantity": ""},
{"title": "Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bik...", "asin": "B0DH72GS8T", "price": "$14.60", "quantity": ""},
{"title": "Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X Red", "asin": "B0DJFSHW4X", "price": "$29.91", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "ROCKBROS Smart Bike Tail Light for Night Riding Brake Sensing Bicycle Rear Lights USB Rechargeable IPX6 Waterproof Bright LED Bike Light 260mah Cycling Safety Road BikeTaillight Accessories 4 Modes", "asin": "B0BCK29WBT", "price": "$15.99", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Un...", "asin": "B0DJFQMSB4", "price": "$31.32", "quantity": ""},
{"title": "Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Se...", "asin": "B0CLKNWRGP", "price": "$24.65", "quantity": ""},
{"title": "Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Un...", "asin": "B0DJFRQ522", "price": "$29.45", "quantity": ""},
{"title": "Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bik...", "asin": "B0DH78XD3M", "price": "$15.09", "quantity": ""},
{"title": "Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Roa...", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike ...", "asin": "B0CCRPJLVQ", "price": "$23.97", "quantity": ""}],
"comparison_items": [{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus", "asin": "B0DJFQ5L13", "price": "$31.32"},
{"title": "Lumiere & Co. Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Seat Bag, Seat Bicycle bag, Bike Bag Under seat, Cycling Saddle Bag (Purple, Large)", "asin": "B0CLKN366D", "price": "$24.99"},
{"title": "ROCKBROS Bike Saddle Bag, Bike Bag Under Seat, Strap-on Cycling Wedge Pack, Bike Seat Storage Bag for Mountain Road Bikes, 0.75L", "asin": "B08V4S4Z7H", "price": "$20.99"},
{"title": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,", "asin": "B0BP69X89N", "price": "$19.56"},
{"title": "ROCKBROS Bike Saddle Bag - Small, Lightweight and Portable Under Seat Bag for Road Bikes", "asin": "B0DHFSZF9X", "price": "$19.99"},
{"title": "ROCKBROS Bike Saddle Bag Small Seat Bag Bicycle Bag Under Seat Bike Accessories Storage Pouch Ultralight Cycling Wedge Pack for Road Mountain MTB Foldable Bike", "asin": "B07WCT79PK", "price": "$19.99"}]
<|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": "2025-04-19T03:54:43.314Z", // 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>
|
2025-04-19T03:54:43.314Z
|
click
|
product_option
|
rule
|
2025-04-19T03:54:43.314Z
|
click
|
product_option
|
train
| 164 |
2025-04-19T03:54:43.314Z
|
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": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:09.575Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:19.353Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:37.129Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:42.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:44.065Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:46.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:48.178Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:52.629Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:54.589Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:58.427Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:01.796Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:02.753Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:22.856Z", "action": "purchase", "action_argument": "B0BP69X89N"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:51:36.642Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:54:35.038Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:40.413Z", "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": [{"asin": "B0DJFQ5L13"},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus"},
{"price": "$31.32"},
{"bullet_list": "Magnetic Buckle for Easy Access: Equipped with a magnetic buckle system, this saddle bag bicycle allows quick, hassle-free attachment and detachment. With one simple click and pull, your gear is secured or released for efficient, on-the-go access. Aerodynamic Design for Minimal Drag: The Maximus bike saddle bag is engineered with an aerodynamic shape that reduces wind resistance, ensuring smooth rides without slowing you down. Perfect for cyclists who prioritize both storage and performance in their bike seat bag. Premium Durability and Water Resistance: Designed with YKK zippers and high-quality materials, the bicycle saddle bag is built to last and protect your gear from rain, dirt, and debris. Perfect for all-weather rides, ensuring your bicycle seat bag contents stay dry and secure. Available in Multiple Sizes and Colors: Whether you need a compact small bike bag for daily commutes or a larger bike saddle bag for long adventures, the Maximus is available in various sizes and colors\u2014choose from Black, Red, White, Green, and more to suit your style. Easy Open Pocket: No need to take off our saddle bag from your bike and keep it attached while grabbing what you need."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Purple"},
{"Size": "Small"}],
"promotion_items": [{"title": "Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling...", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bik...", "asin": "B0BP69X89N", "price": "$19.56", "quantity": ""},
{"title": "Bike Handlebar Bag, Front Bike Bag, Bicycle Handlebar Bag, Bike Bags Handlebar, Mou...", "asin": "B0CCRRZSPG", "price": "$24.78", "quantity": ""},
{"title": "Blackburn Grid MTB Bike Seat Bag", "asin": "B07DFRZYVF", "price": "$25.00", "quantity": ""},
{"title": "Bike Handlebar Bag, Bike Bag, Front Bike Bag, Bicycle Handlebar Bag, Mountain bike ...", "asin": "B0CS9F8CJG", "price": "$21.45", "quantity": ""},
{"title": "Rhinowalk Bike Pannier Bag Waterproof 22L Bicycle Rear Rack Trunk Bag for Cycling Bicycling Traveling Riding", "asin": "B09XH7LKM9", "price": "$55.99", "quantity": ""},
{"title": "Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Un...", "asin": "B0DJFQB41P", "price": "$31.32", "quantity": ""},
{"title": "Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Se...", "asin": "B0CLKN366D", "price": "$24.99", "quantity": ""},
{"title": "Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bik...", "asin": "B0DH72GS8T", "price": "$14.60", "quantity": ""},
{"title": "Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X Red", "asin": "B0DJFSHW4X", "price": "$29.91", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "ROCKBROS Smart Bike Tail Light for Night Riding Brake Sensing Bicycle Rear Lights USB Rechargeable IPX6 Waterproof Bright LED Bike Light 260mah Cycling Safety Road BikeTaillight Accessories 4 Modes", "asin": "B0BCK29WBT", "price": "$15.99", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Un...", "asin": "B0DJFQMSB4", "price": "$31.32", "quantity": ""},
{"title": "Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Se...", "asin": "B0CLKNWRGP", "price": "$24.65", "quantity": ""},
{"title": "Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Un...", "asin": "B0DJFRQ522", "price": "$29.45", "quantity": ""},
{"title": "Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bik...", "asin": "B0DH78XD3M", "price": "$15.09", "quantity": ""},
{"title": "Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Roa...", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike ...", "asin": "B0CCRPJLVQ", "price": "$23.97", "quantity": ""}],
"comparison_items": [{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus", "asin": "B0DJFQ5L13", "price": "$31.32"},
{"title": "Lumiere & Co. Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Seat Bag, Seat Bicycle bag, Bike Bag Under seat, Cycling Saddle Bag (Purple, Large)", "asin": "B0CLKN366D", "price": "$24.99"},
{"title": "ROCKBROS Bike Saddle Bag, Bike Bag Under Seat, Strap-on Cycling Wedge Pack, Bike Seat Storage Bag for Mountain Road Bikes, 0.75L", "asin": "B08V4S4Z7H", "price": "$20.99"},
{"title": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,", "asin": "B0BP69X89N", "price": "$19.56"},
{"title": "ROCKBROS Bike Saddle Bag - Small, Lightweight and Portable Under Seat Bag for Road Bikes", "asin": "B0DHFSZF9X", "price": "$19.99"},
{"title": "ROCKBROS Bike Saddle Bag Small Seat Bag Bicycle Bag Under Seat Bike Accessories Storage Pouch Ultralight Cycling Wedge Pack for Road Mountain MTB Foldable Bike", "asin": "B07WCT79PK", "price": "$19.99"}]
<|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": "2025-04-19T03:54:43.314Z", // 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\": \"2025-04-16T21:08:46.548Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-16T21:24:34.759Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:24:40.860Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:24:43.642Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:46.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:48.117Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:57.342Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:59.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:25:16.703Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:28.561Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T21:25:30.978Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:43.677Z\", \"action\": \"click_product\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T21:26:03.376Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:26:19.610Z\", \"action\": \"click_product\", \"action_argument\": \"B09DLF695Y\"}\n{\"timestamp\": \"2025-04-16T21:26:24.294Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:26:44.944Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.000Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:48.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:49.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:50.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:51.583Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:52.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:54.796Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:55.530Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.136Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.834Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:57.728Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:58.653Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:59.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:04.333Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:05.745Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:27:17.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:27:21.089Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:25.313Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:31.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:34.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:04.909Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:16.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:56.340Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:58.072Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:29:06.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:29:12.964Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:30:07.424Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6, B0DH7PNPPM, B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.118Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.784Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:24.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:25.183Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:26.504Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.057Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.913Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:29.854Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:44.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:46.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:48.814Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:50.736Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:53.308Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:54.367Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:56.259Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:57.946Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:59.424Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:00.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:01.760Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:02.699Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:03.813Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:08.833Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:11.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:12.836Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:13.881Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:14.707Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.060Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.723Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:19.004Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:20.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:22.157Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:24.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:33.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:37.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:38.533Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:41.516Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:46.088Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:47.799Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:50.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:49:09.575Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:49:19.353Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:37.129Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:42.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:44.065Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:46.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:48.178Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:52.629Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:54.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:58.427Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:50:01.796Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:50:02.753Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:50:22.856Z\", \"action\": \"purchase\", \"action_argument\": \"B0BP69X89N\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T03:51:36.642Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-19T03:54:35.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:40.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:43.314Z\", \"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\": [{\"asin\": \"B0DJFQMSB4\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus\"},\n{\"price\": \"$31.32\"},\n{\"bullet_list\": \"Magnetic Buckle for Easy Access: Equipped with a magnetic buckle system, this saddle bag bicycle allows quick, hassle-free attachment and detachment. With one simple click and pull, your gear is secured or released for efficient, on-the-go access. Aerodynamic Design for Minimal Drag: The Maximus bike saddle bag is engineered with an aerodynamic shape that reduces wind resistance, ensuring smooth rides without slowing you down. Perfect for cyclists who prioritize both storage and performance in their bike seat bag. Premium Durability and Water Resistance: Designed with YKK zippers and high-quality materials, the bicycle saddle bag is built to last and protect your gear from rain, dirt, and debris. Perfect for all-weather rides, ensuring your bicycle seat bag contents stay dry and secure. Available in Multiple Sizes and Colors: Whether you need a compact small bike bag for daily commutes or a larger bike saddle bag for long adventures, the Maximus is available in various sizes and colors\\u2014choose from Black, Red, White, Green, and more to suit your style. Easy Open Pocket: No need to take off our saddle bag from your bike and keep it attached while grabbing what you need.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Red\"},\n{\"Size\": \"Small\"}],\n\"promotion_items\": [{\"title\": \"Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippe...\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bik...\", \"asin\": \"B0CLKN4WZF\", \"price\": \"$19.25\", \"quantity\": \"\"},\n{\"title\": \"Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Se...\", \"asin\": \"B0CLKNWRGP\", \"price\": \"$24.65\", \"quantity\": \"\"},\n{\"title\": \"Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Roa...\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote\", \"asin\": \"B0DP545KQK\", \"price\": \"$30.00\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\", \"asin\": \"B0BP69X89N\", \"price\": \"$19.56\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Handlebar Bag, Front Bike Bag, Bicycle Handlebar Bag, Bike Bags Handlebar, Mountain Bike Storage, Bike Pouch for Bicycle (Purple, Medium)\", \"asin\": \"B0CCRRZSPG\", \"price\": \"$24.78\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Handlebar Bag, Bike Bag, Front Bike Bag, Bicycle Handlebar Bag, Mountain bike accessories, bike bags for bicycles, bike bag\", \"asin\": \"B0CS9F8CJG\", \"price\": \"$21.45\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Blackburn Grid MTB Bike Seat Bag\", \"asin\": \"B07DFRZYVF\", \"price\": \"$25.00\", \"quantity\": \"\"},\n{\"title\": \"Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Un...\", \"asin\": \"B0DJFPW1QY\", \"price\": \"$31.32\", \"quantity\": \"\"},\n{\"title\": \"Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Se...\", \"asin\": \"B0CLKNX9W6\", \"price\": \"$27.10\", \"quantity\": \"\"},\n{\"title\": \"Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bik...\", \"asin\": \"B0DH72GS8T\", \"price\": \"$14.60\", \"quantity\": \"\"},\n{\"title\": \"Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Un...\", \"asin\": \"B0DJFQXT2R\", \"price\": \"$29.45\", \"quantity\": \"\"},\n{\"title\": \"Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Roa...\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike ...\", \"asin\": \"B0CCRPJLVQ\", \"price\": \"$23.97\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus\", \"asin\": \"B0DJFQMSB4\", \"price\": \"$31.32\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Seat Bag, Seat Bicycle bag, Bike Bag Under seat, Cycling Saddle Bag (Purple, Large)\", \"asin\": \"B0CLKN366D\", \"price\": \"$24.99\"},\n{\"title\": \"KONG MING CAR Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs, Bicycle Saddle Tool Bag, Cycling Bag\", \"asin\": \"B0D739PR63\", \"price\": \"$19.99\"},\n{\"title\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\", \"asin\": \"B0BP69X89N\", \"price\": \"$19.56\"},\n{\"title\": \"ROCKBROS Bike Saddle Bag - Small, Lightweight and Portable Under Seat Bag for Road Bikes\", \"asin\": \"B0DHFSZF9X\", \"price\": \"$19.99\"},\n{\"title\": \"ROCKBROS Bike Saddle Bag Small Seat Bag Bicycle Bag Under Seat Bike Accessories Storage Pouch Ultralight Cycling Wedge Pack for Road Mountain MTB Foldable Bike\", \"asin\": \"B07WCT79PK\", \"price\": \"$19.99\"}]\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\": \"2025-04-19T03:54:46.323Z\", // 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": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:09.575Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:19.353Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:37.129Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:42.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:44.065Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:46.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:48.178Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:52.629Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:54.589Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:58.427Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:01.796Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:02.753Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:22.856Z", "action": "purchase", "action_argument": "B0BP69X89N"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:51:36.642Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:54:35.038Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:40.413Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:43.314Z", "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": [{"asin": "B0DJFQMSB4"},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus"},
{"price": "$31.32"},
{"bullet_list": "Magnetic Buckle for Easy Access: Equipped with a magnetic buckle system, this saddle bag bicycle allows quick, hassle-free attachment and detachment. With one simple click and pull, your gear is secured or released for efficient, on-the-go access. Aerodynamic Design for Minimal Drag: The Maximus bike saddle bag is engineered with an aerodynamic shape that reduces wind resistance, ensuring smooth rides without slowing you down. Perfect for cyclists who prioritize both storage and performance in their bike seat bag. Premium Durability and Water Resistance: Designed with YKK zippers and high-quality materials, the bicycle saddle bag is built to last and protect your gear from rain, dirt, and debris. Perfect for all-weather rides, ensuring your bicycle seat bag contents stay dry and secure. Available in Multiple Sizes and Colors: Whether you need a compact small bike bag for daily commutes or a larger bike saddle bag for long adventures, the Maximus is available in various sizes and colors\u2014choose from Black, Red, White, Green, and more to suit your style. Easy Open Pocket: No need to take off our saddle bag from your bike and keep it attached while grabbing what you need."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Red"},
{"Size": "Small"}],
"promotion_items": [{"title": "Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippe...", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bik...", "asin": "B0CLKN4WZF", "price": "$19.25", "quantity": ""},
{"title": "Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Se...", "asin": "B0CLKNWRGP", "price": "$24.65", "quantity": ""},
{"title": "Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Roa...", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,", "asin": "B0BP69X89N", "price": "$19.56", "quantity": ""},
{"title": "Lumiere & Co. Bike Handlebar Bag, Front Bike Bag, Bicycle Handlebar Bag, Bike Bags Handlebar, Mountain Bike Storage, Bike Pouch for Bicycle (Purple, Medium)", "asin": "B0CCRRZSPG", "price": "$24.78", "quantity": ""},
{"title": "Lumiere & Co. Bike Handlebar Bag, Bike Bag, Front Bike Bag, Bicycle Handlebar Bag, Mountain bike accessories, bike bags for bicycles, bike bag", "asin": "B0CS9F8CJG", "price": "$21.45", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "Blackburn Grid MTB Bike Seat Bag", "asin": "B07DFRZYVF", "price": "$25.00", "quantity": ""},
{"title": "Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Un...", "asin": "B0DJFPW1QY", "price": "$31.32", "quantity": ""},
{"title": "Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Se...", "asin": "B0CLKNX9W6", "price": "$27.10", "quantity": ""},
{"title": "Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bik...", "asin": "B0DH72GS8T", "price": "$14.60", "quantity": ""},
{"title": "Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Un...", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Roa...", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike ...", "asin": "B0CCRPJLVQ", "price": "$23.97", "quantity": ""}],
"comparison_items": [{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus", "asin": "B0DJFQMSB4", "price": "$31.32"},
{"title": "Lumiere & Co. Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Seat Bag, Seat Bicycle bag, Bike Bag Under seat, Cycling Saddle Bag (Purple, Large)", "asin": "B0CLKN366D", "price": "$24.99"},
{"title": "KONG MING CAR Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs, Bicycle Saddle Tool Bag, Cycling Bag", "asin": "B0D739PR63", "price": "$19.99"},
{"title": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,", "asin": "B0BP69X89N", "price": "$19.56"},
{"title": "ROCKBROS Bike Saddle Bag - Small, Lightweight and Portable Under Seat Bag for Road Bikes", "asin": "B0DHFSZF9X", "price": "$19.99"},
{"title": "ROCKBROS Bike Saddle Bag Small Seat Bag Bicycle Bag Under Seat Bike Accessories Storage Pouch Ultralight Cycling Wedge Pack for Road Mountain MTB Foldable Bike", "asin": "B07WCT79PK", "price": "$19.99"}]
<|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": "2025-04-19T03:54:46.323Z", // 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>
|
2025-04-19T03:54:46.323Z
|
click
|
product_option
|
rule
|
2025-04-19T03:54:46.323Z
|
click
|
product_option
|
train
| 165 |
2025-04-19T03:54:46.323Z
|
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": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:09.575Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:19.353Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:37.129Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:42.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:44.065Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:46.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:48.178Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:52.629Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:54.589Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:58.427Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:01.796Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:02.753Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:22.856Z", "action": "purchase", "action_argument": "B0BP69X89N"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:51:36.642Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:54:35.038Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:40.413Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:43.314Z", "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": [{"asin": "B0DJFQMSB4"},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus"},
{"price": "$31.32"},
{"bullet_list": "Magnetic Buckle for Easy Access: Equipped with a magnetic buckle system, this saddle bag bicycle allows quick, hassle-free attachment and detachment. With one simple click and pull, your gear is secured or released for efficient, on-the-go access. Aerodynamic Design for Minimal Drag: The Maximus bike saddle bag is engineered with an aerodynamic shape that reduces wind resistance, ensuring smooth rides without slowing you down. Perfect for cyclists who prioritize both storage and performance in their bike seat bag. Premium Durability and Water Resistance: Designed with YKK zippers and high-quality materials, the bicycle saddle bag is built to last and protect your gear from rain, dirt, and debris. Perfect for all-weather rides, ensuring your bicycle seat bag contents stay dry and secure. Available in Multiple Sizes and Colors: Whether you need a compact small bike bag for daily commutes or a larger bike saddle bag for long adventures, the Maximus is available in various sizes and colors\u2014choose from Black, Red, White, Green, and more to suit your style. Easy Open Pocket: No need to take off our saddle bag from your bike and keep it attached while grabbing what you need."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Red"},
{"Size": "Small"}],
"promotion_items": [{"title": "Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippe...", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bik...", "asin": "B0CLKN4WZF", "price": "$19.25", "quantity": ""},
{"title": "Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Se...", "asin": "B0CLKNWRGP", "price": "$24.65", "quantity": ""},
{"title": "Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Roa...", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,", "asin": "B0BP69X89N", "price": "$19.56", "quantity": ""},
{"title": "Lumiere & Co. Bike Handlebar Bag, Front Bike Bag, Bicycle Handlebar Bag, Bike Bags Handlebar, Mountain Bike Storage, Bike Pouch for Bicycle (Purple, Medium)", "asin": "B0CCRRZSPG", "price": "$24.78", "quantity": ""},
{"title": "Lumiere & Co. Bike Handlebar Bag, Bike Bag, Front Bike Bag, Bicycle Handlebar Bag, Mountain bike accessories, bike bags for bicycles, bike bag", "asin": "B0CS9F8CJG", "price": "$21.45", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "Blackburn Grid MTB Bike Seat Bag", "asin": "B07DFRZYVF", "price": "$25.00", "quantity": ""},
{"title": "Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Un...", "asin": "B0DJFPW1QY", "price": "$31.32", "quantity": ""},
{"title": "Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Se...", "asin": "B0CLKNX9W6", "price": "$27.10", "quantity": ""},
{"title": "Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bik...", "asin": "B0DH72GS8T", "price": "$14.60", "quantity": ""},
{"title": "Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Un...", "asin": "B0DJFQXT2R", "price": "$29.45", "quantity": ""},
{"title": "Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Roa...", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike ...", "asin": "B0CCRPJLVQ", "price": "$23.97", "quantity": ""}],
"comparison_items": [{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus", "asin": "B0DJFQMSB4", "price": "$31.32"},
{"title": "Lumiere & Co. Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Seat Bag, Seat Bicycle bag, Bike Bag Under seat, Cycling Saddle Bag (Purple, Large)", "asin": "B0CLKN366D", "price": "$24.99"},
{"title": "KONG MING CAR Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs, Bicycle Saddle Tool Bag, Cycling Bag", "asin": "B0D739PR63", "price": "$19.99"},
{"title": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,", "asin": "B0BP69X89N", "price": "$19.56"},
{"title": "ROCKBROS Bike Saddle Bag - Small, Lightweight and Portable Under Seat Bag for Road Bikes", "asin": "B0DHFSZF9X", "price": "$19.99"},
{"title": "ROCKBROS Bike Saddle Bag Small Seat Bag Bicycle Bag Under Seat Bike Accessories Storage Pouch Ultralight Cycling Wedge Pack for Road Mountain MTB Foldable Bike", "asin": "B07WCT79PK", "price": "$19.99"}]
<|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": "2025-04-19T03:54:46.323Z", // 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\": \"2025-04-16T21:08:46.548Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-16T21:24:34.759Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:24:40.860Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:24:43.642Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:46.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:48.117Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:57.342Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:59.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:25:16.703Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:28.561Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T21:25:30.978Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:43.677Z\", \"action\": \"click_product\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T21:26:03.376Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:26:19.610Z\", \"action\": \"click_product\", \"action_argument\": \"B09DLF695Y\"}\n{\"timestamp\": \"2025-04-16T21:26:24.294Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:26:44.944Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.000Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:48.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:49.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:50.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:51.583Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:52.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:54.796Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:55.530Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.136Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.834Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:57.728Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:58.653Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:59.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:04.333Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:05.745Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:27:17.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:27:21.089Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:25.313Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:31.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:34.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:04.909Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:16.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:56.340Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:58.072Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:29:06.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:29:12.964Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:30:07.424Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6, B0DH7PNPPM, B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.118Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.784Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:24.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:25.183Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:26.504Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.057Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.913Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:29.854Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:44.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:46.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:48.814Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:50.736Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:53.308Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:54.367Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:56.259Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:57.946Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:59.424Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:00.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:01.760Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:02.699Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:03.813Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:08.833Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:11.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:12.836Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:13.881Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:14.707Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.060Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.723Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:19.004Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:20.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:22.157Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:24.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:33.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:37.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:38.533Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:41.516Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:46.088Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:47.799Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:50.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:49:09.575Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:49:19.353Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:37.129Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:42.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:44.065Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:46.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:48.178Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:52.629Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:54.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:58.427Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:50:01.796Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:50:02.753Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:50:22.856Z\", \"action\": \"purchase\", \"action_argument\": \"B0BP69X89N\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T03:51:36.642Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-19T03:54:35.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:40.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:43.314Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:46.323Z\", \"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\": [{\"asin\": \"B0DJFQ136X\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus\"},\n{\"price\": \"$27.32\"},\n{\"bullet_list\": \"Magnetic Buckle for Easy Access: Equipped with a magnetic buckle system, this saddle bag bicycle allows quick, hassle-free attachment and detachment. With one simple click and pull, your gear is secured or released for efficient, on-the-go access. Aerodynamic Design for Minimal Drag: The Maximus bike saddle bag is engineered with an aerodynamic shape that reduces wind resistance, ensuring smooth rides without slowing you down. Perfect for cyclists who prioritize both storage and performance in their bike seat bag. Premium Durability and Water Resistance: Designed with YKK zippers and high-quality materials, the bicycle saddle bag is built to last and protect your gear from rain, dirt, and debris. Perfect for all-weather rides, ensuring your bicycle seat bag contents stay dry and secure. Available in Multiple Sizes and Colors: Whether you need a compact small bike bag for daily commutes or a larger bike saddle bag for long adventures, the Maximus is available in various sizes and colors\\u2014choose from Black, Red, White, Green, and more to suit your style. Easy Open Pocket: No need to take off our saddle bag from your bike and keep it attached while grabbing what you need.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"White\"},\n{\"Size\": \"Small\"}],\n\"promotion_items\": [{\"title\": \"Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Un...\", \"asin\": \"B0DJFQB41P\", \"price\": \"$31.32\", \"quantity\": \"\"},\n{\"title\": \"Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bik...\", \"asin\": \"B0BP69X89N\", \"price\": \"$19.56\", \"quantity\": \"\"},\n{\"title\": \"Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling...\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Roa...\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote\", \"asin\": \"B0DP545KQK\", \"price\": \"$30.00\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bik...\", \"asin\": \"B0CLKN4WZF\", \"price\": \"$19.25\", \"quantity\": \"\"},\n{\"title\": \"Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Se...\", \"asin\": \"B0CLKN5CLB\", \"price\": \"$31.45\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike ...\", \"asin\": \"B0CCRP2PCX\", \"price\": \"$22.45\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Handlebar Bag, Bike Bag, Front Bike Bag, Bicycle Handlebar Bag, Mountain bike ...\", \"asin\": \"B0CS9F8CJG\", \"price\": \"$21.45\", \"quantity\": \"\"},\n{\"title\": \"Blackburn Grid MTB Bike Seat Bag\", \"asin\": \"B07DFQRHK1\", \"price\": \"$22.95\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus\", \"asin\": \"B0DJFPW1QY\", \"price\": \"$31.32\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Seat Bag, Seat Bicycle bag, Bike Bag Under seat, Cycling Saddle Bag (Purple, Small)\", \"asin\": \"B0CLKP5QXH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DJFRQ522\", \"price\": \"$29.45\", \"quantity\": \"\"},\n{\"title\": \"ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote\", \"asin\": \"B0DP545KQK\", \"price\": \"$30.00\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\", \"asin\": \"B0CLKN4WZF\", \"price\": \"$19.25\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus\", \"asin\": \"B0DJFQ136X\", \"price\": \"$27.32\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Seat Bag, Seat Bicycle bag, Bike Bag Under seat, Cycling Saddle Bag (Purple, Large)\", \"asin\": \"B0CLKN366D\", \"price\": \"$24.99\"},\n{\"title\": \"Maverick Cycles Bike Saddle Bag Cycling Seat Pack Waterproof Bicycle Under Seat Pouch\", \"asin\": \"B0CP2XZ2SP\", \"price\": \"$29.99\"},\n{\"title\": \"KONG MING CAR Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs, Bicycle Saddle Tool Bag, Cycling Bag\", \"asin\": \"B0D739PR63\", \"price\": \"$19.99\"},\n{\"title\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\", \"asin\": \"B0BP69X89N\", \"price\": \"$19.56\"},\n{\"title\": \"ROCKBROS Bike Saddle Bag - Small, Lightweight and Portable Under Seat Bag for Road Bikes\", \"asin\": \"B0DHFSZF9X\", \"price\": \"$19.99\"}]\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\": \"2025-04-19T03:54:49.266Z\", // 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": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:09.575Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:19.353Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:37.129Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:42.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:44.065Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:46.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:48.178Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:52.629Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:54.589Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:58.427Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:01.796Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:02.753Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:22.856Z", "action": "purchase", "action_argument": "B0BP69X89N"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:51:36.642Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:54:35.038Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:40.413Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:43.314Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:46.323Z", "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": [{"asin": "B0DJFQ136X"},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus"},
{"price": "$27.32"},
{"bullet_list": "Magnetic Buckle for Easy Access: Equipped with a magnetic buckle system, this saddle bag bicycle allows quick, hassle-free attachment and detachment. With one simple click and pull, your gear is secured or released for efficient, on-the-go access. Aerodynamic Design for Minimal Drag: The Maximus bike saddle bag is engineered with an aerodynamic shape that reduces wind resistance, ensuring smooth rides without slowing you down. Perfect for cyclists who prioritize both storage and performance in their bike seat bag. Premium Durability and Water Resistance: Designed with YKK zippers and high-quality materials, the bicycle saddle bag is built to last and protect your gear from rain, dirt, and debris. Perfect for all-weather rides, ensuring your bicycle seat bag contents stay dry and secure. Available in Multiple Sizes and Colors: Whether you need a compact small bike bag for daily commutes or a larger bike saddle bag for long adventures, the Maximus is available in various sizes and colors\u2014choose from Black, Red, White, Green, and more to suit your style. Easy Open Pocket: No need to take off our saddle bag from your bike and keep it attached while grabbing what you need."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "White"},
{"Size": "Small"}],
"promotion_items": [{"title": "Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Un...", "asin": "B0DJFQB41P", "price": "$31.32", "quantity": ""},
{"title": "Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bik...", "asin": "B0BP69X89N", "price": "$19.56", "quantity": ""},
{"title": "Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling...", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Roa...", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bik...", "asin": "B0CLKN4WZF", "price": "$19.25", "quantity": ""},
{"title": "Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Se...", "asin": "B0CLKN5CLB", "price": "$31.45", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike ...", "asin": "B0CCRP2PCX", "price": "$22.45", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "Bike Handlebar Bag, Bike Bag, Front Bike Bag, Bicycle Handlebar Bag, Mountain bike ...", "asin": "B0CS9F8CJG", "price": "$21.45", "quantity": ""},
{"title": "Blackburn Grid MTB Bike Seat Bag", "asin": "B07DFQRHK1", "price": "$22.95", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus", "asin": "B0DJFPW1QY", "price": "$31.32", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Seat Bag, Seat Bicycle bag, Bike Bag Under seat, Cycling Saddle Bag (Purple, Small)", "asin": "B0CLKP5QXH", "price": "$24.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFRQ522", "price": "$29.45", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,", "asin": "B0CLKN4WZF", "price": "$19.25", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""}],
"comparison_items": [{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus", "asin": "B0DJFQ136X", "price": "$27.32"},
{"title": "Lumiere & Co. Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Seat Bag, Seat Bicycle bag, Bike Bag Under seat, Cycling Saddle Bag (Purple, Large)", "asin": "B0CLKN366D", "price": "$24.99"},
{"title": "Maverick Cycles Bike Saddle Bag Cycling Seat Pack Waterproof Bicycle Under Seat Pouch", "asin": "B0CP2XZ2SP", "price": "$29.99"},
{"title": "KONG MING CAR Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs, Bicycle Saddle Tool Bag, Cycling Bag", "asin": "B0D739PR63", "price": "$19.99"},
{"title": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,", "asin": "B0BP69X89N", "price": "$19.56"},
{"title": "ROCKBROS Bike Saddle Bag - Small, Lightweight and Portable Under Seat Bag for Road Bikes", "asin": "B0DHFSZF9X", "price": "$19.99"}]
<|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": "2025-04-19T03:54:49.266Z", // 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>
|
2025-04-19T03:54:49.266Z
|
click
|
product_option
|
rule
|
2025-04-19T03:54:49.266Z
|
click
|
product_option
|
train
| 166 |
2025-04-19T03:54:49.266Z
|
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": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:09.575Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:19.353Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:37.129Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:42.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:44.065Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:46.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:48.178Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:52.629Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:54.589Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:58.427Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:01.796Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:02.753Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:22.856Z", "action": "purchase", "action_argument": "B0BP69X89N"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:51:36.642Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:54:35.038Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:40.413Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:43.314Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:46.323Z", "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": [{"asin": "B0DJFQ136X"},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus"},
{"price": "$27.32"},
{"bullet_list": "Magnetic Buckle for Easy Access: Equipped with a magnetic buckle system, this saddle bag bicycle allows quick, hassle-free attachment and detachment. With one simple click and pull, your gear is secured or released for efficient, on-the-go access. Aerodynamic Design for Minimal Drag: The Maximus bike saddle bag is engineered with an aerodynamic shape that reduces wind resistance, ensuring smooth rides without slowing you down. Perfect for cyclists who prioritize both storage and performance in their bike seat bag. Premium Durability and Water Resistance: Designed with YKK zippers and high-quality materials, the bicycle saddle bag is built to last and protect your gear from rain, dirt, and debris. Perfect for all-weather rides, ensuring your bicycle seat bag contents stay dry and secure. Available in Multiple Sizes and Colors: Whether you need a compact small bike bag for daily commutes or a larger bike saddle bag for long adventures, the Maximus is available in various sizes and colors\u2014choose from Black, Red, White, Green, and more to suit your style. Easy Open Pocket: No need to take off our saddle bag from your bike and keep it attached while grabbing what you need."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "White"},
{"Size": "Small"}],
"promotion_items": [{"title": "Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Un...", "asin": "B0DJFQB41P", "price": "$31.32", "quantity": ""},
{"title": "Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bik...", "asin": "B0BP69X89N", "price": "$19.56", "quantity": ""},
{"title": "Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling...", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Roa...", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bik...", "asin": "B0CLKN4WZF", "price": "$19.25", "quantity": ""},
{"title": "Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Se...", "asin": "B0CLKN5CLB", "price": "$31.45", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike ...", "asin": "B0CCRP2PCX", "price": "$22.45", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "Bike Handlebar Bag, Bike Bag, Front Bike Bag, Bicycle Handlebar Bag, Mountain bike ...", "asin": "B0CS9F8CJG", "price": "$21.45", "quantity": ""},
{"title": "Blackburn Grid MTB Bike Seat Bag", "asin": "B07DFQRHK1", "price": "$22.95", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus", "asin": "B0DJFPW1QY", "price": "$31.32", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Seat Bag, Seat Bicycle bag, Bike Bag Under seat, Cycling Saddle Bag (Purple, Small)", "asin": "B0CLKP5QXH", "price": "$24.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFRQ522", "price": "$29.45", "quantity": ""},
{"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""},
{"title": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,", "asin": "B0CLKN4WZF", "price": "$19.25", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""}],
"comparison_items": [{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus", "asin": "B0DJFQ136X", "price": "$27.32"},
{"title": "Lumiere & Co. Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Seat Bag, Seat Bicycle bag, Bike Bag Under seat, Cycling Saddle Bag (Purple, Large)", "asin": "B0CLKN366D", "price": "$24.99"},
{"title": "Maverick Cycles Bike Saddle Bag Cycling Seat Pack Waterproof Bicycle Under Seat Pouch", "asin": "B0CP2XZ2SP", "price": "$29.99"},
{"title": "KONG MING CAR Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs, Bicycle Saddle Tool Bag, Cycling Bag", "asin": "B0D739PR63", "price": "$19.99"},
{"title": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,", "asin": "B0BP69X89N", "price": "$19.56"},
{"title": "ROCKBROS Bike Saddle Bag - Small, Lightweight and Portable Under Seat Bag for Road Bikes", "asin": "B0DHFSZF9X", "price": "$19.99"}]
<|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": "2025-04-19T03:54:49.266Z", // 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\": \"2025-04-16T21:08:46.548Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-16T21:24:34.759Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:24:40.860Z\", \"action\": \"click_product\", \"action_argument\": \"B0BT9K54D6\"}\n{\"timestamp\": \"2025-04-16T21:24:43.642Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:46.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:48.117Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:57.342Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:24:59.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:25:16.703Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:28.561Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T21:25:30.978Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:25:43.677Z\", \"action\": \"click_product\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T21:26:03.376Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:26:19.610Z\", \"action\": \"click_product\", \"action_argument\": \"B09DLF695Y\"}\n{\"timestamp\": \"2025-04-16T21:26:24.294Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:26:44.944Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.000Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:47.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:48.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:49.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:50.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:51.583Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:52.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:54.796Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:55.530Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.136Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:56.834Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:57.728Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:58.653Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:26:59.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:04.333Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:27:05.745Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:27:17.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:27:21.089Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:25.313Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:31.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:27:34.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:04.909Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:16.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T21:28:56.340Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T21:28:58.072Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:29:06.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-16T21:29:12.964Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T21:30:07.424Z\", \"action\": \"purchase\", \"action_argument\": \"B0BT9K54D6, B0DH7PNPPM, B0D418HHPL\"}\n{\"timestamp\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.118Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.784Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:24.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:25.183Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:26.504Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.057Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.913Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:29.854Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:44.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:46.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:48.814Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:50.736Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:53.308Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:54.367Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:56.259Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:57.946Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:59.424Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:00.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:01.760Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:02.699Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:03.813Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:08.833Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:11.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:12.836Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:13.881Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:14.707Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.060Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.723Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:19.004Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:20.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:22.157Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:24.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:33.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:37.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:38.533Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:41.516Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:46.088Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:47.799Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:50.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:49:09.575Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:49:19.353Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:37.129Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:42.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:44.065Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:46.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:48.178Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:52.629Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:54.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:58.427Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:50:01.796Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:50:02.753Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:50:22.856Z\", \"action\": \"purchase\", \"action_argument\": \"B0BP69X89N\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T03:51:36.642Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-19T03:54:35.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:40.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:43.314Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:46.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:49.266Z\", \"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\": [{\"asin\": \"B0DJFPW1QY\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus\"},\n{\"price\": \"$31.32\"},\n{\"bullet_list\": \"Magnetic Buckle for Easy Access: Equipped with a magnetic buckle system, this saddle bag bicycle allows quick, hassle-free attachment and detachment. With one simple click and pull, your gear is secured or released for efficient, on-the-go access. Aerodynamic Design for Minimal Drag: The Maximus bike saddle bag is engineered with an aerodynamic shape that reduces wind resistance, ensuring smooth rides without slowing you down. Perfect for cyclists who prioritize both storage and performance in their bike seat bag. Premium Durability and Water Resistance: Designed with YKK zippers and high-quality materials, the bicycle saddle bag is built to last and protect your gear from rain, dirt, and debris. Perfect for all-weather rides, ensuring your bicycle seat bag contents stay dry and secure. Available in Multiple Sizes and Colors: Whether you need a compact small bike bag for daily commutes or a larger bike saddle bag for long adventures, the Maximus is available in various sizes and colors\\u2014choose from Black, Red, White, Green, and more to suit your style. Easy Open Pocket: No need to take off our saddle bag from your bike and keep it attached while grabbing what you need.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black\"},\n{\"Size\": \"Small\"}],\n\"promotion_items\": [{\"title\": \"Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Se...\", \"asin\": \"B0CLKN5CLB\", \"price\": \"$31.45\", \"quantity\": \"\"},\n{\"title\": \"Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bik...\", \"asin\": \"B0DH72GS8T\", \"price\": \"$14.60\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"Bike Handlebar Bag, Front Bike Bag, Bicycle Handlebar Bag, Bike Bags Handlebar, Mou...\", \"asin\": \"B0CCRRZSPG\", \"price\": \"$24.78\", \"quantity\": \"\"},\n{\"title\": \"Blackburn Grid MTB Bike Seat Bag\", \"asin\": \"B07DFQRHK1\", \"price\": \"$22.95\", \"quantity\": \"\"},\n{\"title\": \"Bike Handlebar Bag, Bike Bag, Front Bike Bag, Bicycle Handlebar Bag, Mountain bike ...\", \"asin\": \"B0CS9F8CJG\", \"price\": \"$21.45\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\", \"asin\": \"B0CLKN4WZF\", \"price\": \"$19.25\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Purple, Small)\", \"asin\": \"B0CCRPJLVQ\", \"price\": \"$23.97\", \"quantity\": \"\"},\n{\"title\": \"ENLEE Road Bike Saddle Bag Waterproof Bike Seat Bag Reflective Bicycle Storage Pouch Under Seat for Mountain Foldable Bikes Green\", \"asin\": \"B0DTK5TVHM\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Seat Bag, Seat Bicycle bag, Bike Bag Under seat, Cycling Saddle Bag (Cream, Large)\", \"asin\": \"B0CLKNX9W6\", \"price\": \"$27.10\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DJFRQ522\", \"price\": \"$29.45\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\", \"asin\": \"B0BP69X89N\", \"price\": \"$19.56\", \"quantity\": \"\"},\n{\"title\": \"YOUNGDO Waterproof Bike Saddle with Memory Foam, Comfort Bicycle Saddle Seat Cushion Universal Fit, Shock Absorbing fit Peloton Bike Mountain Bike Road Bike Exercise Bike for Men and Women\", \"asin\": \"B0D3HPPQH7\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)\", \"asin\": \"B0BP6M3CL6\", \"price\": \"$17.25\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Purple, Small)\", \"asin\": \"B0CCRPJLVQ\", \"price\": \"$23.97\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus\", \"asin\": \"B0DJFPW1QY\", \"price\": \"$31.32\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Seat Bag, Seat Bicycle bag, Bike Bag Under seat, Cycling Saddle Bag (Purple, Large)\", \"asin\": \"B0CLKN366D\", \"price\": \"$24.99\"},\n{\"title\": \"KONG MING CAR Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs, Bicycle Saddle Tool Bag, Cycling Bag\", \"asin\": \"B0D739PR63\", \"price\": \"$19.99\"},\n{\"title\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\", \"asin\": \"B0BP69X89N\", \"price\": \"$19.56\"},\n{\"title\": \"ROCKBROS Bike Saddle Bag - Small, Lightweight and Portable Under Seat Bag for Road Bikes\", \"asin\": \"B0DHFSZF9X\", \"price\": \"$19.99\"},\n{\"title\": \"ROCKBROS Bike Saddle Bag Small Seat Bag Bicycle Bag Under Seat Bike Accessories Storage Pouch Ultralight Cycling Wedge Pack for Road Mountain MTB Foldable Bike\", \"asin\": \"B07WCT79PK\", \"price\": \"$19.99\"}]\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\": \"2025-04-19T03:54:54.153Z\", // 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": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:09.575Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:19.353Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:37.129Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:42.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:44.065Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:46.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:48.178Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:52.629Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:54.589Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:58.427Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:01.796Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:02.753Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:22.856Z", "action": "purchase", "action_argument": "B0BP69X89N"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:51:36.642Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:54:35.038Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:40.413Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:43.314Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:46.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:49.266Z", "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": [{"asin": "B0DJFPW1QY"},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus"},
{"price": "$31.32"},
{"bullet_list": "Magnetic Buckle for Easy Access: Equipped with a magnetic buckle system, this saddle bag bicycle allows quick, hassle-free attachment and detachment. With one simple click and pull, your gear is secured or released for efficient, on-the-go access. Aerodynamic Design for Minimal Drag: The Maximus bike saddle bag is engineered with an aerodynamic shape that reduces wind resistance, ensuring smooth rides without slowing you down. Perfect for cyclists who prioritize both storage and performance in their bike seat bag. Premium Durability and Water Resistance: Designed with YKK zippers and high-quality materials, the bicycle saddle bag is built to last and protect your gear from rain, dirt, and debris. Perfect for all-weather rides, ensuring your bicycle seat bag contents stay dry and secure. Available in Multiple Sizes and Colors: Whether you need a compact small bike bag for daily commutes or a larger bike saddle bag for long adventures, the Maximus is available in various sizes and colors\u2014choose from Black, Red, White, Green, and more to suit your style. Easy Open Pocket: No need to take off our saddle bag from your bike and keep it attached while grabbing what you need."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Black"},
{"Size": "Small"}],
"promotion_items": [{"title": "Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Se...", "asin": "B0CLKN5CLB", "price": "$31.45", "quantity": ""},
{"title": "Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bik...", "asin": "B0DH72GS8T", "price": "$14.60", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "Bike Handlebar Bag, Front Bike Bag, Bicycle Handlebar Bag, Bike Bags Handlebar, Mou...", "asin": "B0CCRRZSPG", "price": "$24.78", "quantity": ""},
{"title": "Blackburn Grid MTB Bike Seat Bag", "asin": "B07DFQRHK1", "price": "$22.95", "quantity": ""},
{"title": "Bike Handlebar Bag, Bike Bag, Front Bike Bag, Bicycle Handlebar Bag, Mountain bike ...", "asin": "B0CS9F8CJG", "price": "$21.45", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,", "asin": "B0CLKN4WZF", "price": "$19.25", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Purple, Small)", "asin": "B0CCRPJLVQ", "price": "$23.97", "quantity": ""},
{"title": "ENLEE Road Bike Saddle Bag Waterproof Bike Seat Bag Reflective Bicycle Storage Pouch Under Seat for Mountain Foldable Bikes Green", "asin": "B0DTK5TVHM", "price": "$18.99", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Seat Bag, Seat Bicycle bag, Bike Bag Under seat, Cycling Saddle Bag (Cream, Large)", "asin": "B0CLKNX9W6", "price": "$27.10", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFRQ522", "price": "$29.45", "quantity": ""},
{"title": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,", "asin": "B0BP69X89N", "price": "$19.56", "quantity": ""},
{"title": "YOUNGDO Waterproof Bike Saddle with Memory Foam, Comfort Bicycle Saddle Seat Cushion Universal Fit, Shock Absorbing fit Peloton Bike Mountain Bike Road Bike Exercise Bike for Men and Women", "asin": "B0D3HPPQH7", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Purple, Small)", "asin": "B0CCRPJLVQ", "price": "$23.97", "quantity": ""}],
"comparison_items": [{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus", "asin": "B0DJFPW1QY", "price": "$31.32"},
{"title": "Lumiere & Co. Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Seat Bag, Seat Bicycle bag, Bike Bag Under seat, Cycling Saddle Bag (Purple, Large)", "asin": "B0CLKN366D", "price": "$24.99"},
{"title": "KONG MING CAR Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs, Bicycle Saddle Tool Bag, Cycling Bag", "asin": "B0D739PR63", "price": "$19.99"},
{"title": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,", "asin": "B0BP69X89N", "price": "$19.56"},
{"title": "ROCKBROS Bike Saddle Bag - Small, Lightweight and Portable Under Seat Bag for Road Bikes", "asin": "B0DHFSZF9X", "price": "$19.99"},
{"title": "ROCKBROS Bike Saddle Bag Small Seat Bag Bicycle Bag Under Seat Bike Accessories Storage Pouch Ultralight Cycling Wedge Pack for Road Mountain MTB Foldable Bike", "asin": "B07WCT79PK", "price": "$19.99"}]
<|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": "2025-04-19T03:54:54.153Z", // 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>
|
2025-04-19T03:54:54.153Z
|
click
|
product_option
|
rule
|
2025-04-19T03:54:54.153Z
|
click
|
product_option
|
train
| 167 |
2025-04-19T03:54:54.153Z
|
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": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
{"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
{"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
{"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
{"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
{"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:09.575Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:19.353Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:37.129Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:42.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:44.065Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:46.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:48.178Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:52.629Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:54.589Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:58.427Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:01.796Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:02.753Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:22.856Z", "action": "purchase", "action_argument": "B0BP69X89N"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T03:51:36.642Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:54:35.038Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:40.413Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:43.314Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:46.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:49.266Z", "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": [{"asin": "B0DJFPW1QY"},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus"},
{"price": "$31.32"},
{"bullet_list": "Magnetic Buckle for Easy Access: Equipped with a magnetic buckle system, this saddle bag bicycle allows quick, hassle-free attachment and detachment. With one simple click and pull, your gear is secured or released for efficient, on-the-go access. Aerodynamic Design for Minimal Drag: The Maximus bike saddle bag is engineered with an aerodynamic shape that reduces wind resistance, ensuring smooth rides without slowing you down. Perfect for cyclists who prioritize both storage and performance in their bike seat bag. Premium Durability and Water Resistance: Designed with YKK zippers and high-quality materials, the bicycle saddle bag is built to last and protect your gear from rain, dirt, and debris. Perfect for all-weather rides, ensuring your bicycle seat bag contents stay dry and secure. Available in Multiple Sizes and Colors: Whether you need a compact small bike bag for daily commutes or a larger bike saddle bag for long adventures, the Maximus is available in various sizes and colors\u2014choose from Black, Red, White, Green, and more to suit your style. Easy Open Pocket: No need to take off our saddle bag from your bike and keep it attached while grabbing what you need."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Black"},
{"Size": "Small"}],
"promotion_items": [{"title": "Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Se...", "asin": "B0CLKN5CLB", "price": "$31.45", "quantity": ""},
{"title": "Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bik...", "asin": "B0DH72GS8T", "price": "$14.60", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "Bike Handlebar Bag, Front Bike Bag, Bicycle Handlebar Bag, Bike Bags Handlebar, Mou...", "asin": "B0CCRRZSPG", "price": "$24.78", "quantity": ""},
{"title": "Blackburn Grid MTB Bike Seat Bag", "asin": "B07DFQRHK1", "price": "$22.95", "quantity": ""},
{"title": "Bike Handlebar Bag, Bike Bag, Front Bike Bag, Bicycle Handlebar Bag, Mountain bike ...", "asin": "B0CS9F8CJG", "price": "$21.45", "quantity": ""},
{"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,", "asin": "B0CLKN4WZF", "price": "$19.25", "quantity": ""},
{"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
{"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Purple, Small)", "asin": "B0CCRPJLVQ", "price": "$23.97", "quantity": ""},
{"title": "ENLEE Road Bike Saddle Bag Waterproof Bike Seat Bag Reflective Bicycle Storage Pouch Under Seat for Mountain Foldable Bikes Green", "asin": "B0DTK5TVHM", "price": "$18.99", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Seat Bag, Seat Bicycle bag, Bike Bag Under seat, Cycling Saddle Bag (Cream, Large)", "asin": "B0CLKNX9W6", "price": "$27.10", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Mach X", "asin": "B0DJFRQ522", "price": "$29.45", "quantity": ""},
{"title": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,", "asin": "B0BP69X89N", "price": "$19.56", "quantity": ""},
{"title": "YOUNGDO Waterproof Bike Saddle with Memory Foam, Comfort Bicycle Saddle Seat Cushion Universal Fit, Shock Absorbing fit Peloton Bike Mountain Bike Road Bike Exercise Bike for Men and Women", "asin": "B0D3HPPQH7", "price": "$25.99", "quantity": ""},
{"title": "Lumiere & Co. Bike Seat Bag, Bicycle Saddle Bag, Cycling Seat Pack, Mountain Bike Saddle Bag, Road Bike Saddle Bag (Blue)", "asin": "B0BP6M3CL6", "price": "$17.25", "quantity": ""},
{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
{"title": "Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Purple, Small)", "asin": "B0CCRPJLVQ", "price": "$23.97", "quantity": ""}],
"comparison_items": [{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus", "asin": "B0DJFPW1QY", "price": "$31.32"},
{"title": "Lumiere & Co. Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Seat Bag, Seat Bicycle bag, Bike Bag Under seat, Cycling Saddle Bag (Purple, Large)", "asin": "B0CLKN366D", "price": "$24.99"},
{"title": "KONG MING CAR Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs, Bicycle Saddle Tool Bag, Cycling Bag", "asin": "B0D739PR63", "price": "$19.99"},
{"title": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,", "asin": "B0BP69X89N", "price": "$19.56"},
{"title": "ROCKBROS Bike Saddle Bag - Small, Lightweight and Portable Under Seat Bag for Road Bikes", "asin": "B0DHFSZF9X", "price": "$19.99"},
{"title": "ROCKBROS Bike Saddle Bag Small Seat Bag Bicycle Bag Under Seat Bike Accessories Storage Pouch Ultralight Cycling Wedge Pack for Road Mountain MTB Foldable Bike", "asin": "B07WCT79PK", "price": "$19.99"}]
<|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": "2025-04-19T03:54:54.153Z", // 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\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.118Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.784Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:24.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:25.183Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:26.504Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.057Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.913Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:29.854Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:44.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:46.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:48.814Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:50.736Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:53.308Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:54.367Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:56.259Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:57.946Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:59.424Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:00.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:01.760Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:02.699Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:03.813Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:08.833Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:11.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:12.836Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:13.881Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:14.707Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.060Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.723Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:19.004Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:20.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:22.157Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:24.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:33.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:37.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:38.533Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:41.516Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:46.088Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:47.799Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:50.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:49:09.575Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:49:19.353Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:37.129Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:42.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:44.065Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:46.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:48.178Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:52.629Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:54.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:58.427Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:50:01.796Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:50:02.753Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:50:22.856Z\", \"action\": \"purchase\", \"action_argument\": \"B0BP69X89N\"}\n{\"timestamp\": \"2025-04-19T03:51:36.642Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-19T03:54:35.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:40.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:43.314Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:46.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:49.266Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:54.153Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\n<|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\": \"2025-04-23T20:30:32.001Z\", // 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": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:09.575Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:19.353Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:37.129Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:42.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:44.065Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:46.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:48.178Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:52.629Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:54.589Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:58.427Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:01.796Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:02.753Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:22.856Z", "action": "purchase", "action_argument": "B0BP69X89N"}
{"timestamp": "2025-04-19T03:51:36.642Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:54:35.038Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:40.413Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:43.314Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:46.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:49.266Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:54.153Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
<|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": "2025-04-23T20:30:32.001Z", // 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>
|
2025-04-23T20:30:32.001Z
|
input
|
patio cat
|
rule
|
2025-04-23T20:30:32.001Z
|
input
|
patio cat
|
train
| 168 |
2025-04-23T20:30:32.001Z
|
input
|
patio cat
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:09.575Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:19.353Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:37.129Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:42.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:44.065Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:46.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:48.178Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:52.629Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:54.589Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:58.427Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:01.796Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:02.753Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:22.856Z", "action": "purchase", "action_argument": "B0BP69X89N"}
{"timestamp": "2025-04-19T03:51:36.642Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:54:35.038Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:40.413Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:43.314Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:46.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:49.266Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:54.153Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
<|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": "2025-04-23T20:30:32.001Z", // 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\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.118Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.784Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:24.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:25.183Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:26.504Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.057Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.913Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:29.854Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:44.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:46.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:48.814Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:50.736Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:53.308Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:54.367Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:56.259Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:57.946Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:59.424Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:00.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:01.760Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:02.699Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:03.813Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:08.833Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:11.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:12.836Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:13.881Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:14.707Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.060Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.723Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:19.004Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:20.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:22.157Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:24.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:33.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:37.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:38.533Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:41.516Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:46.088Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:47.799Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:50.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:49:09.575Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:49:19.353Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:37.129Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:42.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:44.065Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:46.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:48.178Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:52.629Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:54.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:58.427Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:50:01.796Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:50:02.753Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:50:22.856Z\", \"action\": \"purchase\", \"action_argument\": \"B0BP69X89N\"}\n{\"timestamp\": \"2025-04-19T03:51:36.642Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-19T03:54:35.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:40.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:43.314Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:46.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:49.266Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:54.153Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-23T20:30:32.001Z\", \"action\": \"input\", \"action_argument\": \"patio cat\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"patio cat\"}],\n\"search_results\": [{\"title\": \"Large Portable Mesh Cube for Cats - Playpen and Cat Tunnel for Indoor Cats Provides Room to Romp, Play, and Sleep. Waterproof Base; Durable Enclosed Outdoor Pet Playpen with Ventilated Mesh Cube\", \"asin\": \"B0DPJHKGV6\", \"price\": \"$39.98\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"PawHut Catio Playground Cat Window Box Outside Enclosure, Outdoor Cat House with Weather Protection Roof for Multiple Kitties, Wooden Frame, Shelves & Bridges, 118\\\" x 37.5\\\" x 74\\\", White\", \"asin\": \"B0CCTG6NY8\", \"price\": \"$365.49\", \"delivery\": \"FREE delivery Wed, Apr 30\"},\n{\"title\": \"Cat Large Enclosure - DIY Catio Ideal for 1-3 Cats, Indoor & Outdoor, Detachable Metal Wire Kennel, 2x3x4 Exercise Place\", \"asin\": \"B0CS6FXB8B\", \"price\": \"$66.29\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"LUCKITTY Outdoor Rainbow Cat Enclosures Playground,Outside House for Indoor Cats Include Portable Tent, Circle Cat Playpen Tunnel, for Cats, Kitty and Small Animals,Within Storage Bag\", \"asin\": \"B0BNKPWN5C\", \"price\": \"$37.96\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Qeeman Garden Decor Solar Statues: Mothers Day Birthday Gifts for Mom Grandma Women Sister Wife Lady Lover - Front Patio Balcony Yard Art Lawn Ornaments Porch Outdoor Outside Decorations (Cat)\", \"asin\": \"B0BCFVC8X7\", \"price\": \"$23.68\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"28ft\\u00b2 Large Outdoor Cat House, Luxury Wooden Walk-in Catio Enclosure with 2 Doors & 2 Hiding Houses, Escape-Proof Locks + Waterproof Roof - Customizable Multi-Cat Playpen (Gray)\", \"asin\": \"B0F1CV4QBP\", \"price\": \"$386.99\", \"delivery\": \"FREE delivery Mon, May 5 for Prime members\"},\n{\"title\": \"Portable Large Pop Up Pet Cat Tents Enclosures House for Outside Patio Indoor for Cat Puppy Rabbit Small Animals,Quick Opened,Independent or can be Connected to Tunnels\", \"asin\": \"B09HCH52KD\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Sun, Apr 27\"},\n{\"title\": \"PawHut Catio Playground Cat Window Box Outside Enclosure, Outdoor Cat House with Weather Protection Roof for Multiple Kitties, Wooden Frame, Shelves & Bridges, 118\\\" x 37.5\\\" x 74\\\", Gray\", \"asin\": \"B0CCTDLFTN\", \"price\": \"$365.49\", \"delivery\": \"FREE delivery Wed, Apr 30\"},\n{\"title\": \"Solar Cat Statue - Garden Decor with LED Lights, Perfect for Mom or Grandma (Gray Cat)\", \"asin\": \"B0BVBBSSJ2\", \"price\": \"$21.58\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Portable Large Pop Up Pet Cat Tents Enclosures House for Outside Patio Indoor for Cat Puppy Rabbit Small Animals,Quick Opened,Independent or can be Connected to Tunnels\", \"asin\": \"B08PNRCX1Y\", \"price\": \"$47.99\", \"delivery\": \"FREE delivery Sat, Apr 26\"},\n{\"title\": \"Cat Screen Door, Extra Tall Cat-Proof Mesh Gate, Fit Door Size 36'' x 82'', Anti-Cat Scratch Mesh with Zipper Closure, for Living Room, Kitchen, Bedroom (Black)\", \"asin\": \"B0DQG3786P\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"2-in-1 Cat Playpen with Pee Pad, 72''Pop Up Dog Pet Playpen for Indoor Outdoor Cats Enclosed, Portable Pet Playpen, Kitten Puppy Foldable Play Pen Cat Dog Tent Crate Cage Kennel(M, 72\\\" Lx36Wx24H)\", \"asin\": \"B0DFXW29JW\", \"price\": \"$89.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Fiberglass Magnetic Screen Door Fit Door Size 32 x 80 in- Heavy Duty Fiberglass Screen Door Mesh for Interior Door, Patio and Sliding Doors - Door Screen Magnetic Closure Let Fresh Air in\", \"asin\": \"B0CQY6LHTW\", \"price\": \"$16.14\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Solar Garden Decor Cat Moon Outdoor Statue and Figurine Lights, Outdoor Patio Sculpture Decor LED Lights Gifts for Mom or Daughter, Garden Statues Birthday Gifts for Women Home and Yard\", \"asin\": \"B0DLGF697S\", \"price\": \"$13.49\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Antique Copper Fishing Cat Sculpture - Outdoor Garden Decor, Koi Pond Art, Cat Statues for Patio or Lawn Waterfalls\", \"asin\": \"B0D8DXB61Y\", \"price\": \"$13.49\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Window Bird Feeder with Strong Suction Cups for Viewing, Acrylic Window Bird Feeder for Cats, Removable Tray for Easy Clean and Refill, Gifts for Parents\", \"asin\": \"B0D66JK8B5\", \"price\": \"$15.19\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"2-in-1 XLarge Cat Playpen, Detachable into 2 Separate Playpens with Additional 2 Doors, with Pee Pads, Portable Dog Playpen Cat Tent Enclosure for Kitten and Puppy Indoor Outdoor Use(M, 72\\\"x36''x24H)\", \"asin\": \"B0DLK1FHPP\", \"price\": \"$107.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"SUNNY GUARD 3.3'x19.7' Brown Grey Balcony Privacy Screen Fence, Apartments Railing Screen, Heavy Duty Wind Screen for Outdoor,Backyard,Patio,Deck Privacy\", \"asin\": \"B0C45J7GZM\", \"price\": \"$16.49\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"YITAHOME Rattan Dog Sofa Bed with Cushion,Wicker Pet Bed Sofa Couch Indoor Outdoor Water Resistant for Large Medium Small Dogs Cats (34.6''L*23.6''W*11.8'',Blue)\", \"asin\": \"B0CPBWY318\", \"price\": \"$62.99\", \"delivery\": \"FREE delivery Wed, Apr 30 for Prime members\"},\n{\"title\": \"2PC Cat Window Perch Cordless Foldable Cat Hammock Bed for Window with Metal Frame and Reversible Cover, Large Suction Cups Window Resting Seat for Indoor Cats (Cat Bed, L-2PC)\", \"asin\": \"B0D9L847F7\", \"price\": \"$29.58\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Solar Lanterns Outdoor Waterproof - 2 Pack Cat Garden Decor Birthday Gifts for Women Mom Grandma Hanging Solar Lights Metal Solar Lantern for Outside, Patio, Outdoor, Yard, Backyard, Porch\", \"asin\": \"B0DDPSY9C9\", \"price\": \"$42.49\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"32 Panels Small Animals Playpen,Transparent Playpen with Waterproof Mat, Plastic Enclosure,Puppy Play Pen for Chicken,Pet Fence for Guinea Pigs,Bunny,Ferrets,Hamsters,Hedgehogs for Indoors Outdoor\", \"asin\": \"B0D1FLCKYF\", \"price\": \"$38.63\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"}]\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\": \"2025-04-23T20:30:42.388Z\", // 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": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:09.575Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:19.353Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:37.129Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:42.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:44.065Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:46.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:48.178Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:52.629Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:54.589Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:58.427Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:01.796Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:02.753Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:22.856Z", "action": "purchase", "action_argument": "B0BP69X89N"}
{"timestamp": "2025-04-19T03:51:36.642Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:54:35.038Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:40.413Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:43.314Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:46.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:49.266Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:54.153Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-23T20:30:32.001Z", "action": "input", "action_argument": "patio cat"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "patio cat"}],
"search_results": [{"title": "Large Portable Mesh Cube for Cats - Playpen and Cat Tunnel for Indoor Cats Provides Room to Romp, Play, and Sleep. Waterproof Base; Durable Enclosed Outdoor Pet Playpen with Ventilated Mesh Cube", "asin": "B0DPJHKGV6", "price": "$39.98", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "PawHut Catio Playground Cat Window Box Outside Enclosure, Outdoor Cat House with Weather Protection Roof for Multiple Kitties, Wooden Frame, Shelves & Bridges, 118\" x 37.5\" x 74\", White", "asin": "B0CCTG6NY8", "price": "$365.49", "delivery": "FREE delivery Wed, Apr 30"},
{"title": "Cat Large Enclosure - DIY Catio Ideal for 1-3 Cats, Indoor & Outdoor, Detachable Metal Wire Kennel, 2x3x4 Exercise Place", "asin": "B0CS6FXB8B", "price": "$66.29", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "LUCKITTY Outdoor Rainbow Cat Enclosures Playground,Outside House for Indoor Cats Include Portable Tent, Circle Cat Playpen Tunnel, for Cats, Kitty and Small Animals,Within Storage Bag", "asin": "B0BNKPWN5C", "price": "$37.96", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Qeeman Garden Decor Solar Statues: Mothers Day Birthday Gifts for Mom Grandma Women Sister Wife Lady Lover - Front Patio Balcony Yard Art Lawn Ornaments Porch Outdoor Outside Decorations (Cat)", "asin": "B0BCFVC8X7", "price": "$23.68", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "28ft\u00b2 Large Outdoor Cat House, Luxury Wooden Walk-in Catio Enclosure with 2 Doors & 2 Hiding Houses, Escape-Proof Locks + Waterproof Roof - Customizable Multi-Cat Playpen (Gray)", "asin": "B0F1CV4QBP", "price": "$386.99", "delivery": "FREE delivery Mon, May 5 for Prime members"},
{"title": "Portable Large Pop Up Pet Cat Tents Enclosures House for Outside Patio Indoor for Cat Puppy Rabbit Small Animals,Quick Opened,Independent or can be Connected to Tunnels", "asin": "B09HCH52KD", "price": "$39.99", "delivery": "FREE delivery Sun, Apr 27"},
{"title": "PawHut Catio Playground Cat Window Box Outside Enclosure, Outdoor Cat House with Weather Protection Roof for Multiple Kitties, Wooden Frame, Shelves & Bridges, 118\" x 37.5\" x 74\", Gray", "asin": "B0CCTDLFTN", "price": "$365.49", "delivery": "FREE delivery Wed, Apr 30"},
{"title": "Solar Cat Statue - Garden Decor with LED Lights, Perfect for Mom or Grandma (Gray Cat)", "asin": "B0BVBBSSJ2", "price": "$21.58", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Portable Large Pop Up Pet Cat Tents Enclosures House for Outside Patio Indoor for Cat Puppy Rabbit Small Animals,Quick Opened,Independent or can be Connected to Tunnels", "asin": "B08PNRCX1Y", "price": "$47.99", "delivery": "FREE delivery Sat, Apr 26"},
{"title": "Cat Screen Door, Extra Tall Cat-Proof Mesh Gate, Fit Door Size 36'' x 82'', Anti-Cat Scratch Mesh with Zipper Closure, for Living Room, Kitchen, Bedroom (Black)", "asin": "B0DQG3786P", "price": "$26.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "2-in-1 Cat Playpen with Pee Pad, 72''Pop Up Dog Pet Playpen for Indoor Outdoor Cats Enclosed, Portable Pet Playpen, Kitten Puppy Foldable Play Pen Cat Dog Tent Crate Cage Kennel(M, 72\" Lx36Wx24H)", "asin": "B0DFXW29JW", "price": "$89.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Fiberglass Magnetic Screen Door Fit Door Size 32 x 80 in- Heavy Duty Fiberglass Screen Door Mesh for Interior Door, Patio and Sliding Doors - Door Screen Magnetic Closure Let Fresh Air in", "asin": "B0CQY6LHTW", "price": "$16.14", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Solar Garden Decor Cat Moon Outdoor Statue and Figurine Lights, Outdoor Patio Sculpture Decor LED Lights Gifts for Mom or Daughter, Garden Statues Birthday Gifts for Women Home and Yard", "asin": "B0DLGF697S", "price": "$13.49", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Antique Copper Fishing Cat Sculpture - Outdoor Garden Decor, Koi Pond Art, Cat Statues for Patio or Lawn Waterfalls", "asin": "B0D8DXB61Y", "price": "$13.49", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Window Bird Feeder with Strong Suction Cups for Viewing, Acrylic Window Bird Feeder for Cats, Removable Tray for Easy Clean and Refill, Gifts for Parents", "asin": "B0D66JK8B5", "price": "$15.19", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "2-in-1 XLarge Cat Playpen, Detachable into 2 Separate Playpens with Additional 2 Doors, with Pee Pads, Portable Dog Playpen Cat Tent Enclosure for Kitten and Puppy Indoor Outdoor Use(M, 72\"x36''x24H)", "asin": "B0DLK1FHPP", "price": "$107.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "SUNNY GUARD 3.3'x19.7' Brown Grey Balcony Privacy Screen Fence, Apartments Railing Screen, Heavy Duty Wind Screen for Outdoor,Backyard,Patio,Deck Privacy", "asin": "B0C45J7GZM", "price": "$16.49", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "YITAHOME Rattan Dog Sofa Bed with Cushion,Wicker Pet Bed Sofa Couch Indoor Outdoor Water Resistant for Large Medium Small Dogs Cats (34.6''L*23.6''W*11.8'',Blue)", "asin": "B0CPBWY318", "price": "$62.99", "delivery": "FREE delivery Wed, Apr 30 for Prime members"},
{"title": "2PC Cat Window Perch Cordless Foldable Cat Hammock Bed for Window with Metal Frame and Reversible Cover, Large Suction Cups Window Resting Seat for Indoor Cats (Cat Bed, L-2PC)", "asin": "B0D9L847F7", "price": "$29.58", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Solar Lanterns Outdoor Waterproof - 2 Pack Cat Garden Decor Birthday Gifts for Women Mom Grandma Hanging Solar Lights Metal Solar Lantern for Outside, Patio, Outdoor, Yard, Backyard, Porch", "asin": "B0DDPSY9C9", "price": "$42.49", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "32 Panels Small Animals Playpen,Transparent Playpen with Waterproof Mat, Plastic Enclosure,Puppy Play Pen for Chicken,Pet Fence for Guinea Pigs,Bunny,Ferrets,Hamsters,Hedgehogs for Indoors Outdoor", "asin": "B0D1FLCKYF", "price": "$38.63", "delivery": " Two-Day FREE delivery Fri, Apr 25"}]
<|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": "2025-04-23T20:30:42.388Z", // 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>
|
2025-04-23T20:30:42.388Z
|
click
|
search
|
rule
|
2025-04-23T20:30:42.388Z
|
click
|
search
|
train
| 169 |
2025-04-23T20:30:42.388Z
|
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": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:09.575Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:19.353Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:37.129Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:42.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:44.065Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:46.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:48.178Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:52.629Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:54.589Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:58.427Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:01.796Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:02.753Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:22.856Z", "action": "purchase", "action_argument": "B0BP69X89N"}
{"timestamp": "2025-04-19T03:51:36.642Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:54:35.038Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:40.413Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:43.314Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:46.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:49.266Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:54.153Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-23T20:30:32.001Z", "action": "input", "action_argument": "patio cat"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "patio cat"}],
"search_results": [{"title": "Large Portable Mesh Cube for Cats - Playpen and Cat Tunnel for Indoor Cats Provides Room to Romp, Play, and Sleep. Waterproof Base; Durable Enclosed Outdoor Pet Playpen with Ventilated Mesh Cube", "asin": "B0DPJHKGV6", "price": "$39.98", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "PawHut Catio Playground Cat Window Box Outside Enclosure, Outdoor Cat House with Weather Protection Roof for Multiple Kitties, Wooden Frame, Shelves & Bridges, 118\" x 37.5\" x 74\", White", "asin": "B0CCTG6NY8", "price": "$365.49", "delivery": "FREE delivery Wed, Apr 30"},
{"title": "Cat Large Enclosure - DIY Catio Ideal for 1-3 Cats, Indoor & Outdoor, Detachable Metal Wire Kennel, 2x3x4 Exercise Place", "asin": "B0CS6FXB8B", "price": "$66.29", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "LUCKITTY Outdoor Rainbow Cat Enclosures Playground,Outside House for Indoor Cats Include Portable Tent, Circle Cat Playpen Tunnel, for Cats, Kitty and Small Animals,Within Storage Bag", "asin": "B0BNKPWN5C", "price": "$37.96", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Qeeman Garden Decor Solar Statues: Mothers Day Birthday Gifts for Mom Grandma Women Sister Wife Lady Lover - Front Patio Balcony Yard Art Lawn Ornaments Porch Outdoor Outside Decorations (Cat)", "asin": "B0BCFVC8X7", "price": "$23.68", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "28ft\u00b2 Large Outdoor Cat House, Luxury Wooden Walk-in Catio Enclosure with 2 Doors & 2 Hiding Houses, Escape-Proof Locks + Waterproof Roof - Customizable Multi-Cat Playpen (Gray)", "asin": "B0F1CV4QBP", "price": "$386.99", "delivery": "FREE delivery Mon, May 5 for Prime members"},
{"title": "Portable Large Pop Up Pet Cat Tents Enclosures House for Outside Patio Indoor for Cat Puppy Rabbit Small Animals,Quick Opened,Independent or can be Connected to Tunnels", "asin": "B09HCH52KD", "price": "$39.99", "delivery": "FREE delivery Sun, Apr 27"},
{"title": "PawHut Catio Playground Cat Window Box Outside Enclosure, Outdoor Cat House with Weather Protection Roof for Multiple Kitties, Wooden Frame, Shelves & Bridges, 118\" x 37.5\" x 74\", Gray", "asin": "B0CCTDLFTN", "price": "$365.49", "delivery": "FREE delivery Wed, Apr 30"},
{"title": "Solar Cat Statue - Garden Decor with LED Lights, Perfect for Mom or Grandma (Gray Cat)", "asin": "B0BVBBSSJ2", "price": "$21.58", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Portable Large Pop Up Pet Cat Tents Enclosures House for Outside Patio Indoor for Cat Puppy Rabbit Small Animals,Quick Opened,Independent or can be Connected to Tunnels", "asin": "B08PNRCX1Y", "price": "$47.99", "delivery": "FREE delivery Sat, Apr 26"},
{"title": "Cat Screen Door, Extra Tall Cat-Proof Mesh Gate, Fit Door Size 36'' x 82'', Anti-Cat Scratch Mesh with Zipper Closure, for Living Room, Kitchen, Bedroom (Black)", "asin": "B0DQG3786P", "price": "$26.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "2-in-1 Cat Playpen with Pee Pad, 72''Pop Up Dog Pet Playpen for Indoor Outdoor Cats Enclosed, Portable Pet Playpen, Kitten Puppy Foldable Play Pen Cat Dog Tent Crate Cage Kennel(M, 72\" Lx36Wx24H)", "asin": "B0DFXW29JW", "price": "$89.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Fiberglass Magnetic Screen Door Fit Door Size 32 x 80 in- Heavy Duty Fiberglass Screen Door Mesh for Interior Door, Patio and Sliding Doors - Door Screen Magnetic Closure Let Fresh Air in", "asin": "B0CQY6LHTW", "price": "$16.14", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Solar Garden Decor Cat Moon Outdoor Statue and Figurine Lights, Outdoor Patio Sculpture Decor LED Lights Gifts for Mom or Daughter, Garden Statues Birthday Gifts for Women Home and Yard", "asin": "B0DLGF697S", "price": "$13.49", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Antique Copper Fishing Cat Sculpture - Outdoor Garden Decor, Koi Pond Art, Cat Statues for Patio or Lawn Waterfalls", "asin": "B0D8DXB61Y", "price": "$13.49", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Window Bird Feeder with Strong Suction Cups for Viewing, Acrylic Window Bird Feeder for Cats, Removable Tray for Easy Clean and Refill, Gifts for Parents", "asin": "B0D66JK8B5", "price": "$15.19", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "2-in-1 XLarge Cat Playpen, Detachable into 2 Separate Playpens with Additional 2 Doors, with Pee Pads, Portable Dog Playpen Cat Tent Enclosure for Kitten and Puppy Indoor Outdoor Use(M, 72\"x36''x24H)", "asin": "B0DLK1FHPP", "price": "$107.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "SUNNY GUARD 3.3'x19.7' Brown Grey Balcony Privacy Screen Fence, Apartments Railing Screen, Heavy Duty Wind Screen for Outdoor,Backyard,Patio,Deck Privacy", "asin": "B0C45J7GZM", "price": "$16.49", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "YITAHOME Rattan Dog Sofa Bed with Cushion,Wicker Pet Bed Sofa Couch Indoor Outdoor Water Resistant for Large Medium Small Dogs Cats (34.6''L*23.6''W*11.8'',Blue)", "asin": "B0CPBWY318", "price": "$62.99", "delivery": "FREE delivery Wed, Apr 30 for Prime members"},
{"title": "2PC Cat Window Perch Cordless Foldable Cat Hammock Bed for Window with Metal Frame and Reversible Cover, Large Suction Cups Window Resting Seat for Indoor Cats (Cat Bed, L-2PC)", "asin": "B0D9L847F7", "price": "$29.58", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Solar Lanterns Outdoor Waterproof - 2 Pack Cat Garden Decor Birthday Gifts for Women Mom Grandma Hanging Solar Lights Metal Solar Lantern for Outside, Patio, Outdoor, Yard, Backyard, Porch", "asin": "B0DDPSY9C9", "price": "$42.49", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "32 Panels Small Animals Playpen,Transparent Playpen with Waterproof Mat, Plastic Enclosure,Puppy Play Pen for Chicken,Pet Fence for Guinea Pigs,Bunny,Ferrets,Hamsters,Hedgehogs for Indoors Outdoor", "asin": "B0D1FLCKYF", "price": "$38.63", "delivery": " Two-Day FREE delivery Fri, Apr 25"}]
<|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": "2025-04-23T20:30:42.388Z", // 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\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.118Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.784Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:24.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:25.183Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:26.504Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.057Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.913Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:29.854Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:44.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:46.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:48.814Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:50.736Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:53.308Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:54.367Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:56.259Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:57.946Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:59.424Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:00.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:01.760Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:02.699Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:03.813Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:08.833Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:11.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:12.836Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:13.881Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:14.707Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.060Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.723Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:19.004Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:20.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:22.157Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:24.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:33.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:37.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:38.533Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:41.516Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:46.088Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:47.799Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:50.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:49:09.575Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:49:19.353Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:37.129Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:42.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:44.065Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:46.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:48.178Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:52.629Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:54.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:58.427Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:50:01.796Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:50:02.753Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:50:22.856Z\", \"action\": \"purchase\", \"action_argument\": \"B0BP69X89N\"}\n{\"timestamp\": \"2025-04-19T03:51:36.642Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-19T03:54:35.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:40.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:43.314Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:46.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:49.266Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:54.153Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-23T20:30:32.001Z\", \"action\": \"input\", \"action_argument\": \"patio cat\"}\n{\"timestamp\": \"2025-04-23T20:30:42.388Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"patio cat protactor\"}],\n\"search_results\": [{\"title\": \"Large Portable Mesh Cube for Cats - Playpen and Cat Tunnel for Indoor Cats Provides Room to Romp, Play, and Sleep. Waterproof Base; Durable Enclosed Outdoor Pet Playpen with Ventilated Mesh Cube\", \"asin\": \"B0DPJHKGV6\", \"price\": \"$39.98\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"PawHut Catio Playground Cat Window Box Outside Enclosure, Outdoor Cat House with Weather Protection Roof for Multiple Kitties, Wooden Frame, Shelves & Bridges, 118\\\" x 37.5\\\" x 74\\\", White\", \"asin\": \"B0CCTG6NY8\", \"price\": \"$365.49\", \"delivery\": \"FREE delivery Wed, Apr 30\"},\n{\"title\": \"Cat Large Enclosure - DIY Catio Ideal for 1-3 Cats, Indoor & Outdoor, Detachable Metal Wire Kennel, 2x3x4 Exercise Place\", \"asin\": \"B0CS6FXB8B\", \"price\": \"$66.29\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"LUCKITTY Outdoor Rainbow Cat Enclosures Playground,Outside House for Indoor Cats Include Portable Tent, Circle Cat Playpen Tunnel, for Cats, Kitty and Small Animals,Within Storage Bag\", \"asin\": \"B0BNKPWN5C\", \"price\": \"$37.96\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Qeeman Garden Decor Solar Statues: Mothers Day Birthday Gifts for Mom Grandma Women Sister Wife Lady Lover - Front Patio Balcony Yard Art Lawn Ornaments Porch Outdoor Outside Decorations (Cat)\", \"asin\": \"B0BCFVC8X7\", \"price\": \"$23.68\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"28ft\\u00b2 Large Outdoor Cat House, Luxury Wooden Walk-in Catio Enclosure with 2 Doors & 2 Hiding Houses, Escape-Proof Locks + Waterproof Roof - Customizable Multi-Cat Playpen (Gray)\", \"asin\": \"B0F1CV4QBP\", \"price\": \"$386.99\", \"delivery\": \"FREE delivery Mon, May 5 for Prime members\"},\n{\"title\": \"Portable Large Pop Up Pet Cat Tents Enclosures House for Outside Patio Indoor for Cat Puppy Rabbit Small Animals,Quick Opened,Independent or can be Connected to Tunnels\", \"asin\": \"B09HCH52KD\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Sun, Apr 27\"},\n{\"title\": \"PawHut Catio Playground Cat Window Box Outside Enclosure, Outdoor Cat House with Weather Protection Roof for Multiple Kitties, Wooden Frame, Shelves & Bridges, 118\\\" x 37.5\\\" x 74\\\", Gray\", \"asin\": \"B0CCTDLFTN\", \"price\": \"$365.49\", \"delivery\": \"FREE delivery Wed, Apr 30\"},\n{\"title\": \"Solar Cat Statue - Garden Decor with LED Lights, Perfect for Mom or Grandma (Gray Cat)\", \"asin\": \"B0BVBBSSJ2\", \"price\": \"$21.58\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Portable Large Pop Up Pet Cat Tents Enclosures House for Outside Patio Indoor for Cat Puppy Rabbit Small Animals,Quick Opened,Independent or can be Connected to Tunnels\", \"asin\": \"B08PNRCX1Y\", \"price\": \"$47.99\", \"delivery\": \"FREE delivery Sat, Apr 26\"},\n{\"title\": \"Cat Screen Door, Extra Tall Cat-Proof Mesh Gate, Fit Door Size 36'' x 82'', Anti-Cat Scratch Mesh with Zipper Closure, for Living Room, Kitchen, Bedroom (Black)\", \"asin\": \"B0DQG3786P\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"2-in-1 Cat Playpen with Pee Pad, 72''Pop Up Dog Pet Playpen for Indoor Outdoor Cats Enclosed, Portable Pet Playpen, Kitten Puppy Foldable Play Pen Cat Dog Tent Crate Cage Kennel(M, 72\\\" Lx36Wx24H)\", \"asin\": \"B0DFXW29JW\", \"price\": \"$89.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Fiberglass Magnetic Screen Door Fit Door Size 32 x 80 in- Heavy Duty Fiberglass Screen Door Mesh for Interior Door, Patio and Sliding Doors - Door Screen Magnetic Closure Let Fresh Air in\", \"asin\": \"B0CQY6LHTW\", \"price\": \"$16.14\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Solar Garden Decor Cat Moon Outdoor Statue and Figurine Lights, Outdoor Patio Sculpture Decor LED Lights Gifts for Mom or Daughter, Garden Statues Birthday Gifts for Women Home and Yard\", \"asin\": \"B0DLGF697S\", \"price\": \"$13.49\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Antique Copper Fishing Cat Sculpture - Outdoor Garden Decor, Koi Pond Art, Cat Statues for Patio or Lawn Waterfalls\", \"asin\": \"B0D8DXB61Y\", \"price\": \"$13.49\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Window Bird Feeder with Strong Suction Cups for Viewing, Acrylic Window Bird Feeder for Cats, Removable Tray for Easy Clean and Refill, Gifts for Parents\", \"asin\": \"B0D66JK8B5\", \"price\": \"$15.19\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"2-in-1 XLarge Cat Playpen, Detachable into 2 Separate Playpens with Additional 2 Doors, with Pee Pads, Portable Dog Playpen Cat Tent Enclosure for Kitten and Puppy Indoor Outdoor Use(M, 72\\\"x36''x24H)\", \"asin\": \"B0DLK1FHPP\", \"price\": \"$107.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"SUNNY GUARD 3.3'x19.7' Brown Grey Balcony Privacy Screen Fence, Apartments Railing Screen, Heavy Duty Wind Screen for Outdoor,Backyard,Patio,Deck Privacy\", \"asin\": \"B0C45J7GZM\", \"price\": \"$16.49\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"YITAHOME Rattan Dog Sofa Bed with Cushion,Wicker Pet Bed Sofa Couch Indoor Outdoor Water Resistant for Large Medium Small Dogs Cats (34.6''L*23.6''W*11.8'',Blue)\", \"asin\": \"B0CPBWY318\", \"price\": \"$62.99\", \"delivery\": \"FREE delivery Wed, Apr 30 for Prime members\"},\n{\"title\": \"2PC Cat Window Perch Cordless Foldable Cat Hammock Bed for Window with Metal Frame and Reversible Cover, Large Suction Cups Window Resting Seat for Indoor Cats (Cat Bed, L-2PC)\", \"asin\": \"B0D9L847F7\", \"price\": \"$29.58\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Solar Lanterns Outdoor Waterproof - 2 Pack Cat Garden Decor Birthday Gifts for Women Mom Grandma Hanging Solar Lights Metal Solar Lantern for Outside, Patio, Outdoor, Yard, Backyard, Porch\", \"asin\": \"B0DDPSY9C9\", \"price\": \"$42.49\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"32 Panels Small Animals Playpen,Transparent Playpen with Waterproof Mat, Plastic Enclosure,Puppy Play Pen for Chicken,Pet Fence for Guinea Pigs,Bunny,Ferrets,Hamsters,Hedgehogs for Indoors Outdoor\", \"asin\": \"B0D1FLCKYF\", \"price\": \"$38.63\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"}]\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\": \"2025-04-23T20:30:48.621Z\", // 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": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:09.575Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:19.353Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:37.129Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:42.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:44.065Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:46.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:48.178Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:52.629Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:54.589Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:58.427Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:01.796Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:02.753Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:22.856Z", "action": "purchase", "action_argument": "B0BP69X89N"}
{"timestamp": "2025-04-19T03:51:36.642Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:54:35.038Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:40.413Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:43.314Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:46.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:49.266Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:54.153Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-23T20:30:32.001Z", "action": "input", "action_argument": "patio cat"}
{"timestamp": "2025-04-23T20:30:42.388Z", "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": "patio cat protactor"}],
"search_results": [{"title": "Large Portable Mesh Cube for Cats - Playpen and Cat Tunnel for Indoor Cats Provides Room to Romp, Play, and Sleep. Waterproof Base; Durable Enclosed Outdoor Pet Playpen with Ventilated Mesh Cube", "asin": "B0DPJHKGV6", "price": "$39.98", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "PawHut Catio Playground Cat Window Box Outside Enclosure, Outdoor Cat House with Weather Protection Roof for Multiple Kitties, Wooden Frame, Shelves & Bridges, 118\" x 37.5\" x 74\", White", "asin": "B0CCTG6NY8", "price": "$365.49", "delivery": "FREE delivery Wed, Apr 30"},
{"title": "Cat Large Enclosure - DIY Catio Ideal for 1-3 Cats, Indoor & Outdoor, Detachable Metal Wire Kennel, 2x3x4 Exercise Place", "asin": "B0CS6FXB8B", "price": "$66.29", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "LUCKITTY Outdoor Rainbow Cat Enclosures Playground,Outside House for Indoor Cats Include Portable Tent, Circle Cat Playpen Tunnel, for Cats, Kitty and Small Animals,Within Storage Bag", "asin": "B0BNKPWN5C", "price": "$37.96", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Qeeman Garden Decor Solar Statues: Mothers Day Birthday Gifts for Mom Grandma Women Sister Wife Lady Lover - Front Patio Balcony Yard Art Lawn Ornaments Porch Outdoor Outside Decorations (Cat)", "asin": "B0BCFVC8X7", "price": "$23.68", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "28ft\u00b2 Large Outdoor Cat House, Luxury Wooden Walk-in Catio Enclosure with 2 Doors & 2 Hiding Houses, Escape-Proof Locks + Waterproof Roof - Customizable Multi-Cat Playpen (Gray)", "asin": "B0F1CV4QBP", "price": "$386.99", "delivery": "FREE delivery Mon, May 5 for Prime members"},
{"title": "Portable Large Pop Up Pet Cat Tents Enclosures House for Outside Patio Indoor for Cat Puppy Rabbit Small Animals,Quick Opened,Independent or can be Connected to Tunnels", "asin": "B09HCH52KD", "price": "$39.99", "delivery": "FREE delivery Sun, Apr 27"},
{"title": "PawHut Catio Playground Cat Window Box Outside Enclosure, Outdoor Cat House with Weather Protection Roof for Multiple Kitties, Wooden Frame, Shelves & Bridges, 118\" x 37.5\" x 74\", Gray", "asin": "B0CCTDLFTN", "price": "$365.49", "delivery": "FREE delivery Wed, Apr 30"},
{"title": "Solar Cat Statue - Garden Decor with LED Lights, Perfect for Mom or Grandma (Gray Cat)", "asin": "B0BVBBSSJ2", "price": "$21.58", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Portable Large Pop Up Pet Cat Tents Enclosures House for Outside Patio Indoor for Cat Puppy Rabbit Small Animals,Quick Opened,Independent or can be Connected to Tunnels", "asin": "B08PNRCX1Y", "price": "$47.99", "delivery": "FREE delivery Sat, Apr 26"},
{"title": "Cat Screen Door, Extra Tall Cat-Proof Mesh Gate, Fit Door Size 36'' x 82'', Anti-Cat Scratch Mesh with Zipper Closure, for Living Room, Kitchen, Bedroom (Black)", "asin": "B0DQG3786P", "price": "$26.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "2-in-1 Cat Playpen with Pee Pad, 72''Pop Up Dog Pet Playpen for Indoor Outdoor Cats Enclosed, Portable Pet Playpen, Kitten Puppy Foldable Play Pen Cat Dog Tent Crate Cage Kennel(M, 72\" Lx36Wx24H)", "asin": "B0DFXW29JW", "price": "$89.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Fiberglass Magnetic Screen Door Fit Door Size 32 x 80 in- Heavy Duty Fiberglass Screen Door Mesh for Interior Door, Patio and Sliding Doors - Door Screen Magnetic Closure Let Fresh Air in", "asin": "B0CQY6LHTW", "price": "$16.14", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Solar Garden Decor Cat Moon Outdoor Statue and Figurine Lights, Outdoor Patio Sculpture Decor LED Lights Gifts for Mom or Daughter, Garden Statues Birthday Gifts for Women Home and Yard", "asin": "B0DLGF697S", "price": "$13.49", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Antique Copper Fishing Cat Sculpture - Outdoor Garden Decor, Koi Pond Art, Cat Statues for Patio or Lawn Waterfalls", "asin": "B0D8DXB61Y", "price": "$13.49", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Window Bird Feeder with Strong Suction Cups for Viewing, Acrylic Window Bird Feeder for Cats, Removable Tray for Easy Clean and Refill, Gifts for Parents", "asin": "B0D66JK8B5", "price": "$15.19", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "2-in-1 XLarge Cat Playpen, Detachable into 2 Separate Playpens with Additional 2 Doors, with Pee Pads, Portable Dog Playpen Cat Tent Enclosure for Kitten and Puppy Indoor Outdoor Use(M, 72\"x36''x24H)", "asin": "B0DLK1FHPP", "price": "$107.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "SUNNY GUARD 3.3'x19.7' Brown Grey Balcony Privacy Screen Fence, Apartments Railing Screen, Heavy Duty Wind Screen for Outdoor,Backyard,Patio,Deck Privacy", "asin": "B0C45J7GZM", "price": "$16.49", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "YITAHOME Rattan Dog Sofa Bed with Cushion,Wicker Pet Bed Sofa Couch Indoor Outdoor Water Resistant for Large Medium Small Dogs Cats (34.6''L*23.6''W*11.8'',Blue)", "asin": "B0CPBWY318", "price": "$62.99", "delivery": "FREE delivery Wed, Apr 30 for Prime members"},
{"title": "2PC Cat Window Perch Cordless Foldable Cat Hammock Bed for Window with Metal Frame and Reversible Cover, Large Suction Cups Window Resting Seat for Indoor Cats (Cat Bed, L-2PC)", "asin": "B0D9L847F7", "price": "$29.58", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Solar Lanterns Outdoor Waterproof - 2 Pack Cat Garden Decor Birthday Gifts for Women Mom Grandma Hanging Solar Lights Metal Solar Lantern for Outside, Patio, Outdoor, Yard, Backyard, Porch", "asin": "B0DDPSY9C9", "price": "$42.49", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "32 Panels Small Animals Playpen,Transparent Playpen with Waterproof Mat, Plastic Enclosure,Puppy Play Pen for Chicken,Pet Fence for Guinea Pigs,Bunny,Ferrets,Hamsters,Hedgehogs for Indoors Outdoor", "asin": "B0D1FLCKYF", "price": "$38.63", "delivery": " Two-Day FREE delivery Fri, Apr 25"}]
<|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": "2025-04-23T20:30:48.621Z", // 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>
|
2025-04-23T20:30:48.621Z
|
click
|
search
|
rule
|
2025-04-23T20:30:48.621Z
|
click
|
search
|
train
| 170 |
2025-04-23T20:30:48.621Z
|
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": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:09.575Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:19.353Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:37.129Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:42.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:44.065Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:46.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:48.178Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:52.629Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:54.589Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:58.427Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:01.796Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:02.753Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:22.856Z", "action": "purchase", "action_argument": "B0BP69X89N"}
{"timestamp": "2025-04-19T03:51:36.642Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:54:35.038Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:40.413Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:43.314Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:46.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:49.266Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:54.153Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-23T20:30:32.001Z", "action": "input", "action_argument": "patio cat"}
{"timestamp": "2025-04-23T20:30:42.388Z", "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": "patio cat protactor"}],
"search_results": [{"title": "Large Portable Mesh Cube for Cats - Playpen and Cat Tunnel for Indoor Cats Provides Room to Romp, Play, and Sleep. Waterproof Base; Durable Enclosed Outdoor Pet Playpen with Ventilated Mesh Cube", "asin": "B0DPJHKGV6", "price": "$39.98", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "PawHut Catio Playground Cat Window Box Outside Enclosure, Outdoor Cat House with Weather Protection Roof for Multiple Kitties, Wooden Frame, Shelves & Bridges, 118\" x 37.5\" x 74\", White", "asin": "B0CCTG6NY8", "price": "$365.49", "delivery": "FREE delivery Wed, Apr 30"},
{"title": "Cat Large Enclosure - DIY Catio Ideal for 1-3 Cats, Indoor & Outdoor, Detachable Metal Wire Kennel, 2x3x4 Exercise Place", "asin": "B0CS6FXB8B", "price": "$66.29", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "LUCKITTY Outdoor Rainbow Cat Enclosures Playground,Outside House for Indoor Cats Include Portable Tent, Circle Cat Playpen Tunnel, for Cats, Kitty and Small Animals,Within Storage Bag", "asin": "B0BNKPWN5C", "price": "$37.96", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Qeeman Garden Decor Solar Statues: Mothers Day Birthday Gifts for Mom Grandma Women Sister Wife Lady Lover - Front Patio Balcony Yard Art Lawn Ornaments Porch Outdoor Outside Decorations (Cat)", "asin": "B0BCFVC8X7", "price": "$23.68", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "28ft\u00b2 Large Outdoor Cat House, Luxury Wooden Walk-in Catio Enclosure with 2 Doors & 2 Hiding Houses, Escape-Proof Locks + Waterproof Roof - Customizable Multi-Cat Playpen (Gray)", "asin": "B0F1CV4QBP", "price": "$386.99", "delivery": "FREE delivery Mon, May 5 for Prime members"},
{"title": "Portable Large Pop Up Pet Cat Tents Enclosures House for Outside Patio Indoor for Cat Puppy Rabbit Small Animals,Quick Opened,Independent or can be Connected to Tunnels", "asin": "B09HCH52KD", "price": "$39.99", "delivery": "FREE delivery Sun, Apr 27"},
{"title": "PawHut Catio Playground Cat Window Box Outside Enclosure, Outdoor Cat House with Weather Protection Roof for Multiple Kitties, Wooden Frame, Shelves & Bridges, 118\" x 37.5\" x 74\", Gray", "asin": "B0CCTDLFTN", "price": "$365.49", "delivery": "FREE delivery Wed, Apr 30"},
{"title": "Solar Cat Statue - Garden Decor with LED Lights, Perfect for Mom or Grandma (Gray Cat)", "asin": "B0BVBBSSJ2", "price": "$21.58", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Portable Large Pop Up Pet Cat Tents Enclosures House for Outside Patio Indoor for Cat Puppy Rabbit Small Animals,Quick Opened,Independent or can be Connected to Tunnels", "asin": "B08PNRCX1Y", "price": "$47.99", "delivery": "FREE delivery Sat, Apr 26"},
{"title": "Cat Screen Door, Extra Tall Cat-Proof Mesh Gate, Fit Door Size 36'' x 82'', Anti-Cat Scratch Mesh with Zipper Closure, for Living Room, Kitchen, Bedroom (Black)", "asin": "B0DQG3786P", "price": "$26.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "2-in-1 Cat Playpen with Pee Pad, 72''Pop Up Dog Pet Playpen for Indoor Outdoor Cats Enclosed, Portable Pet Playpen, Kitten Puppy Foldable Play Pen Cat Dog Tent Crate Cage Kennel(M, 72\" Lx36Wx24H)", "asin": "B0DFXW29JW", "price": "$89.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Fiberglass Magnetic Screen Door Fit Door Size 32 x 80 in- Heavy Duty Fiberglass Screen Door Mesh for Interior Door, Patio and Sliding Doors - Door Screen Magnetic Closure Let Fresh Air in", "asin": "B0CQY6LHTW", "price": "$16.14", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Solar Garden Decor Cat Moon Outdoor Statue and Figurine Lights, Outdoor Patio Sculpture Decor LED Lights Gifts for Mom or Daughter, Garden Statues Birthday Gifts for Women Home and Yard", "asin": "B0DLGF697S", "price": "$13.49", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Antique Copper Fishing Cat Sculpture - Outdoor Garden Decor, Koi Pond Art, Cat Statues for Patio or Lawn Waterfalls", "asin": "B0D8DXB61Y", "price": "$13.49", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Window Bird Feeder with Strong Suction Cups for Viewing, Acrylic Window Bird Feeder for Cats, Removable Tray for Easy Clean and Refill, Gifts for Parents", "asin": "B0D66JK8B5", "price": "$15.19", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "2-in-1 XLarge Cat Playpen, Detachable into 2 Separate Playpens with Additional 2 Doors, with Pee Pads, Portable Dog Playpen Cat Tent Enclosure for Kitten and Puppy Indoor Outdoor Use(M, 72\"x36''x24H)", "asin": "B0DLK1FHPP", "price": "$107.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "SUNNY GUARD 3.3'x19.7' Brown Grey Balcony Privacy Screen Fence, Apartments Railing Screen, Heavy Duty Wind Screen for Outdoor,Backyard,Patio,Deck Privacy", "asin": "B0C45J7GZM", "price": "$16.49", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "YITAHOME Rattan Dog Sofa Bed with Cushion,Wicker Pet Bed Sofa Couch Indoor Outdoor Water Resistant for Large Medium Small Dogs Cats (34.6''L*23.6''W*11.8'',Blue)", "asin": "B0CPBWY318", "price": "$62.99", "delivery": "FREE delivery Wed, Apr 30 for Prime members"},
{"title": "2PC Cat Window Perch Cordless Foldable Cat Hammock Bed for Window with Metal Frame and Reversible Cover, Large Suction Cups Window Resting Seat for Indoor Cats (Cat Bed, L-2PC)", "asin": "B0D9L847F7", "price": "$29.58", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Solar Lanterns Outdoor Waterproof - 2 Pack Cat Garden Decor Birthday Gifts for Women Mom Grandma Hanging Solar Lights Metal Solar Lantern for Outside, Patio, Outdoor, Yard, Backyard, Porch", "asin": "B0DDPSY9C9", "price": "$42.49", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "32 Panels Small Animals Playpen,Transparent Playpen with Waterproof Mat, Plastic Enclosure,Puppy Play Pen for Chicken,Pet Fence for Guinea Pigs,Bunny,Ferrets,Hamsters,Hedgehogs for Indoors Outdoor", "asin": "B0D1FLCKYF", "price": "$38.63", "delivery": " Two-Day FREE delivery Fri, Apr 25"}]
<|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": "2025-04-23T20:30:48.621Z", // 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\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.118Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.784Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:24.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:25.183Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:26.504Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.057Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.913Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:29.854Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:44.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:46.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:48.814Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:50.736Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:53.308Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:54.367Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:56.259Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:57.946Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:59.424Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:00.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:01.760Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:02.699Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:03.813Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:08.833Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:11.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:12.836Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:13.881Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:14.707Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.060Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.723Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:19.004Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:20.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:22.157Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:24.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:33.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:37.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:38.533Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:41.516Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:46.088Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:47.799Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:50.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:49:09.575Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:49:19.353Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:37.129Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:42.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:44.065Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:46.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:48.178Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:52.629Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:54.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:58.427Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:50:01.796Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:50:02.753Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:50:22.856Z\", \"action\": \"purchase\", \"action_argument\": \"B0BP69X89N\"}\n{\"timestamp\": \"2025-04-19T03:51:36.642Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-19T03:54:35.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:40.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:43.314Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:46.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:49.266Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:54.153Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-23T20:30:32.001Z\", \"action\": \"input\", \"action_argument\": \"patio cat\"}\n{\"timestamp\": \"2025-04-23T20:30:42.388Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:30:48.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"patio cat protector\"}],\n\"search_results\": [{\"title\": \"Anti Cat Scratch Furniture Protector-16-Pack \\u2013Single-Sided, Heavy-Duty Self-Adhesive Tape, No-Residue for Couch, Doors & Walls - with 70 Twist Pins\", \"asin\": \"B0CCDKGT5V\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Anti-Cat Scratch Furniture Protector-12-Pack \\u2013Single-Sided, Heavy-Duty Self-Adhesive Tape, No-Residue for Couch, Doors & Walls - with 52 Twist Pins\", \"asin\": \"B0BM38JZL8\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Petslucent Cat Scratch Furniture Protector: Cat Anti Scratch Tape - Door Protector from Dog Scratching - Clear Training Self Adhesive Tape for Carpet, Sofa, Couch, Door (118in x 7.9in)\", \"asin\": \"B0DTFYK2VK\", \"price\": \"$8.06\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"JIFTOK Baby Gate for Stairs, Banister Guard for Kids, Pets, Toys, 18 ft L x 2.66 ft H, Mesh Netting Safety Net for Balcony Rail Stair, Stairway Net Baby Safety Products for Indoor & Outdoor (Black)\", \"asin\": \"B09582FNXD\", \"price\": \"$21.24\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"JIFTOK Baby Gate for Stairs, Banister Guard for Kids, Pets, Toys, 15ft L x 2.66 ft H, Mesh Netting Safety Net for Balcony Rail Stair, Stairway Net Baby Safety Products for Indoor & Outdoor (Brown)\", \"asin\": \"B0BBL3GXYQ\", \"price\": \"$16.79\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Sweet Home Stores Floor Protector Waterproof Non-Slip Clear Design Indoor Customizable Protector Runner Rug for Hallway, Entryway, Patio, 2'2\\\" x 16', Clear\", \"asin\": \"B0CHJYNG5H\", \"price\": \"$38.27\", \"delivery\": \"FREE delivery Mon, Apr 28 for Prime members\"},\n{\"title\": \"Petslucent Cat Scratch Furniture Protector: Cat Anti Scratch Tape - Door Protector from Dog Scratching - Clear Training Self Adhesive Tape for Carpet, Sofa, Couch, Door (118in x 7.9in)\", \"asin\": \"B0DTFYK2VK\", \"price\": \"$8.06\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"27.17\\u201d Metal Cat and Bird Silhouette Stake - Rustic Garden Statue, Outdoor Yard Decoration, Cat Lover\\u2019s Gift, Weather-Resistant Garden Ornament\", \"asin\": \"B0D923HRWJ\", \"price\": \"$13.66\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Cute Vintage Throw Pillow Covers, 2 Pcs Pillow Covers, Pillow Cover 18x18, Decorative Cat Ghost Pillow Cases Pillow Protector for Bedroom Bench Sofa Office Couch Bed Outdoor Sofa Car Seat Decor\", \"asin\": \"B0D8114LQ4\", \"price\": \"$3.49\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Waterproof Dining Room Bench Covers, Stretch Jacquard Bench Seat Protector Cover, Rectangular Bench Cover for bedrooms, Living Rooms, Kitchens, Removable, Washable (Taupe)\", \"asin\": \"B0CZ4BZWRD\", \"price\": \"$18.69\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Anti Cat Scratch Furniture Protector, 13\\\" x 168\\\"(14FT) Transparent Self-Adhesive Couch Furniture Protectors from Cats Scratching Claws, Cat Scratch Couch Protector Training Pad Tape\", \"asin\": \"B0D3KKRR5F\", \"price\": \"$16.90\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Cat Scratch Furniture Protector - Couch Protector from Cat Claws, Plastic Cover Adhesive Clear Flexible Sofa Guard, Single Side Sticky Deterrent Training Tape - Easy to Apply, 11.8 in \\u00d7 196.8 in\", \"asin\": \"B0D8ZLD558\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"78.7\\\"x15.8\\\" Cat Scratching Mat - Trimmable Self Adhesive DIY Climbing Cat Scratcher Pad Replacement for Cat Tree Shelves and Post Cat Scratch Furniture Protector\", \"asin\": \"B0DJQBXDQN\", \"price\": \"$11.69\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25 Only 3 left in stock - order soon.\"},\n{\"title\": \"Tooltriz Pet Proof Window Screen Replacement, 39\\u201c x 100\\\" Upgraded Thicken Charcoal Fiberglass Mesh for Sliding Pet Screen Door Repair Kit - Screen Door Protector for Dogs Patio Screen mesh\", \"asin\": \"B09B1RN2J4\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"USDF Steel Pet Grille (White 36 Inch) Rv Screen Door Protector for Dogs Pets Cats Scratch Protector Replacement Screen Door Guard Pet Proof Screen Door Grill Guards\", \"asin\": \"B073YPJ96D\", \"price\": \"$39.99\", \"delivery\": \"$9.99 delivery Thu, May 1\"},\n{\"title\": \"MAGZO Pet Proof Window&Door Screen Replacement Mesh, 35\\\" W x 86\\\" L, Best Vinyl Coated Polyester Dog Cat Protector Heavy Duty, Net Netting Curtain Wire Roll Repair Kit for Patio/Porch/Sliding, Black\", \"asin\": \"B086BNN1TG\", \"price\": \"$19.11\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Door Scratch Protector from Dog Scratching, 200'' x 8.3'' Anti Scratch Guard Deterrent Tape, Ultra Durable Pad for Cats Dogs, Door Frame Protector for Screen Door, Window, Wall, Chari Leg\", \"asin\": \"B0B7CHD4VF\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Guardian Steel Pet Grille (White 36 Inch) Screen Door Protector for Dogs Pets Cats Scratch Protector Replacement Screen Door Guard Pet Proof RV Screen Door Grill Guards\", \"asin\": \"B0C2YN6SYY\", \"price\": \"$47.99\", \"delivery\": \"FREE delivery Apr 30 - May 2\"},\n{\"title\": \"PROTECTO\\u00ae Cat & Dog Scratch Door Protector for Indoors & Outdoors - 35.5\\\" x 24 Transparent Door Protector from Dog Scratching, Smooth Deterrent Surface - Easy Installation with Sticky Pads\", \"asin\": \"B075VYW9L5\", \"price\": \"$35.55\", \"delivery\": \"FREE delivery Sat, Apr 26\"},\n{\"title\": \"Self-Adhesive Cat Scratching Mat - Durable Couch Protector for Furniture, No Residue, Customizable, Safe for Cats, Easy Installation, Protects Sofas and Chairs\", \"asin\": \"B0DXQ1H733\", \"price\": \"$25.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Dixutzi Pet Screen Door Thickened Cat Resistant Mesh Screen Door for Living Room, Bedroom, Kitchen, Patio, Dog Cat Scratch Proof Screen with Zipper Closure (Fits Door Size up to 35''x 80'', Black)\", \"asin\": \"B0B7K6RVR9\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Cat Scratch Furniture Protector, 196.8\\\" x 11.8\\\" Couch Protector from Cat Claws, Thickened Transparent Self-Adhesive Furniture Protectors for Couch Protection from Cat Scratching\", \"asin\": \"B0DPC7CFXK\", \"price\": \"$13.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Shappy Balcony Net for Pets 16.5 ft x 2.5 ft Anti Fall Cat Dogs Netting Balcony Mesh Fence Net Screen Protection Crib Mesh for Pets Patios Stairway Clear Stair Banister Guard Apartment(Black)\", \"asin\": \"B0BKZKL1F7\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25 Only 11 left in stock - order soon.\"},\n{\"title\": \"Balcony Netting for Pets, Stairway Net for Balcony, Pet Netting Balcony Net for Dogs Cats Kids Child Rail Net for Balcony Apartment, Baby Balcony Patios Stairway Net Brown (10ft*2.6ft Thick)\", \"asin\": \"B0CCP5TZ48\", \"price\": \"$23.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"8 Pack Cat Repellent Outdoor/Indoor Scat Mat for Cats&Dogs, Keep Away Pest Plastic Mats with Spikes,16 x 13 Inches\", \"asin\": \"B08L8TWKCT\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Guardian Steel Pet Grille (Grey 36 Inch) Screen Door Protector for Dogs Pets Cats Scratch Protector Replacement Screen Door Guard Pet Proof RV Screen Door Grill Guards\", \"asin\": \"B0C64S6TGH\", \"price\": \"$47.99\", \"delivery\": \"FREE delivery Apr 30 - May 2\"},\n{\"title\": \"Anti Cat Scratch Furniture Protector, 12-Pack Couch Protector from Cat Claws \\u2013 Heavy-Duty, Easy-to-Apply Scratching Deterrent and Shield for Sofa Corners, Walls, Doors- with 52 Twist Pins\", \"asin\": \"B0D4R4C5S6\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Guardian Steel Pet Grille (Brown 36 Inch) Screen Door Protector for Dogs Pets Cats Scratch Protector Replacement Screen Door Guard Pet Proof Rv Screen Door Grill Guards\", \"asin\": \"B0C64BMW99\", \"price\": \"$48.99\", \"delivery\": \"FREE delivery Apr 30 - May 2\"},\n{\"title\": \"[Thicken Vinyl] Anti Cat Scratch Furniture Protector, Single-Sided Sticky Couch Protector for Cats, Flexible Couch Corner Guard Under Cats Claw, Cat Scratch Deterrent Tape-(160\\\" x 12.4\\\")\", \"asin\": \"B0CHK54XRS\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"}]\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\": \"2025-04-23T20:31:24.619Z\", // 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": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:09.575Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:19.353Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:37.129Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:42.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:44.065Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:46.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:48.178Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:52.629Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:54.589Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:58.427Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:01.796Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:02.753Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:22.856Z", "action": "purchase", "action_argument": "B0BP69X89N"}
{"timestamp": "2025-04-19T03:51:36.642Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:54:35.038Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:40.413Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:43.314Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:46.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:49.266Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:54.153Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-23T20:30:32.001Z", "action": "input", "action_argument": "patio cat"}
{"timestamp": "2025-04-23T20:30:42.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:30:48.621Z", "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": "patio cat protector"}],
"search_results": [{"title": "Anti Cat Scratch Furniture Protector-16-Pack \u2013Single-Sided, Heavy-Duty Self-Adhesive Tape, No-Residue for Couch, Doors & Walls - with 70 Twist Pins", "asin": "B0CCDKGT5V", "price": "$14.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Anti-Cat Scratch Furniture Protector-12-Pack \u2013Single-Sided, Heavy-Duty Self-Adhesive Tape, No-Residue for Couch, Doors & Walls - with 52 Twist Pins", "asin": "B0BM38JZL8", "price": "$15.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Petslucent Cat Scratch Furniture Protector: Cat Anti Scratch Tape - Door Protector from Dog Scratching - Clear Training Self Adhesive Tape for Carpet, Sofa, Couch, Door (118in x 7.9in)", "asin": "B0DTFYK2VK", "price": "$8.06", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "JIFTOK Baby Gate for Stairs, Banister Guard for Kids, Pets, Toys, 18 ft L x 2.66 ft H, Mesh Netting Safety Net for Balcony Rail Stair, Stairway Net Baby Safety Products for Indoor & Outdoor (Black)", "asin": "B09582FNXD", "price": "$21.24", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "JIFTOK Baby Gate for Stairs, Banister Guard for Kids, Pets, Toys, 15ft L x 2.66 ft H, Mesh Netting Safety Net for Balcony Rail Stair, Stairway Net Baby Safety Products for Indoor & Outdoor (Brown)", "asin": "B0BBL3GXYQ", "price": "$16.79", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Sweet Home Stores Floor Protector Waterproof Non-Slip Clear Design Indoor Customizable Protector Runner Rug for Hallway, Entryway, Patio, 2'2\" x 16', Clear", "asin": "B0CHJYNG5H", "price": "$38.27", "delivery": "FREE delivery Mon, Apr 28 for Prime members"},
{"title": "Petslucent Cat Scratch Furniture Protector: Cat Anti Scratch Tape - Door Protector from Dog Scratching - Clear Training Self Adhesive Tape for Carpet, Sofa, Couch, Door (118in x 7.9in)", "asin": "B0DTFYK2VK", "price": "$8.06", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "27.17\u201d Metal Cat and Bird Silhouette Stake - Rustic Garden Statue, Outdoor Yard Decoration, Cat Lover\u2019s Gift, Weather-Resistant Garden Ornament", "asin": "B0D923HRWJ", "price": "$13.66", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cute Vintage Throw Pillow Covers, 2 Pcs Pillow Covers, Pillow Cover 18x18, Decorative Cat Ghost Pillow Cases Pillow Protector for Bedroom Bench Sofa Office Couch Bed Outdoor Sofa Car Seat Decor", "asin": "B0D8114LQ4", "price": "$3.49", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Waterproof Dining Room Bench Covers, Stretch Jacquard Bench Seat Protector Cover, Rectangular Bench Cover for bedrooms, Living Rooms, Kitchens, Removable, Washable (Taupe)", "asin": "B0CZ4BZWRD", "price": "$18.69", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Anti Cat Scratch Furniture Protector, 13\" x 168\"(14FT) Transparent Self-Adhesive Couch Furniture Protectors from Cats Scratching Claws, Cat Scratch Couch Protector Training Pad Tape", "asin": "B0D3KKRR5F", "price": "$16.90", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Scratch Furniture Protector - Couch Protector from Cat Claws, Plastic Cover Adhesive Clear Flexible Sofa Guard, Single Side Sticky Deterrent Training Tape - Easy to Apply, 11.8 in \u00d7 196.8 in", "asin": "B0D8ZLD558", "price": "$18.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "78.7\"x15.8\" Cat Scratching Mat - Trimmable Self Adhesive DIY Climbing Cat Scratcher Pad Replacement for Cat Tree Shelves and Post Cat Scratch Furniture Protector", "asin": "B0DJQBXDQN", "price": "$11.69", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 3 left in stock - order soon."},
{"title": "Tooltriz Pet Proof Window Screen Replacement, 39\u201c x 100\" Upgraded Thicken Charcoal Fiberglass Mesh for Sliding Pet Screen Door Repair Kit - Screen Door Protector for Dogs Patio Screen mesh", "asin": "B09B1RN2J4", "price": "$19.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "USDF Steel Pet Grille (White 36 Inch) Rv Screen Door Protector for Dogs Pets Cats Scratch Protector Replacement Screen Door Guard Pet Proof Screen Door Grill Guards", "asin": "B073YPJ96D", "price": "$39.99", "delivery": "$9.99 delivery Thu, May 1"},
{"title": "MAGZO Pet Proof Window&Door Screen Replacement Mesh, 35\" W x 86\" L, Best Vinyl Coated Polyester Dog Cat Protector Heavy Duty, Net Netting Curtain Wire Roll Repair Kit for Patio/Porch/Sliding, Black", "asin": "B086BNN1TG", "price": "$19.11", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Door Scratch Protector from Dog Scratching, 200'' x 8.3'' Anti Scratch Guard Deterrent Tape, Ultra Durable Pad for Cats Dogs, Door Frame Protector for Screen Door, Window, Wall, Chari Leg", "asin": "B0B7CHD4VF", "price": "$19.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Guardian Steel Pet Grille (White 36 Inch) Screen Door Protector for Dogs Pets Cats Scratch Protector Replacement Screen Door Guard Pet Proof RV Screen Door Grill Guards", "asin": "B0C2YN6SYY", "price": "$47.99", "delivery": "FREE delivery Apr 30 - May 2"},
{"title": "PROTECTO\u00ae Cat & Dog Scratch Door Protector for Indoors & Outdoors - 35.5\" x 24 Transparent Door Protector from Dog Scratching, Smooth Deterrent Surface - Easy Installation with Sticky Pads", "asin": "B075VYW9L5", "price": "$35.55", "delivery": "FREE delivery Sat, Apr 26"},
{"title": "Self-Adhesive Cat Scratching Mat - Durable Couch Protector for Furniture, No Residue, Customizable, Safe for Cats, Easy Installation, Protects Sofas and Chairs", "asin": "B0DXQ1H733", "price": "$25.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Dixutzi Pet Screen Door Thickened Cat Resistant Mesh Screen Door for Living Room, Bedroom, Kitchen, Patio, Dog Cat Scratch Proof Screen with Zipper Closure (Fits Door Size up to 35''x 80'', Black)", "asin": "B0B7K6RVR9", "price": "$19.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Scratch Furniture Protector, 196.8\" x 11.8\" Couch Protector from Cat Claws, Thickened Transparent Self-Adhesive Furniture Protectors for Couch Protection from Cat Scratching", "asin": "B0DPC7CFXK", "price": "$13.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Shappy Balcony Net for Pets 16.5 ft x 2.5 ft Anti Fall Cat Dogs Netting Balcony Mesh Fence Net Screen Protection Crib Mesh for Pets Patios Stairway Clear Stair Banister Guard Apartment(Black)", "asin": "B0BKZKL1F7", "price": "$19.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 11 left in stock - order soon."},
{"title": "Balcony Netting for Pets, Stairway Net for Balcony, Pet Netting Balcony Net for Dogs Cats Kids Child Rail Net for Balcony Apartment, Baby Balcony Patios Stairway Net Brown (10ft*2.6ft Thick)", "asin": "B0CCP5TZ48", "price": "$23.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "8 Pack Cat Repellent Outdoor/Indoor Scat Mat for Cats&Dogs, Keep Away Pest Plastic Mats with Spikes,16 x 13 Inches", "asin": "B08L8TWKCT", "price": "$15.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Guardian Steel Pet Grille (Grey 36 Inch) Screen Door Protector for Dogs Pets Cats Scratch Protector Replacement Screen Door Guard Pet Proof RV Screen Door Grill Guards", "asin": "B0C64S6TGH", "price": "$47.99", "delivery": "FREE delivery Apr 30 - May 2"},
{"title": "Anti Cat Scratch Furniture Protector, 12-Pack Couch Protector from Cat Claws \u2013 Heavy-Duty, Easy-to-Apply Scratching Deterrent and Shield for Sofa Corners, Walls, Doors- with 52 Twist Pins", "asin": "B0D4R4C5S6", "price": "$18.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Guardian Steel Pet Grille (Brown 36 Inch) Screen Door Protector for Dogs Pets Cats Scratch Protector Replacement Screen Door Guard Pet Proof Rv Screen Door Grill Guards", "asin": "B0C64BMW99", "price": "$48.99", "delivery": "FREE delivery Apr 30 - May 2"},
{"title": "[Thicken Vinyl] Anti Cat Scratch Furniture Protector, Single-Sided Sticky Couch Protector for Cats, Flexible Couch Corner Guard Under Cats Claw, Cat Scratch Deterrent Tape-(160\" x 12.4\")", "asin": "B0CHK54XRS", "price": "$19.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"}]
<|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": "2025-04-23T20:31:24.619Z", // 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>
|
2025-04-23T20:31:24.619Z
|
click_product
|
B0BKZKL1F7
|
rule
|
2025-04-23T20:31:24.619Z
|
click_product
|
B0BKZKL1F7
|
train
| 171 |
2025-04-23T20:31:24.619Z
|
click_product
|
B0BKZKL1F7
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:09.575Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:19.353Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:37.129Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:42.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:44.065Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:46.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:48.178Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:52.629Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:54.589Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:58.427Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:01.796Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:02.753Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:22.856Z", "action": "purchase", "action_argument": "B0BP69X89N"}
{"timestamp": "2025-04-19T03:51:36.642Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:54:35.038Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:40.413Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:43.314Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:46.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:49.266Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:54.153Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-23T20:30:32.001Z", "action": "input", "action_argument": "patio cat"}
{"timestamp": "2025-04-23T20:30:42.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:30:48.621Z", "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": "patio cat protector"}],
"search_results": [{"title": "Anti Cat Scratch Furniture Protector-16-Pack \u2013Single-Sided, Heavy-Duty Self-Adhesive Tape, No-Residue for Couch, Doors & Walls - with 70 Twist Pins", "asin": "B0CCDKGT5V", "price": "$14.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Anti-Cat Scratch Furniture Protector-12-Pack \u2013Single-Sided, Heavy-Duty Self-Adhesive Tape, No-Residue for Couch, Doors & Walls - with 52 Twist Pins", "asin": "B0BM38JZL8", "price": "$15.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Petslucent Cat Scratch Furniture Protector: Cat Anti Scratch Tape - Door Protector from Dog Scratching - Clear Training Self Adhesive Tape for Carpet, Sofa, Couch, Door (118in x 7.9in)", "asin": "B0DTFYK2VK", "price": "$8.06", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "JIFTOK Baby Gate for Stairs, Banister Guard for Kids, Pets, Toys, 18 ft L x 2.66 ft H, Mesh Netting Safety Net for Balcony Rail Stair, Stairway Net Baby Safety Products for Indoor & Outdoor (Black)", "asin": "B09582FNXD", "price": "$21.24", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "JIFTOK Baby Gate for Stairs, Banister Guard for Kids, Pets, Toys, 15ft L x 2.66 ft H, Mesh Netting Safety Net for Balcony Rail Stair, Stairway Net Baby Safety Products for Indoor & Outdoor (Brown)", "asin": "B0BBL3GXYQ", "price": "$16.79", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Sweet Home Stores Floor Protector Waterproof Non-Slip Clear Design Indoor Customizable Protector Runner Rug for Hallway, Entryway, Patio, 2'2\" x 16', Clear", "asin": "B0CHJYNG5H", "price": "$38.27", "delivery": "FREE delivery Mon, Apr 28 for Prime members"},
{"title": "Petslucent Cat Scratch Furniture Protector: Cat Anti Scratch Tape - Door Protector from Dog Scratching - Clear Training Self Adhesive Tape for Carpet, Sofa, Couch, Door (118in x 7.9in)", "asin": "B0DTFYK2VK", "price": "$8.06", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "27.17\u201d Metal Cat and Bird Silhouette Stake - Rustic Garden Statue, Outdoor Yard Decoration, Cat Lover\u2019s Gift, Weather-Resistant Garden Ornament", "asin": "B0D923HRWJ", "price": "$13.66", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cute Vintage Throw Pillow Covers, 2 Pcs Pillow Covers, Pillow Cover 18x18, Decorative Cat Ghost Pillow Cases Pillow Protector for Bedroom Bench Sofa Office Couch Bed Outdoor Sofa Car Seat Decor", "asin": "B0D8114LQ4", "price": "$3.49", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Waterproof Dining Room Bench Covers, Stretch Jacquard Bench Seat Protector Cover, Rectangular Bench Cover for bedrooms, Living Rooms, Kitchens, Removable, Washable (Taupe)", "asin": "B0CZ4BZWRD", "price": "$18.69", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Anti Cat Scratch Furniture Protector, 13\" x 168\"(14FT) Transparent Self-Adhesive Couch Furniture Protectors from Cats Scratching Claws, Cat Scratch Couch Protector Training Pad Tape", "asin": "B0D3KKRR5F", "price": "$16.90", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Scratch Furniture Protector - Couch Protector from Cat Claws, Plastic Cover Adhesive Clear Flexible Sofa Guard, Single Side Sticky Deterrent Training Tape - Easy to Apply, 11.8 in \u00d7 196.8 in", "asin": "B0D8ZLD558", "price": "$18.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "78.7\"x15.8\" Cat Scratching Mat - Trimmable Self Adhesive DIY Climbing Cat Scratcher Pad Replacement for Cat Tree Shelves and Post Cat Scratch Furniture Protector", "asin": "B0DJQBXDQN", "price": "$11.69", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 3 left in stock - order soon."},
{"title": "Tooltriz Pet Proof Window Screen Replacement, 39\u201c x 100\" Upgraded Thicken Charcoal Fiberglass Mesh for Sliding Pet Screen Door Repair Kit - Screen Door Protector for Dogs Patio Screen mesh", "asin": "B09B1RN2J4", "price": "$19.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "USDF Steel Pet Grille (White 36 Inch) Rv Screen Door Protector for Dogs Pets Cats Scratch Protector Replacement Screen Door Guard Pet Proof Screen Door Grill Guards", "asin": "B073YPJ96D", "price": "$39.99", "delivery": "$9.99 delivery Thu, May 1"},
{"title": "MAGZO Pet Proof Window&Door Screen Replacement Mesh, 35\" W x 86\" L, Best Vinyl Coated Polyester Dog Cat Protector Heavy Duty, Net Netting Curtain Wire Roll Repair Kit for Patio/Porch/Sliding, Black", "asin": "B086BNN1TG", "price": "$19.11", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Door Scratch Protector from Dog Scratching, 200'' x 8.3'' Anti Scratch Guard Deterrent Tape, Ultra Durable Pad for Cats Dogs, Door Frame Protector for Screen Door, Window, Wall, Chari Leg", "asin": "B0B7CHD4VF", "price": "$19.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Guardian Steel Pet Grille (White 36 Inch) Screen Door Protector for Dogs Pets Cats Scratch Protector Replacement Screen Door Guard Pet Proof RV Screen Door Grill Guards", "asin": "B0C2YN6SYY", "price": "$47.99", "delivery": "FREE delivery Apr 30 - May 2"},
{"title": "PROTECTO\u00ae Cat & Dog Scratch Door Protector for Indoors & Outdoors - 35.5\" x 24 Transparent Door Protector from Dog Scratching, Smooth Deterrent Surface - Easy Installation with Sticky Pads", "asin": "B075VYW9L5", "price": "$35.55", "delivery": "FREE delivery Sat, Apr 26"},
{"title": "Self-Adhesive Cat Scratching Mat - Durable Couch Protector for Furniture, No Residue, Customizable, Safe for Cats, Easy Installation, Protects Sofas and Chairs", "asin": "B0DXQ1H733", "price": "$25.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Dixutzi Pet Screen Door Thickened Cat Resistant Mesh Screen Door for Living Room, Bedroom, Kitchen, Patio, Dog Cat Scratch Proof Screen with Zipper Closure (Fits Door Size up to 35''x 80'', Black)", "asin": "B0B7K6RVR9", "price": "$19.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Scratch Furniture Protector, 196.8\" x 11.8\" Couch Protector from Cat Claws, Thickened Transparent Self-Adhesive Furniture Protectors for Couch Protection from Cat Scratching", "asin": "B0DPC7CFXK", "price": "$13.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Shappy Balcony Net for Pets 16.5 ft x 2.5 ft Anti Fall Cat Dogs Netting Balcony Mesh Fence Net Screen Protection Crib Mesh for Pets Patios Stairway Clear Stair Banister Guard Apartment(Black)", "asin": "B0BKZKL1F7", "price": "$19.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 11 left in stock - order soon."},
{"title": "Balcony Netting for Pets, Stairway Net for Balcony, Pet Netting Balcony Net for Dogs Cats Kids Child Rail Net for Balcony Apartment, Baby Balcony Patios Stairway Net Brown (10ft*2.6ft Thick)", "asin": "B0CCP5TZ48", "price": "$23.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "8 Pack Cat Repellent Outdoor/Indoor Scat Mat for Cats&Dogs, Keep Away Pest Plastic Mats with Spikes,16 x 13 Inches", "asin": "B08L8TWKCT", "price": "$15.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Guardian Steel Pet Grille (Grey 36 Inch) Screen Door Protector for Dogs Pets Cats Scratch Protector Replacement Screen Door Guard Pet Proof RV Screen Door Grill Guards", "asin": "B0C64S6TGH", "price": "$47.99", "delivery": "FREE delivery Apr 30 - May 2"},
{"title": "Anti Cat Scratch Furniture Protector, 12-Pack Couch Protector from Cat Claws \u2013 Heavy-Duty, Easy-to-Apply Scratching Deterrent and Shield for Sofa Corners, Walls, Doors- with 52 Twist Pins", "asin": "B0D4R4C5S6", "price": "$18.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Guardian Steel Pet Grille (Brown 36 Inch) Screen Door Protector for Dogs Pets Cats Scratch Protector Replacement Screen Door Guard Pet Proof Rv Screen Door Grill Guards", "asin": "B0C64BMW99", "price": "$48.99", "delivery": "FREE delivery Apr 30 - May 2"},
{"title": "[Thicken Vinyl] Anti Cat Scratch Furniture Protector, Single-Sided Sticky Couch Protector for Cats, Flexible Couch Corner Guard Under Cats Claw, Cat Scratch Deterrent Tape-(160\" x 12.4\")", "asin": "B0CHK54XRS", "price": "$19.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"}]
<|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": "2025-04-23T20:31:24.619Z", // 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\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.118Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.784Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:24.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:25.183Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:26.504Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.057Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.913Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:29.854Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:44.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:46.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:48.814Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:50.736Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:53.308Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:54.367Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:56.259Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:57.946Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:59.424Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:00.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:01.760Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:02.699Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:03.813Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:08.833Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:11.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:12.836Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:13.881Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:14.707Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.060Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.723Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:19.004Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:20.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:22.157Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:24.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:33.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:37.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:38.533Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:41.516Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:46.088Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:47.799Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:50.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:49:09.575Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:49:19.353Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:37.129Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:42.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:44.065Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:46.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:48.178Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:52.629Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:54.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:58.427Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:50:01.796Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:50:02.753Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:50:22.856Z\", \"action\": \"purchase\", \"action_argument\": \"B0BP69X89N\"}\n{\"timestamp\": \"2025-04-19T03:51:36.642Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-19T03:54:35.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:40.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:43.314Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:46.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:49.266Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:54.153Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-23T20:30:32.001Z\", \"action\": \"input\", \"action_argument\": \"patio cat\"}\n{\"timestamp\": \"2025-04-23T20:30:42.388Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:30:48.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:31:24.619Z\", \"action\": \"click_product\", \"action_argument\": \"B0BKZKL1F7\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"patio cat protector\"}],\n\"product_details\": [{\"asin\": \"B0BKZKL1F7\"},\n{\"title\": \"Shappy Balcony Net for Pets 16.5 ft x 2.5 ft Anti Fall Cat Dogs Netting Balcony Mesh Fence Net Screen Protection Crib Mesh for Pets Patios Stairway Clear Stair Banister Guard Apartment(Black)\"},\n{\"price\": \"$19.99\"},\n{\"bullet_list\": \"Flexible Installation: use the plastic hanging buckles to come across holes, or use the nylon typing rope to fasten the net and rail post together to fix the net; The deck net is 16.5 x 2.5 ft/ 5 x 0.8 m, if the railing is long, you can connect two or more nets in the same installation way, if the railing is short, you can fold the net to install it Practical Design: the liner mesh diameter is very small, safe to use, with fine workmanship, adopts holes design, which will not obstruct your view Reliable Material: this balcony safety screen net is made of sturdy weave fabric material, which is resistant to pull and tear, safe to use for pets Wide Use: this balcony net can avoid your pets from falling off the balcony and high places, keep safe even you are not here, suitable for indoor and outdoor balcony, windows and railing stairs, can be flexibly applied by cutting Easy to Clean: wipe down with soap and sponge, or just remove it with direct washing; The mesh railing protector is weatherproof and waterproof, ideal for both indoor and outdoor use; It can be folded and stored conveniently\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"White\"}],\n\"promotion_items\": [{\"title\": \"Lewondr Cat Netting Balcony, 10x13ft Steel Wire Reinforced Balcony Screen for Pets, Anti-Fall Pet Mesh Fence Cat Safety Net for Balcony, Window, Stair, Patio\", \"asin\": \"B0CWRTCC5R\", \"price\": \"$28.99\", \"quantity\": \"\"},\n{\"title\": \"Cat Netting Balcony, Wire-reinforced Cat Net, Bite and Tear-resistant, UV and Weather-resistant, Balcony Cat Anti-Fall Netting for Pets, Cat Protection Net for Windows Patio Balcony (4x3m-Black)\", \"asin\": \"B0D4MQ1YVH\", \"price\": \"$28.99\", \"quantity\": \"\"},\n{\"title\": \"Morimoe Cat Balcony Net, Steel Wire Reinforced, Anti-Fall Fence, Safety Net, Extra Strong (10 X 13 Ft)\", \"asin\": \"B0CCNZFBGD\", \"price\": \"$26.00\", \"quantity\": \"\"},\n{\"title\": \"ZIRAO ROLL - Outdoor Cat Anti-Escape Barrier, Quality Cat Protection for Patios and Gardens, Cat Fence, Cat Barrier, 7.8 Ft\", \"asin\": \"B0DN6PMMVY\", \"price\": \"$64.90\", \"quantity\": \"\"},\n{\"title\": \"Cat Balcony Net Cat Anti-Fall Fence Net Dog Fence Nets Transparent Nylon Pet Mesh Fence Anti-Fall Netting for Balcony Window Stairs Netting for Balcony Window Stairs\\uff081020ft, 10 * 20ft\", \"asin\": \"B091PWSMBV\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"HOMYPOWER Cat Netting Balcony, Stainless Steel Reinforced Bite Tear UV and Weather-Resistant Anti-Fall Netting for Pets, Safety Net for Cat, Small Catio for Apartment Balcony Protection (10x13 ft)\", \"asin\": \"B0DJBP6G9D\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Cat Balcony Net Cat Anti-Fall Fence Net Dog Fence Nets Transparent Nylon Pet Mesh F...\", \"asin\": \"B091PWSMBV\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Cat Netting Balcony, Stainless Steel Reinforced Bite Tear UV and Weather-Resistant ...\", \"asin\": \"B0DJBP6G9D\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"SUNNY GUARD 3FTx16FT White Balcony Privacy Screen Fence, Apartments Railing Heavy Duty Wind Screen for Outdoor, Deck\\uff0cBackyard,Patio Privacy\\uff08We Make Custom Sizes\\uff09\", \"asin\": \"B08HCJ8164\", \"price\": \"$28.99\", \"quantity\": \"\"},\n{\"title\": \"Cat Balcony Rail Net, 10 x 26 ft Cat Anti-Fall Netting Pet Balcony Mesh Fence Net D...\", \"asin\": \"B0DK4RY3WW\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Cat Netting Balcony,Black Balcony Net,Preventing Falls Net,Pet Protective Netting,U...\", \"asin\": \"B0C5VZVZH9\", \"price\": \"$29.77\", \"quantity\": \"\"},\n{\"title\": \"Cat Netting Balcony, Wire-Reinforced Cat Net, Bite and Tear-Resistant, UV and Weather-Resistant, Balcony Cat Anti-Fall Netting for Pets, Cat Protection Net for Windows Patio Balcony (6x3m-Black)\", \"asin\": \"B0D4MLV84N\", \"price\": \"$38.99\", \"quantity\": \"\"},\n{\"title\": \"Cat Balcony Rail Net, Anti Fall Netting PET Balcony Mesh Fence Net, Cat Safety Net Balcony Screen, Crib Stair Patios Balcony Railing Cover for Kids & Pets -10x2.6Ft\", \"asin\": \"B0BC2C98T2\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Banister Guard-10ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balco...\", \"asin\": \"B0CDSK7KDT\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Cat Netting Balcony,Black Balcony Net,Preventing Falls Net,Pet Protective Netting,U...\", \"asin\": \"B0C5VZVZH9\", \"price\": \"$29.77\", \"quantity\": \"\"},\n{\"title\": \"VINGVO Cat Balcony Balcony, 20x10ft Nylon Pet Anti-Fall Fence Net, Cat Anti-Fall Fence Net Safety Net for Balcony, Window, Stair, Patio (26x10ft)\", \"asin\": \"B0DMF544HG\", \"price\": \"$33.64\", \"quantity\": \"\"},\n{\"title\": \"Cat Balcony Rail Net, Anti Fall Netting PET Balcony Mesh Fence Net, Cat Safety Net Balcony Screen, Crib Stair Patios Balcony Railing Cover for Kids & Pets -10x2.6Ft\", \"asin\": \"B0BC2C98T2\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Cat Balcony Net Cat Anti-Fall Fence Net Dog Fence Nets Transparent Nylon Pet Mesh F...\", \"asin\": \"B091PWSMBV\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"SUNNY GUARD 3FTx16FT White Balcony Privacy Screen Fence, Apartments Railing Heavy Duty Wind Screen for Outdoor, Deck\\uff0cBackyard,Patio Privacy\\uff08We Make Custom Sizes\\uff09\", \"asin\": \"B08HCJ8164\", \"price\": \"$28.99\", \"quantity\": \"\"},\n{\"title\": \"Cat Netting Balcony, Stainless Steel Reinforced Bite Tear UV and Weather-Resistant ...\", \"asin\": \"B0DJBP6G9D\", \"price\": \"$29.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Shappy\\u00a0Balcony Net for Pets 16.5 ft x 2.5 ft Anti Fall Cat Dogs Netting Balcony Mesh Fence Net Screen Protection Crib Mesh for Pets Patios Stairway Clear Stair Banister Guard Apartment(Black)\", \"asin\": \"B0BKZKL1F7\", \"price\": \"$19.99\"},\n{\"title\": \"Shappy\\u00a0Balcony Net for Pets 16.5 ft x 2.5 ft Anti Fall Cat Dogs Netting Balcony Mesh Fence Net Screen Protection Crib Mesh for Pets Patios Stairway Clear Stair Banister Guard Apartment(White)\", \"asin\": \"B09MJVT8FG\", \"price\": \"$18.99\"},\n{\"title\": \"GAGUTUBU\\u00a0Balcony Netting for Pets, Stairway Net for Balcony, Pet Netting Balcony Net for Dogs Cats Kids Child Rail Net for Balcony Apartment, Baby Balcony Patios Stairway Net Clear (10ft*2.6ft Thick)\", \"asin\": \"B0B3SXPSCT\", \"price\": \"$23.99\"},\n{\"title\": \"sunjoy castle\\u00a0Banister Guard-15ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (Black)\", \"asin\": \"B0C5TNLJ4C\", \"price\": \"$20.99\"},\n{\"title\": \"Hosuly\\u00a0Banister Guard 15 x 3 ft Balcony Netting for Kids Pets Stairway Safety Net Baby Fence Door Balcony Netting Safety Mesh Stair Net with No Drilling for Apartment Railing (Black)\", \"asin\": \"B0CHFFRS51\", \"price\": \"$21.99\"},\n{\"title\": \"sunjoy castle\\u00a0Banister Guard-10ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guard (Black)\", \"asin\": \"B0CDSK7KDT\", \"price\": \"$18.99\"}]\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\": \"2025-04-23T20:31:30.911Z\", // 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": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:09.575Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:19.353Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:37.129Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:42.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:44.065Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:46.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:48.178Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:52.629Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:54.589Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:58.427Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:01.796Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:02.753Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:22.856Z", "action": "purchase", "action_argument": "B0BP69X89N"}
{"timestamp": "2025-04-19T03:51:36.642Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:54:35.038Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:40.413Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:43.314Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:46.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:49.266Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:54.153Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-23T20:30:32.001Z", "action": "input", "action_argument": "patio cat"}
{"timestamp": "2025-04-23T20:30:42.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:30:48.621Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:31:24.619Z", "action": "click_product", "action_argument": "B0BKZKL1F7"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "patio cat protector"}],
"product_details": [{"asin": "B0BKZKL1F7"},
{"title": "Shappy Balcony Net for Pets 16.5 ft x 2.5 ft Anti Fall Cat Dogs Netting Balcony Mesh Fence Net Screen Protection Crib Mesh for Pets Patios Stairway Clear Stair Banister Guard Apartment(Black)"},
{"price": "$19.99"},
{"bullet_list": "Flexible Installation: use the plastic hanging buckles to come across holes, or use the nylon typing rope to fasten the net and rail post together to fix the net; The deck net is 16.5 x 2.5 ft/ 5 x 0.8 m, if the railing is long, you can connect two or more nets in the same installation way, if the railing is short, you can fold the net to install it Practical Design: the liner mesh diameter is very small, safe to use, with fine workmanship, adopts holes design, which will not obstruct your view Reliable Material: this balcony safety screen net is made of sturdy weave fabric material, which is resistant to pull and tear, safe to use for pets Wide Use: this balcony net can avoid your pets from falling off the balcony and high places, keep safe even you are not here, suitable for indoor and outdoor balcony, windows and railing stairs, can be flexibly applied by cutting Easy to Clean: wipe down with soap and sponge, or just remove it with direct washing; The mesh railing protector is weatherproof and waterproof, ideal for both indoor and outdoor use; It can be folded and stored conveniently"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "White"}],
"promotion_items": [{"title": "Lewondr Cat Netting Balcony, 10x13ft Steel Wire Reinforced Balcony Screen for Pets, Anti-Fall Pet Mesh Fence Cat Safety Net for Balcony, Window, Stair, Patio", "asin": "B0CWRTCC5R", "price": "$28.99", "quantity": ""},
{"title": "Cat Netting Balcony, Wire-reinforced Cat Net, Bite and Tear-resistant, UV and Weather-resistant, Balcony Cat Anti-Fall Netting for Pets, Cat Protection Net for Windows Patio Balcony (4x3m-Black)", "asin": "B0D4MQ1YVH", "price": "$28.99", "quantity": ""},
{"title": "Morimoe Cat Balcony Net, Steel Wire Reinforced, Anti-Fall Fence, Safety Net, Extra Strong (10 X 13 Ft)", "asin": "B0CCNZFBGD", "price": "$26.00", "quantity": ""},
{"title": "ZIRAO ROLL - Outdoor Cat Anti-Escape Barrier, Quality Cat Protection for Patios and Gardens, Cat Fence, Cat Barrier, 7.8 Ft", "asin": "B0DN6PMMVY", "price": "$64.90", "quantity": ""},
{"title": "Cat Balcony Net Cat Anti-Fall Fence Net Dog Fence Nets Transparent Nylon Pet Mesh Fence Anti-Fall Netting for Balcony Window Stairs Netting for Balcony Window Stairs\uff081020ft, 10 * 20ft", "asin": "B091PWSMBV", "price": "$22.99", "quantity": ""},
{"title": "HOMYPOWER Cat Netting Balcony, Stainless Steel Reinforced Bite Tear UV and Weather-Resistant Anti-Fall Netting for Pets, Safety Net for Cat, Small Catio for Apartment Balcony Protection (10x13 ft)", "asin": "B0DJBP6G9D", "price": "$29.99", "quantity": ""},
{"title": "Cat Balcony Net Cat Anti-Fall Fence Net Dog Fence Nets Transparent Nylon Pet Mesh F...", "asin": "B091PWSMBV", "price": "$22.99", "quantity": ""},
{"title": "Cat Netting Balcony, Stainless Steel Reinforced Bite Tear UV and Weather-Resistant ...", "asin": "B0DJBP6G9D", "price": "$29.99", "quantity": ""},
{"title": "SUNNY GUARD 3FTx16FT White Balcony Privacy Screen Fence, Apartments Railing Heavy Duty Wind Screen for Outdoor, Deck\uff0cBackyard,Patio Privacy\uff08We Make Custom Sizes\uff09", "asin": "B08HCJ8164", "price": "$28.99", "quantity": ""},
{"title": "Cat Balcony Rail Net, 10 x 26 ft Cat Anti-Fall Netting Pet Balcony Mesh Fence Net D...", "asin": "B0DK4RY3WW", "price": "$35.99", "quantity": ""},
{"title": "Cat Netting Balcony,Black Balcony Net,Preventing Falls Net,Pet Protective Netting,U...", "asin": "B0C5VZVZH9", "price": "$29.77", "quantity": ""},
{"title": "Cat Netting Balcony, Wire-Reinforced Cat Net, Bite and Tear-Resistant, UV and Weather-Resistant, Balcony Cat Anti-Fall Netting for Pets, Cat Protection Net for Windows Patio Balcony (6x3m-Black)", "asin": "B0D4MLV84N", "price": "$38.99", "quantity": ""},
{"title": "Cat Balcony Rail Net, Anti Fall Netting PET Balcony Mesh Fence Net, Cat Safety Net Balcony Screen, Crib Stair Patios Balcony Railing Cover for Kids & Pets -10x2.6Ft", "asin": "B0BC2C98T2", "price": "$19.99", "quantity": ""},
{"title": "Banister Guard-10ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balco...", "asin": "B0CDSK7KDT", "price": "$18.99", "quantity": ""},
{"title": "Cat Netting Balcony,Black Balcony Net,Preventing Falls Net,Pet Protective Netting,U...", "asin": "B0C5VZVZH9", "price": "$29.77", "quantity": ""},
{"title": "VINGVO Cat Balcony Balcony, 20x10ft Nylon Pet Anti-Fall Fence Net, Cat Anti-Fall Fence Net Safety Net for Balcony, Window, Stair, Patio (26x10ft)", "asin": "B0DMF544HG", "price": "$33.64", "quantity": ""},
{"title": "Cat Balcony Rail Net, Anti Fall Netting PET Balcony Mesh Fence Net, Cat Safety Net Balcony Screen, Crib Stair Patios Balcony Railing Cover for Kids & Pets -10x2.6Ft", "asin": "B0BC2C98T2", "price": "$19.99", "quantity": ""},
{"title": "Cat Balcony Net Cat Anti-Fall Fence Net Dog Fence Nets Transparent Nylon Pet Mesh F...", "asin": "B091PWSMBV", "price": "$22.99", "quantity": ""},
{"title": "SUNNY GUARD 3FTx16FT White Balcony Privacy Screen Fence, Apartments Railing Heavy Duty Wind Screen for Outdoor, Deck\uff0cBackyard,Patio Privacy\uff08We Make Custom Sizes\uff09", "asin": "B08HCJ8164", "price": "$28.99", "quantity": ""},
{"title": "Cat Netting Balcony, Stainless Steel Reinforced Bite Tear UV and Weather-Resistant ...", "asin": "B0DJBP6G9D", "price": "$29.99", "quantity": ""}],
"comparison_items": [{"title": "Shappy\u00a0Balcony Net for Pets 16.5 ft x 2.5 ft Anti Fall Cat Dogs Netting Balcony Mesh Fence Net Screen Protection Crib Mesh for Pets Patios Stairway Clear Stair Banister Guard Apartment(Black)", "asin": "B0BKZKL1F7", "price": "$19.99"},
{"title": "Shappy\u00a0Balcony Net for Pets 16.5 ft x 2.5 ft Anti Fall Cat Dogs Netting Balcony Mesh Fence Net Screen Protection Crib Mesh for Pets Patios Stairway Clear Stair Banister Guard Apartment(White)", "asin": "B09MJVT8FG", "price": "$18.99"},
{"title": "GAGUTUBU\u00a0Balcony Netting for Pets, Stairway Net for Balcony, Pet Netting Balcony Net for Dogs Cats Kids Child Rail Net for Balcony Apartment, Baby Balcony Patios Stairway Net Clear (10ft*2.6ft Thick)", "asin": "B0B3SXPSCT", "price": "$23.99"},
{"title": "sunjoy castle\u00a0Banister Guard-15ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (Black)", "asin": "B0C5TNLJ4C", "price": "$20.99"},
{"title": "Hosuly\u00a0Banister Guard 15 x 3 ft Balcony Netting for Kids Pets Stairway Safety Net Baby Fence Door Balcony Netting Safety Mesh Stair Net with No Drilling for Apartment Railing (Black)", "asin": "B0CHFFRS51", "price": "$21.99"},
{"title": "sunjoy castle\u00a0Banister Guard-10ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guard (Black)", "asin": "B0CDSK7KDT", "price": "$18.99"}]
<|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": "2025-04-23T20:31:30.911Z", // 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>
|
2025-04-23T20:31:30.911Z
|
click
|
product_option
|
rule
|
2025-04-23T20:31:30.911Z
|
click
|
product_option
|
train
| 172 |
2025-04-23T20:31:30.911Z
|
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": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:09.575Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:19.353Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:37.129Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:42.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:44.065Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:46.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:48.178Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:52.629Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:54.589Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:58.427Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:01.796Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:02.753Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:22.856Z", "action": "purchase", "action_argument": "B0BP69X89N"}
{"timestamp": "2025-04-19T03:51:36.642Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:54:35.038Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:40.413Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:43.314Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:46.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:49.266Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:54.153Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-23T20:30:32.001Z", "action": "input", "action_argument": "patio cat"}
{"timestamp": "2025-04-23T20:30:42.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:30:48.621Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:31:24.619Z", "action": "click_product", "action_argument": "B0BKZKL1F7"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "patio cat protector"}],
"product_details": [{"asin": "B0BKZKL1F7"},
{"title": "Shappy Balcony Net for Pets 16.5 ft x 2.5 ft Anti Fall Cat Dogs Netting Balcony Mesh Fence Net Screen Protection Crib Mesh for Pets Patios Stairway Clear Stair Banister Guard Apartment(Black)"},
{"price": "$19.99"},
{"bullet_list": "Flexible Installation: use the plastic hanging buckles to come across holes, or use the nylon typing rope to fasten the net and rail post together to fix the net; The deck net is 16.5 x 2.5 ft/ 5 x 0.8 m, if the railing is long, you can connect two or more nets in the same installation way, if the railing is short, you can fold the net to install it Practical Design: the liner mesh diameter is very small, safe to use, with fine workmanship, adopts holes design, which will not obstruct your view Reliable Material: this balcony safety screen net is made of sturdy weave fabric material, which is resistant to pull and tear, safe to use for pets Wide Use: this balcony net can avoid your pets from falling off the balcony and high places, keep safe even you are not here, suitable for indoor and outdoor balcony, windows and railing stairs, can be flexibly applied by cutting Easy to Clean: wipe down with soap and sponge, or just remove it with direct washing; The mesh railing protector is weatherproof and waterproof, ideal for both indoor and outdoor use; It can be folded and stored conveniently"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "White"}],
"promotion_items": [{"title": "Lewondr Cat Netting Balcony, 10x13ft Steel Wire Reinforced Balcony Screen for Pets, Anti-Fall Pet Mesh Fence Cat Safety Net for Balcony, Window, Stair, Patio", "asin": "B0CWRTCC5R", "price": "$28.99", "quantity": ""},
{"title": "Cat Netting Balcony, Wire-reinforced Cat Net, Bite and Tear-resistant, UV and Weather-resistant, Balcony Cat Anti-Fall Netting for Pets, Cat Protection Net for Windows Patio Balcony (4x3m-Black)", "asin": "B0D4MQ1YVH", "price": "$28.99", "quantity": ""},
{"title": "Morimoe Cat Balcony Net, Steel Wire Reinforced, Anti-Fall Fence, Safety Net, Extra Strong (10 X 13 Ft)", "asin": "B0CCNZFBGD", "price": "$26.00", "quantity": ""},
{"title": "ZIRAO ROLL - Outdoor Cat Anti-Escape Barrier, Quality Cat Protection for Patios and Gardens, Cat Fence, Cat Barrier, 7.8 Ft", "asin": "B0DN6PMMVY", "price": "$64.90", "quantity": ""},
{"title": "Cat Balcony Net Cat Anti-Fall Fence Net Dog Fence Nets Transparent Nylon Pet Mesh Fence Anti-Fall Netting for Balcony Window Stairs Netting for Balcony Window Stairs\uff081020ft, 10 * 20ft", "asin": "B091PWSMBV", "price": "$22.99", "quantity": ""},
{"title": "HOMYPOWER Cat Netting Balcony, Stainless Steel Reinforced Bite Tear UV and Weather-Resistant Anti-Fall Netting for Pets, Safety Net for Cat, Small Catio for Apartment Balcony Protection (10x13 ft)", "asin": "B0DJBP6G9D", "price": "$29.99", "quantity": ""},
{"title": "Cat Balcony Net Cat Anti-Fall Fence Net Dog Fence Nets Transparent Nylon Pet Mesh F...", "asin": "B091PWSMBV", "price": "$22.99", "quantity": ""},
{"title": "Cat Netting Balcony, Stainless Steel Reinforced Bite Tear UV and Weather-Resistant ...", "asin": "B0DJBP6G9D", "price": "$29.99", "quantity": ""},
{"title": "SUNNY GUARD 3FTx16FT White Balcony Privacy Screen Fence, Apartments Railing Heavy Duty Wind Screen for Outdoor, Deck\uff0cBackyard,Patio Privacy\uff08We Make Custom Sizes\uff09", "asin": "B08HCJ8164", "price": "$28.99", "quantity": ""},
{"title": "Cat Balcony Rail Net, 10 x 26 ft Cat Anti-Fall Netting Pet Balcony Mesh Fence Net D...", "asin": "B0DK4RY3WW", "price": "$35.99", "quantity": ""},
{"title": "Cat Netting Balcony,Black Balcony Net,Preventing Falls Net,Pet Protective Netting,U...", "asin": "B0C5VZVZH9", "price": "$29.77", "quantity": ""},
{"title": "Cat Netting Balcony, Wire-Reinforced Cat Net, Bite and Tear-Resistant, UV and Weather-Resistant, Balcony Cat Anti-Fall Netting for Pets, Cat Protection Net for Windows Patio Balcony (6x3m-Black)", "asin": "B0D4MLV84N", "price": "$38.99", "quantity": ""},
{"title": "Cat Balcony Rail Net, Anti Fall Netting PET Balcony Mesh Fence Net, Cat Safety Net Balcony Screen, Crib Stair Patios Balcony Railing Cover for Kids & Pets -10x2.6Ft", "asin": "B0BC2C98T2", "price": "$19.99", "quantity": ""},
{"title": "Banister Guard-10ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balco...", "asin": "B0CDSK7KDT", "price": "$18.99", "quantity": ""},
{"title": "Cat Netting Balcony,Black Balcony Net,Preventing Falls Net,Pet Protective Netting,U...", "asin": "B0C5VZVZH9", "price": "$29.77", "quantity": ""},
{"title": "VINGVO Cat Balcony Balcony, 20x10ft Nylon Pet Anti-Fall Fence Net, Cat Anti-Fall Fence Net Safety Net for Balcony, Window, Stair, Patio (26x10ft)", "asin": "B0DMF544HG", "price": "$33.64", "quantity": ""},
{"title": "Cat Balcony Rail Net, Anti Fall Netting PET Balcony Mesh Fence Net, Cat Safety Net Balcony Screen, Crib Stair Patios Balcony Railing Cover for Kids & Pets -10x2.6Ft", "asin": "B0BC2C98T2", "price": "$19.99", "quantity": ""},
{"title": "Cat Balcony Net Cat Anti-Fall Fence Net Dog Fence Nets Transparent Nylon Pet Mesh F...", "asin": "B091PWSMBV", "price": "$22.99", "quantity": ""},
{"title": "SUNNY GUARD 3FTx16FT White Balcony Privacy Screen Fence, Apartments Railing Heavy Duty Wind Screen for Outdoor, Deck\uff0cBackyard,Patio Privacy\uff08We Make Custom Sizes\uff09", "asin": "B08HCJ8164", "price": "$28.99", "quantity": ""},
{"title": "Cat Netting Balcony, Stainless Steel Reinforced Bite Tear UV and Weather-Resistant ...", "asin": "B0DJBP6G9D", "price": "$29.99", "quantity": ""}],
"comparison_items": [{"title": "Shappy\u00a0Balcony Net for Pets 16.5 ft x 2.5 ft Anti Fall Cat Dogs Netting Balcony Mesh Fence Net Screen Protection Crib Mesh for Pets Patios Stairway Clear Stair Banister Guard Apartment(Black)", "asin": "B0BKZKL1F7", "price": "$19.99"},
{"title": "Shappy\u00a0Balcony Net for Pets 16.5 ft x 2.5 ft Anti Fall Cat Dogs Netting Balcony Mesh Fence Net Screen Protection Crib Mesh for Pets Patios Stairway Clear Stair Banister Guard Apartment(White)", "asin": "B09MJVT8FG", "price": "$18.99"},
{"title": "GAGUTUBU\u00a0Balcony Netting for Pets, Stairway Net for Balcony, Pet Netting Balcony Net for Dogs Cats Kids Child Rail Net for Balcony Apartment, Baby Balcony Patios Stairway Net Clear (10ft*2.6ft Thick)", "asin": "B0B3SXPSCT", "price": "$23.99"},
{"title": "sunjoy castle\u00a0Banister Guard-15ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (Black)", "asin": "B0C5TNLJ4C", "price": "$20.99"},
{"title": "Hosuly\u00a0Banister Guard 15 x 3 ft Balcony Netting for Kids Pets Stairway Safety Net Baby Fence Door Balcony Netting Safety Mesh Stair Net with No Drilling for Apartment Railing (Black)", "asin": "B0CHFFRS51", "price": "$21.99"},
{"title": "sunjoy castle\u00a0Banister Guard-10ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guard (Black)", "asin": "B0CDSK7KDT", "price": "$18.99"}]
<|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": "2025-04-23T20:31:30.911Z", // 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\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.118Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.784Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:24.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:25.183Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:26.504Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.057Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.913Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:29.854Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:44.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:46.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:48.814Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:50.736Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:53.308Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:54.367Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:56.259Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:57.946Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:59.424Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:00.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:01.760Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:02.699Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:03.813Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:08.833Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:11.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:12.836Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:13.881Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:14.707Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.060Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.723Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:19.004Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:20.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:22.157Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:24.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:33.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:37.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:38.533Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:41.516Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:46.088Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:47.799Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:50.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:49:09.575Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:49:19.353Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:37.129Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:42.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:44.065Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:46.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:48.178Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:52.629Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:54.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:58.427Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:50:01.796Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:50:02.753Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:50:22.856Z\", \"action\": \"purchase\", \"action_argument\": \"B0BP69X89N\"}\n{\"timestamp\": \"2025-04-19T03:51:36.642Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-19T03:54:35.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:40.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:43.314Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:46.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:49.266Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:54.153Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-23T20:30:32.001Z\", \"action\": \"input\", \"action_argument\": \"patio cat\"}\n{\"timestamp\": \"2025-04-23T20:30:42.388Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:30:48.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:31:24.619Z\", \"action\": \"click_product\", \"action_argument\": \"B0BKZKL1F7\"}\n{\"timestamp\": \"2025-04-23T20:31:30.911Z\", \"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\": \"patio cat protector\"}],\n\"product_details\": [{\"asin\": \"B09MJVT8FG\"},\n{\"title\": \"Shappy Balcony Net for Pets 16.5 ft x 2.5 ft Anti Fall Cat Dogs Netting Balcony Mesh Fence Net Screen Protection Crib Mesh for Pets Patios Stairway Clear Stair Banister Guard Apartment(White)\"},\n{\"price\": \"$18.99\"},\n{\"bullet_list\": \"Flexible Installation: use the plastic hanging buckles to come across holes, or use the nylon typing rope to fasten the net and rail post together to fix the net; The deck net is 16.5 x 2.5 ft/ 5 x 0.8 m, if the railing is long, you can connect two or more nets in the same installation way, if the railing is short, you can fold the net to install it Practical Design: the liner mesh diameter is very small, safe to use, with fine workmanship, adopts holes design, which will not obstruct your view Reliable Material: this balcony safety screen net is made of sturdy weave fabric material, which is resistant to pull and tear, safe to use for pets Wide Use: this balcony net can avoid your pets from falling off the balcony and high places, keep safe even you are not here, suitable for indoor and outdoor balcony, windows and railing stairs, can be flexibly applied by cutting Easy to Clean: wipe down with soap and sponge, or just remove it with direct washing; The mesh railing protector is weatherproof and waterproof, ideal for both indoor and outdoor use; It can be folded and stored conveniently\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"White\"}],\n\"promotion_items\": [{\"title\": \"Cat Balcony Net Cat Anti-Fall Fence Net Dog Fence Nets Transparent Nylon Pet Mesh F...\", \"asin\": \"B091PWSMBV\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Cat Netting Balcony, Wire-Reinforced Cat Net, Bite and Tear-Resistant, UV and Weather-Resistant, Balcony Cat Anti-Fall Netting for Pets, Cat Protection Net for Windows Patio Balcony (6x3m-Black)\", \"asin\": \"B0D4MLV84N\", \"price\": \"$38.99\", \"quantity\": \"\"},\n{\"title\": \"SUNNY GUARD 3FTx16FT White Balcony Privacy Screen Fence, Apartments Railing Heavy Duty Wind Screen for Outdoor, Deck\\uff0cBackyard,Patio Privacy\\uff08We Make Custom Sizes\\uff09\", \"asin\": \"B08HCJ8164\", \"price\": \"$28.99\", \"quantity\": \"\"},\n{\"title\": \"Cat Netting Balcony, Stainless Steel Reinforced Bite Tear UV and Weather-Resistant ...\", \"asin\": \"B0DJBP6G9D\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"VINGVO Cat Balcony Balcony, 20x10ft Nylon Pet Anti-Fall Fence Net, Cat Anti-Fall Fence Net Safety Net for Balcony, Window, Stair, Patio (26x10ft)\", \"asin\": \"B0DMF544HG\", \"price\": \"$33.64\", \"quantity\": \"\"},\n{\"title\": \"Netting for Balcony, Cat Netting Anti-Fall Mesh Fence, Anti Bird Netting for Garden/Balcony, Transparent Nylon Pet Mesh Fence for Dogs & Cat, Pet Safety Net for Balcony/Stairs/Window - 10x20Ft\", \"asin\": \"B0B2KNYZRK\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Child Safety Rail Net for Balcony, Patios, Railing and Stairs. Security Guards for Kids/Pet/Toy Both Indoors and Outdoors. 10ft x2.5ft, Sturdy Mesh Fabric Material. (White)\", \"asin\": \"B07H6Y68YF\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Cat Netting Balcony, 10x20ft Steel Wire Reinforced Balcony Screen for Pets, Anti-Fa...\", \"asin\": \"B0CWRTK137\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Cat Balcony Net, Steel Wire Reinforced, Anti-Fall Fence, Safety Net, Extra Strong (...\", \"asin\": \"B0CCNZFBGD\", \"price\": \"$26.00\", \"quantity\": \"\"},\n{\"title\": \"ZIRAO ROLL - Outdoor Cat Anti-Escape Barrier, Quality Cat Protection for Patios and...\", \"asin\": \"B0DN6PMMVY\", \"price\": \"$64.90\", \"quantity\": \"\"},\n{\"title\": \"Cat Balcony Net Cat Anti-Fall Fence Net Dog Fence Nets Transparent Nylon Pet Mesh F...\", \"asin\": \"B091PWSMBV\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Cat Netting Balcony, Wire-Reinforced Cat Net, Bite and Tear-Resistant, UV and Weather-Resistant, Balcony Cat Anti-Fall Netting for Pets, Cat Protection Net for Windows Patio Balcony (6x3m-Black)\", \"asin\": \"B0D4MLV84N\", \"price\": \"$38.99\", \"quantity\": \"\"},\n{\"title\": \"Cat Netting Balcony, Stainless Steel Reinforced Bite Tear UV and Weather-Resistant ...\", \"asin\": \"B0DJBP6G9D\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Jute Hemp Rope Nets for Safety & Decorative,Rope Ladder for Kids and Pet,Versatile ...\", \"asin\": \"B0DZSQXC4W\", \"price\": \"$22.30\", \"quantity\": \"\"},\n{\"title\": \"VINGVO Cat Balcony Balcony, 20x10ft Nylon Pet Anti-Fall Fence Net, Cat Anti-Fall Fence Net Safety Net for Balcony, Window, Stair, Patio (26x10ft)\", \"asin\": \"B0DMF544HG\", \"price\": \"$33.64\", \"quantity\": \"\"},\n{\"title\": \"Banister Guard-10ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balco...\", \"asin\": \"B0CDSMK668\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Child Safety Rail Net for Balcony, Patios, Railing and Stairs. Security Guards for Kids/Pet/Toy Both Indoors and Outdoors. 10ft x2.5ft, Sturdy Mesh Fabric Material. (White)\", \"asin\": \"B07H6Y68YF\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Cat Balcony Net Cat Anti-Fall Fence Net Dog Fence Nets Transparent Nylon Pet Mesh F...\", \"asin\": \"B091PWSMBV\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"SUNNY GUARD 3FTx16FT White Balcony Privacy Screen Fence, Apartments Railing Heavy Duty Wind Screen for Outdoor, Deck\\uff0cBackyard,Patio Privacy\\uff08We Make Custom Sizes\\uff09\", \"asin\": \"B08HCJ8164\", \"price\": \"$28.99\", \"quantity\": \"\"},\n{\"title\": \"Cat Netting Balcony, Wire-Reinforced Cat Net, Bite and Tear-Resistant, UV and Weather-Resistant, Balcony Cat Anti-Fall Netting for Pets, Cat Protection Net for Windows Patio Balcony (6x3m-Black)\", \"asin\": \"B0D4MLV84N\", \"price\": \"$38.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Shappy\\u00a0Balcony Net for Pets 16.5 ft x 2.5 ft Anti Fall Cat Dogs Netting Balcony Mesh Fence Net Screen Protection Crib Mesh for Pets Patios Stairway Clear Stair Banister Guard Apartment(White)\", \"asin\": \"B09MJVT8FG\", \"price\": \"$18.99\"},\n{\"title\": \"Shappy\\u00a0Balcony Net for Pets 16.5 ft x 2.5 ft Anti Fall Cat Dogs Netting Balcony Mesh Fence Net Screen Protection Crib Mesh for Pets Patios Stairway Clear Stair Banister Guard Apartment(Black)\", \"asin\": \"B0BKZKL1F7\", \"price\": \"$19.99\"},\n{\"title\": \"Piowet\\u00a0Cat Balcony Rail Net Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Dog Fence Nets Black Nylon Pets Anti-Fall Mesh Fence, 10 x 20ft\", \"asin\": \"B09DK6MHMV\", \"price\": \"$24.88\"},\n{\"title\": \"JUMXSRLE\\u00a0Cat Balcony Rail Net, 10x2.6Ft Anti Fall Netting PET Balcony Mesh Fence Net, Cat Safety Net Balcony Screen, Crib Stair Patios Balcony Railing Cover for Kids & Pets\", \"asin\": \"B0C1JXPR63\", \"price\": \"$21.99\"},\n{\"title\": \"Hosuly\\u00a0Banister Guard 15 x 3 ft Balcony Netting for Kids Pets Stairway Safety Net Baby Fence Door Balcony Netting Safety Mesh Stair Net with No Drilling for Apartment Railing (Black)\", \"asin\": \"B0CHFFRS51\", \"price\": \"$21.99\"},\n{\"title\": \"sunjoy castle\\u00a0Banister Guard-15ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (Black)\", \"asin\": \"B0C5TNLJ4C\", \"price\": \"$20.99\"}]\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\": \"2025-04-23T20:31:42.421Z\", // 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": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:09.575Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:19.353Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:37.129Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:42.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:44.065Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:46.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:48.178Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:52.629Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:54.589Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:58.427Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:01.796Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:02.753Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:22.856Z", "action": "purchase", "action_argument": "B0BP69X89N"}
{"timestamp": "2025-04-19T03:51:36.642Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:54:35.038Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:40.413Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:43.314Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:46.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:49.266Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:54.153Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-23T20:30:32.001Z", "action": "input", "action_argument": "patio cat"}
{"timestamp": "2025-04-23T20:30:42.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:30:48.621Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:31:24.619Z", "action": "click_product", "action_argument": "B0BKZKL1F7"}
{"timestamp": "2025-04-23T20:31:30.911Z", "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": "patio cat protector"}],
"product_details": [{"asin": "B09MJVT8FG"},
{"title": "Shappy Balcony Net for Pets 16.5 ft x 2.5 ft Anti Fall Cat Dogs Netting Balcony Mesh Fence Net Screen Protection Crib Mesh for Pets Patios Stairway Clear Stair Banister Guard Apartment(White)"},
{"price": "$18.99"},
{"bullet_list": "Flexible Installation: use the plastic hanging buckles to come across holes, or use the nylon typing rope to fasten the net and rail post together to fix the net; The deck net is 16.5 x 2.5 ft/ 5 x 0.8 m, if the railing is long, you can connect two or more nets in the same installation way, if the railing is short, you can fold the net to install it Practical Design: the liner mesh diameter is very small, safe to use, with fine workmanship, adopts holes design, which will not obstruct your view Reliable Material: this balcony safety screen net is made of sturdy weave fabric material, which is resistant to pull and tear, safe to use for pets Wide Use: this balcony net can avoid your pets from falling off the balcony and high places, keep safe even you are not here, suitable for indoor and outdoor balcony, windows and railing stairs, can be flexibly applied by cutting Easy to Clean: wipe down with soap and sponge, or just remove it with direct washing; The mesh railing protector is weatherproof and waterproof, ideal for both indoor and outdoor use; It can be folded and stored conveniently"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "White"}],
"promotion_items": [{"title": "Cat Balcony Net Cat Anti-Fall Fence Net Dog Fence Nets Transparent Nylon Pet Mesh F...", "asin": "B091PWSMBV", "price": "$22.99", "quantity": ""},
{"title": "Cat Netting Balcony, Wire-Reinforced Cat Net, Bite and Tear-Resistant, UV and Weather-Resistant, Balcony Cat Anti-Fall Netting for Pets, Cat Protection Net for Windows Patio Balcony (6x3m-Black)", "asin": "B0D4MLV84N", "price": "$38.99", "quantity": ""},
{"title": "SUNNY GUARD 3FTx16FT White Balcony Privacy Screen Fence, Apartments Railing Heavy Duty Wind Screen for Outdoor, Deck\uff0cBackyard,Patio Privacy\uff08We Make Custom Sizes\uff09", "asin": "B08HCJ8164", "price": "$28.99", "quantity": ""},
{"title": "Cat Netting Balcony, Stainless Steel Reinforced Bite Tear UV and Weather-Resistant ...", "asin": "B0DJBP6G9D", "price": "$29.99", "quantity": ""},
{"title": "VINGVO Cat Balcony Balcony, 20x10ft Nylon Pet Anti-Fall Fence Net, Cat Anti-Fall Fence Net Safety Net for Balcony, Window, Stair, Patio (26x10ft)", "asin": "B0DMF544HG", "price": "$33.64", "quantity": ""},
{"title": "Netting for Balcony, Cat Netting Anti-Fall Mesh Fence, Anti Bird Netting for Garden/Balcony, Transparent Nylon Pet Mesh Fence for Dogs & Cat, Pet Safety Net for Balcony/Stairs/Window - 10x20Ft", "asin": "B0B2KNYZRK", "price": "$27.99", "quantity": ""},
{"title": "Child Safety Rail Net for Balcony, Patios, Railing and Stairs. Security Guards for Kids/Pet/Toy Both Indoors and Outdoors. 10ft x2.5ft, Sturdy Mesh Fabric Material. (White)", "asin": "B07H6Y68YF", "price": "$14.99", "quantity": ""},
{"title": "Cat Netting Balcony, 10x20ft Steel Wire Reinforced Balcony Screen for Pets, Anti-Fa...", "asin": "B0CWRTK137", "price": "$34.99", "quantity": ""},
{"title": "Cat Balcony Net, Steel Wire Reinforced, Anti-Fall Fence, Safety Net, Extra Strong (...", "asin": "B0CCNZFBGD", "price": "$26.00", "quantity": ""},
{"title": "ZIRAO ROLL - Outdoor Cat Anti-Escape Barrier, Quality Cat Protection for Patios and...", "asin": "B0DN6PMMVY", "price": "$64.90", "quantity": ""},
{"title": "Cat Balcony Net Cat Anti-Fall Fence Net Dog Fence Nets Transparent Nylon Pet Mesh F...", "asin": "B091PWSMBV", "price": "$22.99", "quantity": ""},
{"title": "Cat Netting Balcony, Wire-Reinforced Cat Net, Bite and Tear-Resistant, UV and Weather-Resistant, Balcony Cat Anti-Fall Netting for Pets, Cat Protection Net for Windows Patio Balcony (6x3m-Black)", "asin": "B0D4MLV84N", "price": "$38.99", "quantity": ""},
{"title": "Cat Netting Balcony, Stainless Steel Reinforced Bite Tear UV and Weather-Resistant ...", "asin": "B0DJBP6G9D", "price": "$29.99", "quantity": ""},
{"title": "Jute Hemp Rope Nets for Safety & Decorative,Rope Ladder for Kids and Pet,Versatile ...", "asin": "B0DZSQXC4W", "price": "$22.30", "quantity": ""},
{"title": "VINGVO Cat Balcony Balcony, 20x10ft Nylon Pet Anti-Fall Fence Net, Cat Anti-Fall Fence Net Safety Net for Balcony, Window, Stair, Patio (26x10ft)", "asin": "B0DMF544HG", "price": "$33.64", "quantity": ""},
{"title": "Banister Guard-10ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balco...", "asin": "B0CDSMK668", "price": "$18.99", "quantity": ""},
{"title": "Child Safety Rail Net for Balcony, Patios, Railing and Stairs. Security Guards for Kids/Pet/Toy Both Indoors and Outdoors. 10ft x2.5ft, Sturdy Mesh Fabric Material. (White)", "asin": "B07H6Y68YF", "price": "$14.99", "quantity": ""},
{"title": "Cat Balcony Net Cat Anti-Fall Fence Net Dog Fence Nets Transparent Nylon Pet Mesh F...", "asin": "B091PWSMBV", "price": "$22.99", "quantity": ""},
{"title": "SUNNY GUARD 3FTx16FT White Balcony Privacy Screen Fence, Apartments Railing Heavy Duty Wind Screen for Outdoor, Deck\uff0cBackyard,Patio Privacy\uff08We Make Custom Sizes\uff09", "asin": "B08HCJ8164", "price": "$28.99", "quantity": ""},
{"title": "Cat Netting Balcony, Wire-Reinforced Cat Net, Bite and Tear-Resistant, UV and Weather-Resistant, Balcony Cat Anti-Fall Netting for Pets, Cat Protection Net for Windows Patio Balcony (6x3m-Black)", "asin": "B0D4MLV84N", "price": "$38.99", "quantity": ""}],
"comparison_items": [{"title": "Shappy\u00a0Balcony Net for Pets 16.5 ft x 2.5 ft Anti Fall Cat Dogs Netting Balcony Mesh Fence Net Screen Protection Crib Mesh for Pets Patios Stairway Clear Stair Banister Guard Apartment(White)", "asin": "B09MJVT8FG", "price": "$18.99"},
{"title": "Shappy\u00a0Balcony Net for Pets 16.5 ft x 2.5 ft Anti Fall Cat Dogs Netting Balcony Mesh Fence Net Screen Protection Crib Mesh for Pets Patios Stairway Clear Stair Banister Guard Apartment(Black)", "asin": "B0BKZKL1F7", "price": "$19.99"},
{"title": "Piowet\u00a0Cat Balcony Rail Net Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Dog Fence Nets Black Nylon Pets Anti-Fall Mesh Fence, 10 x 20ft", "asin": "B09DK6MHMV", "price": "$24.88"},
{"title": "JUMXSRLE\u00a0Cat Balcony Rail Net, 10x2.6Ft Anti Fall Netting PET Balcony Mesh Fence Net, Cat Safety Net Balcony Screen, Crib Stair Patios Balcony Railing Cover for Kids & Pets", "asin": "B0C1JXPR63", "price": "$21.99"},
{"title": "Hosuly\u00a0Banister Guard 15 x 3 ft Balcony Netting for Kids Pets Stairway Safety Net Baby Fence Door Balcony Netting Safety Mesh Stair Net with No Drilling for Apartment Railing (Black)", "asin": "B0CHFFRS51", "price": "$21.99"},
{"title": "sunjoy castle\u00a0Banister Guard-15ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (Black)", "asin": "B0C5TNLJ4C", "price": "$20.99"}]
<|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": "2025-04-23T20:31:42.421Z", // 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>
|
2025-04-23T20:31:42.421Z
|
click
|
search
|
rule
|
2025-04-23T20:31:42.421Z
|
click
|
search
|
train
| 173 |
2025-04-23T20:31:42.421Z
|
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": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:09.575Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:19.353Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:37.129Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:42.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:44.065Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:46.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:48.178Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:52.629Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:54.589Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:58.427Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:01.796Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:02.753Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:22.856Z", "action": "purchase", "action_argument": "B0BP69X89N"}
{"timestamp": "2025-04-19T03:51:36.642Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:54:35.038Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:40.413Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:43.314Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:46.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:49.266Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:54.153Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-23T20:30:32.001Z", "action": "input", "action_argument": "patio cat"}
{"timestamp": "2025-04-23T20:30:42.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:30:48.621Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:31:24.619Z", "action": "click_product", "action_argument": "B0BKZKL1F7"}
{"timestamp": "2025-04-23T20:31:30.911Z", "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": "patio cat protector"}],
"product_details": [{"asin": "B09MJVT8FG"},
{"title": "Shappy Balcony Net for Pets 16.5 ft x 2.5 ft Anti Fall Cat Dogs Netting Balcony Mesh Fence Net Screen Protection Crib Mesh for Pets Patios Stairway Clear Stair Banister Guard Apartment(White)"},
{"price": "$18.99"},
{"bullet_list": "Flexible Installation: use the plastic hanging buckles to come across holes, or use the nylon typing rope to fasten the net and rail post together to fix the net; The deck net is 16.5 x 2.5 ft/ 5 x 0.8 m, if the railing is long, you can connect two or more nets in the same installation way, if the railing is short, you can fold the net to install it Practical Design: the liner mesh diameter is very small, safe to use, with fine workmanship, adopts holes design, which will not obstruct your view Reliable Material: this balcony safety screen net is made of sturdy weave fabric material, which is resistant to pull and tear, safe to use for pets Wide Use: this balcony net can avoid your pets from falling off the balcony and high places, keep safe even you are not here, suitable for indoor and outdoor balcony, windows and railing stairs, can be flexibly applied by cutting Easy to Clean: wipe down with soap and sponge, or just remove it with direct washing; The mesh railing protector is weatherproof and waterproof, ideal for both indoor and outdoor use; It can be folded and stored conveniently"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "White"}],
"promotion_items": [{"title": "Cat Balcony Net Cat Anti-Fall Fence Net Dog Fence Nets Transparent Nylon Pet Mesh F...", "asin": "B091PWSMBV", "price": "$22.99", "quantity": ""},
{"title": "Cat Netting Balcony, Wire-Reinforced Cat Net, Bite and Tear-Resistant, UV and Weather-Resistant, Balcony Cat Anti-Fall Netting for Pets, Cat Protection Net for Windows Patio Balcony (6x3m-Black)", "asin": "B0D4MLV84N", "price": "$38.99", "quantity": ""},
{"title": "SUNNY GUARD 3FTx16FT White Balcony Privacy Screen Fence, Apartments Railing Heavy Duty Wind Screen for Outdoor, Deck\uff0cBackyard,Patio Privacy\uff08We Make Custom Sizes\uff09", "asin": "B08HCJ8164", "price": "$28.99", "quantity": ""},
{"title": "Cat Netting Balcony, Stainless Steel Reinforced Bite Tear UV and Weather-Resistant ...", "asin": "B0DJBP6G9D", "price": "$29.99", "quantity": ""},
{"title": "VINGVO Cat Balcony Balcony, 20x10ft Nylon Pet Anti-Fall Fence Net, Cat Anti-Fall Fence Net Safety Net for Balcony, Window, Stair, Patio (26x10ft)", "asin": "B0DMF544HG", "price": "$33.64", "quantity": ""},
{"title": "Netting for Balcony, Cat Netting Anti-Fall Mesh Fence, Anti Bird Netting for Garden/Balcony, Transparent Nylon Pet Mesh Fence for Dogs & Cat, Pet Safety Net for Balcony/Stairs/Window - 10x20Ft", "asin": "B0B2KNYZRK", "price": "$27.99", "quantity": ""},
{"title": "Child Safety Rail Net for Balcony, Patios, Railing and Stairs. Security Guards for Kids/Pet/Toy Both Indoors and Outdoors. 10ft x2.5ft, Sturdy Mesh Fabric Material. (White)", "asin": "B07H6Y68YF", "price": "$14.99", "quantity": ""},
{"title": "Cat Netting Balcony, 10x20ft Steel Wire Reinforced Balcony Screen for Pets, Anti-Fa...", "asin": "B0CWRTK137", "price": "$34.99", "quantity": ""},
{"title": "Cat Balcony Net, Steel Wire Reinforced, Anti-Fall Fence, Safety Net, Extra Strong (...", "asin": "B0CCNZFBGD", "price": "$26.00", "quantity": ""},
{"title": "ZIRAO ROLL - Outdoor Cat Anti-Escape Barrier, Quality Cat Protection for Patios and...", "asin": "B0DN6PMMVY", "price": "$64.90", "quantity": ""},
{"title": "Cat Balcony Net Cat Anti-Fall Fence Net Dog Fence Nets Transparent Nylon Pet Mesh F...", "asin": "B091PWSMBV", "price": "$22.99", "quantity": ""},
{"title": "Cat Netting Balcony, Wire-Reinforced Cat Net, Bite and Tear-Resistant, UV and Weather-Resistant, Balcony Cat Anti-Fall Netting for Pets, Cat Protection Net for Windows Patio Balcony (6x3m-Black)", "asin": "B0D4MLV84N", "price": "$38.99", "quantity": ""},
{"title": "Cat Netting Balcony, Stainless Steel Reinforced Bite Tear UV and Weather-Resistant ...", "asin": "B0DJBP6G9D", "price": "$29.99", "quantity": ""},
{"title": "Jute Hemp Rope Nets for Safety & Decorative,Rope Ladder for Kids and Pet,Versatile ...", "asin": "B0DZSQXC4W", "price": "$22.30", "quantity": ""},
{"title": "VINGVO Cat Balcony Balcony, 20x10ft Nylon Pet Anti-Fall Fence Net, Cat Anti-Fall Fence Net Safety Net for Balcony, Window, Stair, Patio (26x10ft)", "asin": "B0DMF544HG", "price": "$33.64", "quantity": ""},
{"title": "Banister Guard-10ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balco...", "asin": "B0CDSMK668", "price": "$18.99", "quantity": ""},
{"title": "Child Safety Rail Net for Balcony, Patios, Railing and Stairs. Security Guards for Kids/Pet/Toy Both Indoors and Outdoors. 10ft x2.5ft, Sturdy Mesh Fabric Material. (White)", "asin": "B07H6Y68YF", "price": "$14.99", "quantity": ""},
{"title": "Cat Balcony Net Cat Anti-Fall Fence Net Dog Fence Nets Transparent Nylon Pet Mesh F...", "asin": "B091PWSMBV", "price": "$22.99", "quantity": ""},
{"title": "SUNNY GUARD 3FTx16FT White Balcony Privacy Screen Fence, Apartments Railing Heavy Duty Wind Screen for Outdoor, Deck\uff0cBackyard,Patio Privacy\uff08We Make Custom Sizes\uff09", "asin": "B08HCJ8164", "price": "$28.99", "quantity": ""},
{"title": "Cat Netting Balcony, Wire-Reinforced Cat Net, Bite and Tear-Resistant, UV and Weather-Resistant, Balcony Cat Anti-Fall Netting for Pets, Cat Protection Net for Windows Patio Balcony (6x3m-Black)", "asin": "B0D4MLV84N", "price": "$38.99", "quantity": ""}],
"comparison_items": [{"title": "Shappy\u00a0Balcony Net for Pets 16.5 ft x 2.5 ft Anti Fall Cat Dogs Netting Balcony Mesh Fence Net Screen Protection Crib Mesh for Pets Patios Stairway Clear Stair Banister Guard Apartment(White)", "asin": "B09MJVT8FG", "price": "$18.99"},
{"title": "Shappy\u00a0Balcony Net for Pets 16.5 ft x 2.5 ft Anti Fall Cat Dogs Netting Balcony Mesh Fence Net Screen Protection Crib Mesh for Pets Patios Stairway Clear Stair Banister Guard Apartment(Black)", "asin": "B0BKZKL1F7", "price": "$19.99"},
{"title": "Piowet\u00a0Cat Balcony Rail Net Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Dog Fence Nets Black Nylon Pets Anti-Fall Mesh Fence, 10 x 20ft", "asin": "B09DK6MHMV", "price": "$24.88"},
{"title": "JUMXSRLE\u00a0Cat Balcony Rail Net, 10x2.6Ft Anti Fall Netting PET Balcony Mesh Fence Net, Cat Safety Net Balcony Screen, Crib Stair Patios Balcony Railing Cover for Kids & Pets", "asin": "B0C1JXPR63", "price": "$21.99"},
{"title": "Hosuly\u00a0Banister Guard 15 x 3 ft Balcony Netting for Kids Pets Stairway Safety Net Baby Fence Door Balcony Netting Safety Mesh Stair Net with No Drilling for Apartment Railing (Black)", "asin": "B0CHFFRS51", "price": "$21.99"},
{"title": "sunjoy castle\u00a0Banister Guard-15ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (Black)", "asin": "B0C5TNLJ4C", "price": "$20.99"}]
<|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": "2025-04-23T20:31:42.421Z", // 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\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.118Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.784Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:24.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:25.183Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:26.504Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.057Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.913Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:29.854Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:44.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:46.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:48.814Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:50.736Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:53.308Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:54.367Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:56.259Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:57.946Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:59.424Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:00.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:01.760Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:02.699Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:03.813Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:08.833Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:11.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:12.836Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:13.881Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:14.707Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.060Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.723Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:19.004Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:20.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:22.157Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:24.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:33.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:37.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:38.533Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:41.516Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:46.088Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:47.799Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:50.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:49:09.575Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:49:19.353Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:37.129Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:42.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:44.065Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:46.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:48.178Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:52.629Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:54.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:58.427Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:50:01.796Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:50:02.753Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:50:22.856Z\", \"action\": \"purchase\", \"action_argument\": \"B0BP69X89N\"}\n{\"timestamp\": \"2025-04-19T03:51:36.642Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-19T03:54:35.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:40.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:43.314Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:46.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:49.266Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:54.153Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-23T20:30:32.001Z\", \"action\": \"input\", \"action_argument\": \"patio cat\"}\n{\"timestamp\": \"2025-04-23T20:30:42.388Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:30:48.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:31:24.619Z\", \"action\": \"click_product\", \"action_argument\": \"B0BKZKL1F7\"}\n{\"timestamp\": \"2025-04-23T20:31:30.911Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-23T20:31:42.421Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"patio cat protector\"}],\n\"product_details\": [{\"asin\": \"B09MJVT8FG\"},\n{\"title\": \"Shappy Balcony Net for Pets 16.5 ft x 2.5 ft Anti Fall Cat Dogs Netting Balcony Mesh Fence Net Screen Protection Crib Mesh for Pets Patios Stairway Clear Stair Banister Guard Apartment(White)\"},\n{\"price\": \"$18.99\"},\n{\"bullet_list\": \"Flexible Installation: use the plastic hanging buckles to come across holes, or use the nylon typing rope to fasten the net and rail post together to fix the net; The deck net is 16.5 x 2.5 ft/ 5 x 0.8 m, if the railing is long, you can connect two or more nets in the same installation way, if the railing is short, you can fold the net to install it Practical Design: the liner mesh diameter is very small, safe to use, with fine workmanship, adopts holes design, which will not obstruct your view Reliable Material: this balcony safety screen net is made of sturdy weave fabric material, which is resistant to pull and tear, safe to use for pets Wide Use: this balcony net can avoid your pets from falling off the balcony and high places, keep safe even you are not here, suitable for indoor and outdoor balcony, windows and railing stairs, can be flexibly applied by cutting Easy to Clean: wipe down with soap and sponge, or just remove it with direct washing; The mesh railing protector is weatherproof and waterproof, ideal for both indoor and outdoor use; It can be folded and stored conveniently\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"White\"}],\n\"promotion_items\": [{\"title\": \"Cat Balcony Net Cat Anti-Fall Fence Net Dog Fence Nets Transparent Nylon Pet Mesh F...\", \"asin\": \"B091PWSMBV\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Cat Netting Balcony, Wire-Reinforced Cat Net, Bite and Tear-Resistant, UV and Weather-Resistant, Balcony Cat Anti-Fall Netting for Pets, Cat Protection Net for Windows Patio Balcony (6x3m-Black)\", \"asin\": \"B0D4MLV84N\", \"price\": \"$38.99\", \"quantity\": \"\"},\n{\"title\": \"SUNNY GUARD 3FTx16FT White Balcony Privacy Screen Fence, Apartments Railing Heavy Duty Wind Screen for Outdoor, Deck\\uff0cBackyard,Patio Privacy\\uff08We Make Custom Sizes\\uff09\", \"asin\": \"B08HCJ8164\", \"price\": \"$28.99\", \"quantity\": \"\"},\n{\"title\": \"Cat Netting Balcony, Stainless Steel Reinforced Bite Tear UV and Weather-Resistant ...\", \"asin\": \"B0DJBP6G9D\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"VINGVO Cat Balcony Balcony, 20x10ft Nylon Pet Anti-Fall Fence Net, Cat Anti-Fall Fence Net Safety Net for Balcony, Window, Stair, Patio (26x10ft)\", \"asin\": \"B0DMF544HG\", \"price\": \"$33.64\", \"quantity\": \"\"},\n{\"title\": \"Netting for Balcony, Cat Netting Anti-Fall Mesh Fence, Anti Bird Netting for Garden/Balcony, Transparent Nylon Pet Mesh Fence for Dogs & Cat, Pet Safety Net for Balcony/Stairs/Window - 10x20Ft\", \"asin\": \"B0B2KNYZRK\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Child Safety Rail Net for Balcony, Patios, Railing and Stairs. Security Guards for Kids/Pet/Toy Both Indoors and Outdoors. 10ft x2.5ft, Sturdy Mesh Fabric Material. (White)\", \"asin\": \"B07H6Y68YF\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Cat Netting Balcony, 10x20ft Steel Wire Reinforced Balcony Screen for Pets, Anti-Fa...\", \"asin\": \"B0CWRTK137\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Cat Balcony Net, Steel Wire Reinforced, Anti-Fall Fence, Safety Net, Extra Strong (...\", \"asin\": \"B0CCNZFBGD\", \"price\": \"$26.00\", \"quantity\": \"\"},\n{\"title\": \"ZIRAO ROLL - Outdoor Cat Anti-Escape Barrier, Quality Cat Protection for Patios and...\", \"asin\": \"B0DN6PMMVY\", \"price\": \"$64.90\", \"quantity\": \"\"},\n{\"title\": \"Cat Balcony Net Cat Anti-Fall Fence Net Dog Fence Nets Transparent Nylon Pet Mesh F...\", \"asin\": \"B091PWSMBV\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Cat Netting Balcony, Wire-Reinforced Cat Net, Bite and Tear-Resistant, UV and Weather-Resistant, Balcony Cat Anti-Fall Netting for Pets, Cat Protection Net for Windows Patio Balcony (6x3m-Black)\", \"asin\": \"B0D4MLV84N\", \"price\": \"$38.99\", \"quantity\": \"\"},\n{\"title\": \"Cat Netting Balcony, Stainless Steel Reinforced Bite Tear UV and Weather-Resistant ...\", \"asin\": \"B0DJBP6G9D\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Jute Hemp Rope Nets for Safety & Decorative,Rope Ladder for Kids and Pet,Versatile ...\", \"asin\": \"B0DZSQXC4W\", \"price\": \"$22.30\", \"quantity\": \"\"},\n{\"title\": \"VINGVO Cat Balcony Balcony, 20x10ft Nylon Pet Anti-Fall Fence Net, Cat Anti-Fall Fence Net Safety Net for Balcony, Window, Stair, Patio (26x10ft)\", \"asin\": \"B0DMF544HG\", \"price\": \"$33.64\", \"quantity\": \"\"},\n{\"title\": \"Banister Guard-10ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balco...\", \"asin\": \"B0CDSMK668\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Child Safety Rail Net for Balcony, Patios, Railing and Stairs. Security Guards for Kids/Pet/Toy Both Indoors and Outdoors. 10ft x2.5ft, Sturdy Mesh Fabric Material. (White)\", \"asin\": \"B07H6Y68YF\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Cat Balcony Net Cat Anti-Fall Fence Net Dog Fence Nets Transparent Nylon Pet Mesh F...\", \"asin\": \"B091PWSMBV\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"SUNNY GUARD 3FTx16FT White Balcony Privacy Screen Fence, Apartments Railing Heavy Duty Wind Screen for Outdoor, Deck\\uff0cBackyard,Patio Privacy\\uff08We Make Custom Sizes\\uff09\", \"asin\": \"B08HCJ8164\", \"price\": \"$28.99\", \"quantity\": \"\"},\n{\"title\": \"Cat Netting Balcony, Wire-Reinforced Cat Net, Bite and Tear-Resistant, UV and Weather-Resistant, Balcony Cat Anti-Fall Netting for Pets, Cat Protection Net for Windows Patio Balcony (6x3m-Black)\", \"asin\": \"B0D4MLV84N\", \"price\": \"$38.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Shappy\\u00a0Balcony Net for Pets 16.5 ft x 2.5 ft Anti Fall Cat Dogs Netting Balcony Mesh Fence Net Screen Protection Crib Mesh for Pets Patios Stairway Clear Stair Banister Guard Apartment(White)\", \"asin\": \"B09MJVT8FG\", \"price\": \"$18.99\"},\n{\"title\": \"Shappy\\u00a0Balcony Net for Pets 16.5 ft x 2.5 ft Anti Fall Cat Dogs Netting Balcony Mesh Fence Net Screen Protection Crib Mesh for Pets Patios Stairway Clear Stair Banister Guard Apartment(Black)\", \"asin\": \"B0BKZKL1F7\", \"price\": \"$19.99\"},\n{\"title\": \"Piowet\\u00a0Cat Balcony Rail Net Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Dog Fence Nets Black Nylon Pets Anti-Fall Mesh Fence, 10 x 20ft\", \"asin\": \"B09DK6MHMV\", \"price\": \"$24.88\"},\n{\"title\": \"JUMXSRLE\\u00a0Cat Balcony Rail Net, 10x2.6Ft Anti Fall Netting PET Balcony Mesh Fence Net, Cat Safety Net Balcony Screen, Crib Stair Patios Balcony Railing Cover for Kids & Pets\", \"asin\": \"B0C1JXPR63\", \"price\": \"$21.99\"},\n{\"title\": \"Hosuly\\u00a0Banister Guard 15 x 3 ft Balcony Netting for Kids Pets Stairway Safety Net Baby Fence Door Balcony Netting Safety Mesh Stair Net with No Drilling for Apartment Railing (Black)\", \"asin\": \"B0CHFFRS51\", \"price\": \"$21.99\"},\n{\"title\": \"sunjoy castle\\u00a0Banister Guard-15ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (Black)\", \"asin\": \"B0C5TNLJ4C\", \"price\": \"$20.99\"}]\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\": \"2025-04-23T20:31:43.076Z\", // 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": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:09.575Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:19.353Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:37.129Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:42.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:44.065Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:46.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:48.178Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:52.629Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:54.589Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:58.427Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:01.796Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:02.753Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:22.856Z", "action": "purchase", "action_argument": "B0BP69X89N"}
{"timestamp": "2025-04-19T03:51:36.642Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:54:35.038Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:40.413Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:43.314Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:46.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:49.266Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:54.153Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-23T20:30:32.001Z", "action": "input", "action_argument": "patio cat"}
{"timestamp": "2025-04-23T20:30:42.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:30:48.621Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:31:24.619Z", "action": "click_product", "action_argument": "B0BKZKL1F7"}
{"timestamp": "2025-04-23T20:31:30.911Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-23T20:31:42.421Z", "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": "patio cat protector"}],
"product_details": [{"asin": "B09MJVT8FG"},
{"title": "Shappy Balcony Net for Pets 16.5 ft x 2.5 ft Anti Fall Cat Dogs Netting Balcony Mesh Fence Net Screen Protection Crib Mesh for Pets Patios Stairway Clear Stair Banister Guard Apartment(White)"},
{"price": "$18.99"},
{"bullet_list": "Flexible Installation: use the plastic hanging buckles to come across holes, or use the nylon typing rope to fasten the net and rail post together to fix the net; The deck net is 16.5 x 2.5 ft/ 5 x 0.8 m, if the railing is long, you can connect two or more nets in the same installation way, if the railing is short, you can fold the net to install it Practical Design: the liner mesh diameter is very small, safe to use, with fine workmanship, adopts holes design, which will not obstruct your view Reliable Material: this balcony safety screen net is made of sturdy weave fabric material, which is resistant to pull and tear, safe to use for pets Wide Use: this balcony net can avoid your pets from falling off the balcony and high places, keep safe even you are not here, suitable for indoor and outdoor balcony, windows and railing stairs, can be flexibly applied by cutting Easy to Clean: wipe down with soap and sponge, or just remove it with direct washing; The mesh railing protector is weatherproof and waterproof, ideal for both indoor and outdoor use; It can be folded and stored conveniently"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "White"}],
"promotion_items": [{"title": "Cat Balcony Net Cat Anti-Fall Fence Net Dog Fence Nets Transparent Nylon Pet Mesh F...", "asin": "B091PWSMBV", "price": "$22.99", "quantity": ""},
{"title": "Cat Netting Balcony, Wire-Reinforced Cat Net, Bite and Tear-Resistant, UV and Weather-Resistant, Balcony Cat Anti-Fall Netting for Pets, Cat Protection Net for Windows Patio Balcony (6x3m-Black)", "asin": "B0D4MLV84N", "price": "$38.99", "quantity": ""},
{"title": "SUNNY GUARD 3FTx16FT White Balcony Privacy Screen Fence, Apartments Railing Heavy Duty Wind Screen for Outdoor, Deck\uff0cBackyard,Patio Privacy\uff08We Make Custom Sizes\uff09", "asin": "B08HCJ8164", "price": "$28.99", "quantity": ""},
{"title": "Cat Netting Balcony, Stainless Steel Reinforced Bite Tear UV and Weather-Resistant ...", "asin": "B0DJBP6G9D", "price": "$29.99", "quantity": ""},
{"title": "VINGVO Cat Balcony Balcony, 20x10ft Nylon Pet Anti-Fall Fence Net, Cat Anti-Fall Fence Net Safety Net for Balcony, Window, Stair, Patio (26x10ft)", "asin": "B0DMF544HG", "price": "$33.64", "quantity": ""},
{"title": "Netting for Balcony, Cat Netting Anti-Fall Mesh Fence, Anti Bird Netting for Garden/Balcony, Transparent Nylon Pet Mesh Fence for Dogs & Cat, Pet Safety Net for Balcony/Stairs/Window - 10x20Ft", "asin": "B0B2KNYZRK", "price": "$27.99", "quantity": ""},
{"title": "Child Safety Rail Net for Balcony, Patios, Railing and Stairs. Security Guards for Kids/Pet/Toy Both Indoors and Outdoors. 10ft x2.5ft, Sturdy Mesh Fabric Material. (White)", "asin": "B07H6Y68YF", "price": "$14.99", "quantity": ""},
{"title": "Cat Netting Balcony, 10x20ft Steel Wire Reinforced Balcony Screen for Pets, Anti-Fa...", "asin": "B0CWRTK137", "price": "$34.99", "quantity": ""},
{"title": "Cat Balcony Net, Steel Wire Reinforced, Anti-Fall Fence, Safety Net, Extra Strong (...", "asin": "B0CCNZFBGD", "price": "$26.00", "quantity": ""},
{"title": "ZIRAO ROLL - Outdoor Cat Anti-Escape Barrier, Quality Cat Protection for Patios and...", "asin": "B0DN6PMMVY", "price": "$64.90", "quantity": ""},
{"title": "Cat Balcony Net Cat Anti-Fall Fence Net Dog Fence Nets Transparent Nylon Pet Mesh F...", "asin": "B091PWSMBV", "price": "$22.99", "quantity": ""},
{"title": "Cat Netting Balcony, Wire-Reinforced Cat Net, Bite and Tear-Resistant, UV and Weather-Resistant, Balcony Cat Anti-Fall Netting for Pets, Cat Protection Net for Windows Patio Balcony (6x3m-Black)", "asin": "B0D4MLV84N", "price": "$38.99", "quantity": ""},
{"title": "Cat Netting Balcony, Stainless Steel Reinforced Bite Tear UV and Weather-Resistant ...", "asin": "B0DJBP6G9D", "price": "$29.99", "quantity": ""},
{"title": "Jute Hemp Rope Nets for Safety & Decorative,Rope Ladder for Kids and Pet,Versatile ...", "asin": "B0DZSQXC4W", "price": "$22.30", "quantity": ""},
{"title": "VINGVO Cat Balcony Balcony, 20x10ft Nylon Pet Anti-Fall Fence Net, Cat Anti-Fall Fence Net Safety Net for Balcony, Window, Stair, Patio (26x10ft)", "asin": "B0DMF544HG", "price": "$33.64", "quantity": ""},
{"title": "Banister Guard-10ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balco...", "asin": "B0CDSMK668", "price": "$18.99", "quantity": ""},
{"title": "Child Safety Rail Net for Balcony, Patios, Railing and Stairs. Security Guards for Kids/Pet/Toy Both Indoors and Outdoors. 10ft x2.5ft, Sturdy Mesh Fabric Material. (White)", "asin": "B07H6Y68YF", "price": "$14.99", "quantity": ""},
{"title": "Cat Balcony Net Cat Anti-Fall Fence Net Dog Fence Nets Transparent Nylon Pet Mesh F...", "asin": "B091PWSMBV", "price": "$22.99", "quantity": ""},
{"title": "SUNNY GUARD 3FTx16FT White Balcony Privacy Screen Fence, Apartments Railing Heavy Duty Wind Screen for Outdoor, Deck\uff0cBackyard,Patio Privacy\uff08We Make Custom Sizes\uff09", "asin": "B08HCJ8164", "price": "$28.99", "quantity": ""},
{"title": "Cat Netting Balcony, Wire-Reinforced Cat Net, Bite and Tear-Resistant, UV and Weather-Resistant, Balcony Cat Anti-Fall Netting for Pets, Cat Protection Net for Windows Patio Balcony (6x3m-Black)", "asin": "B0D4MLV84N", "price": "$38.99", "quantity": ""}],
"comparison_items": [{"title": "Shappy\u00a0Balcony Net for Pets 16.5 ft x 2.5 ft Anti Fall Cat Dogs Netting Balcony Mesh Fence Net Screen Protection Crib Mesh for Pets Patios Stairway Clear Stair Banister Guard Apartment(White)", "asin": "B09MJVT8FG", "price": "$18.99"},
{"title": "Shappy\u00a0Balcony Net for Pets 16.5 ft x 2.5 ft Anti Fall Cat Dogs Netting Balcony Mesh Fence Net Screen Protection Crib Mesh for Pets Patios Stairway Clear Stair Banister Guard Apartment(Black)", "asin": "B0BKZKL1F7", "price": "$19.99"},
{"title": "Piowet\u00a0Cat Balcony Rail Net Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Dog Fence Nets Black Nylon Pets Anti-Fall Mesh Fence, 10 x 20ft", "asin": "B09DK6MHMV", "price": "$24.88"},
{"title": "JUMXSRLE\u00a0Cat Balcony Rail Net, 10x2.6Ft Anti Fall Netting PET Balcony Mesh Fence Net, Cat Safety Net Balcony Screen, Crib Stair Patios Balcony Railing Cover for Kids & Pets", "asin": "B0C1JXPR63", "price": "$21.99"},
{"title": "Hosuly\u00a0Banister Guard 15 x 3 ft Balcony Netting for Kids Pets Stairway Safety Net Baby Fence Door Balcony Netting Safety Mesh Stair Net with No Drilling for Apartment Railing (Black)", "asin": "B0CHFFRS51", "price": "$21.99"},
{"title": "sunjoy castle\u00a0Banister Guard-15ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (Black)", "asin": "B0C5TNLJ4C", "price": "$20.99"}]
<|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": "2025-04-23T20:31:43.076Z", // 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>
|
2025-04-23T20:31:43.076Z
|
click
|
search
|
rule
|
2025-04-23T20:31:43.076Z
|
click
|
search
|
train
| 174 |
2025-04-23T20:31:43.076Z
|
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": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:09.575Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:19.353Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:37.129Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:42.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:44.065Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:46.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:48.178Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:52.629Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:54.589Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:58.427Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:01.796Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:02.753Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:22.856Z", "action": "purchase", "action_argument": "B0BP69X89N"}
{"timestamp": "2025-04-19T03:51:36.642Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:54:35.038Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:40.413Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:43.314Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:46.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:49.266Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:54.153Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-23T20:30:32.001Z", "action": "input", "action_argument": "patio cat"}
{"timestamp": "2025-04-23T20:30:42.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:30:48.621Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:31:24.619Z", "action": "click_product", "action_argument": "B0BKZKL1F7"}
{"timestamp": "2025-04-23T20:31:30.911Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-23T20:31:42.421Z", "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": "patio cat protector"}],
"product_details": [{"asin": "B09MJVT8FG"},
{"title": "Shappy Balcony Net for Pets 16.5 ft x 2.5 ft Anti Fall Cat Dogs Netting Balcony Mesh Fence Net Screen Protection Crib Mesh for Pets Patios Stairway Clear Stair Banister Guard Apartment(White)"},
{"price": "$18.99"},
{"bullet_list": "Flexible Installation: use the plastic hanging buckles to come across holes, or use the nylon typing rope to fasten the net and rail post together to fix the net; The deck net is 16.5 x 2.5 ft/ 5 x 0.8 m, if the railing is long, you can connect two or more nets in the same installation way, if the railing is short, you can fold the net to install it Practical Design: the liner mesh diameter is very small, safe to use, with fine workmanship, adopts holes design, which will not obstruct your view Reliable Material: this balcony safety screen net is made of sturdy weave fabric material, which is resistant to pull and tear, safe to use for pets Wide Use: this balcony net can avoid your pets from falling off the balcony and high places, keep safe even you are not here, suitable for indoor and outdoor balcony, windows and railing stairs, can be flexibly applied by cutting Easy to Clean: wipe down with soap and sponge, or just remove it with direct washing; The mesh railing protector is weatherproof and waterproof, ideal for both indoor and outdoor use; It can be folded and stored conveniently"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "White"}],
"promotion_items": [{"title": "Cat Balcony Net Cat Anti-Fall Fence Net Dog Fence Nets Transparent Nylon Pet Mesh F...", "asin": "B091PWSMBV", "price": "$22.99", "quantity": ""},
{"title": "Cat Netting Balcony, Wire-Reinforced Cat Net, Bite and Tear-Resistant, UV and Weather-Resistant, Balcony Cat Anti-Fall Netting for Pets, Cat Protection Net for Windows Patio Balcony (6x3m-Black)", "asin": "B0D4MLV84N", "price": "$38.99", "quantity": ""},
{"title": "SUNNY GUARD 3FTx16FT White Balcony Privacy Screen Fence, Apartments Railing Heavy Duty Wind Screen for Outdoor, Deck\uff0cBackyard,Patio Privacy\uff08We Make Custom Sizes\uff09", "asin": "B08HCJ8164", "price": "$28.99", "quantity": ""},
{"title": "Cat Netting Balcony, Stainless Steel Reinforced Bite Tear UV and Weather-Resistant ...", "asin": "B0DJBP6G9D", "price": "$29.99", "quantity": ""},
{"title": "VINGVO Cat Balcony Balcony, 20x10ft Nylon Pet Anti-Fall Fence Net, Cat Anti-Fall Fence Net Safety Net for Balcony, Window, Stair, Patio (26x10ft)", "asin": "B0DMF544HG", "price": "$33.64", "quantity": ""},
{"title": "Netting for Balcony, Cat Netting Anti-Fall Mesh Fence, Anti Bird Netting for Garden/Balcony, Transparent Nylon Pet Mesh Fence for Dogs & Cat, Pet Safety Net for Balcony/Stairs/Window - 10x20Ft", "asin": "B0B2KNYZRK", "price": "$27.99", "quantity": ""},
{"title": "Child Safety Rail Net for Balcony, Patios, Railing and Stairs. Security Guards for Kids/Pet/Toy Both Indoors and Outdoors. 10ft x2.5ft, Sturdy Mesh Fabric Material. (White)", "asin": "B07H6Y68YF", "price": "$14.99", "quantity": ""},
{"title": "Cat Netting Balcony, 10x20ft Steel Wire Reinforced Balcony Screen for Pets, Anti-Fa...", "asin": "B0CWRTK137", "price": "$34.99", "quantity": ""},
{"title": "Cat Balcony Net, Steel Wire Reinforced, Anti-Fall Fence, Safety Net, Extra Strong (...", "asin": "B0CCNZFBGD", "price": "$26.00", "quantity": ""},
{"title": "ZIRAO ROLL - Outdoor Cat Anti-Escape Barrier, Quality Cat Protection for Patios and...", "asin": "B0DN6PMMVY", "price": "$64.90", "quantity": ""},
{"title": "Cat Balcony Net Cat Anti-Fall Fence Net Dog Fence Nets Transparent Nylon Pet Mesh F...", "asin": "B091PWSMBV", "price": "$22.99", "quantity": ""},
{"title": "Cat Netting Balcony, Wire-Reinforced Cat Net, Bite and Tear-Resistant, UV and Weather-Resistant, Balcony Cat Anti-Fall Netting for Pets, Cat Protection Net for Windows Patio Balcony (6x3m-Black)", "asin": "B0D4MLV84N", "price": "$38.99", "quantity": ""},
{"title": "Cat Netting Balcony, Stainless Steel Reinforced Bite Tear UV and Weather-Resistant ...", "asin": "B0DJBP6G9D", "price": "$29.99", "quantity": ""},
{"title": "Jute Hemp Rope Nets for Safety & Decorative,Rope Ladder for Kids and Pet,Versatile ...", "asin": "B0DZSQXC4W", "price": "$22.30", "quantity": ""},
{"title": "VINGVO Cat Balcony Balcony, 20x10ft Nylon Pet Anti-Fall Fence Net, Cat Anti-Fall Fence Net Safety Net for Balcony, Window, Stair, Patio (26x10ft)", "asin": "B0DMF544HG", "price": "$33.64", "quantity": ""},
{"title": "Banister Guard-10ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balco...", "asin": "B0CDSMK668", "price": "$18.99", "quantity": ""},
{"title": "Child Safety Rail Net for Balcony, Patios, Railing and Stairs. Security Guards for Kids/Pet/Toy Both Indoors and Outdoors. 10ft x2.5ft, Sturdy Mesh Fabric Material. (White)", "asin": "B07H6Y68YF", "price": "$14.99", "quantity": ""},
{"title": "Cat Balcony Net Cat Anti-Fall Fence Net Dog Fence Nets Transparent Nylon Pet Mesh F...", "asin": "B091PWSMBV", "price": "$22.99", "quantity": ""},
{"title": "SUNNY GUARD 3FTx16FT White Balcony Privacy Screen Fence, Apartments Railing Heavy Duty Wind Screen for Outdoor, Deck\uff0cBackyard,Patio Privacy\uff08We Make Custom Sizes\uff09", "asin": "B08HCJ8164", "price": "$28.99", "quantity": ""},
{"title": "Cat Netting Balcony, Wire-Reinforced Cat Net, Bite and Tear-Resistant, UV and Weather-Resistant, Balcony Cat Anti-Fall Netting for Pets, Cat Protection Net for Windows Patio Balcony (6x3m-Black)", "asin": "B0D4MLV84N", "price": "$38.99", "quantity": ""}],
"comparison_items": [{"title": "Shappy\u00a0Balcony Net for Pets 16.5 ft x 2.5 ft Anti Fall Cat Dogs Netting Balcony Mesh Fence Net Screen Protection Crib Mesh for Pets Patios Stairway Clear Stair Banister Guard Apartment(White)", "asin": "B09MJVT8FG", "price": "$18.99"},
{"title": "Shappy\u00a0Balcony Net for Pets 16.5 ft x 2.5 ft Anti Fall Cat Dogs Netting Balcony Mesh Fence Net Screen Protection Crib Mesh for Pets Patios Stairway Clear Stair Banister Guard Apartment(Black)", "asin": "B0BKZKL1F7", "price": "$19.99"},
{"title": "Piowet\u00a0Cat Balcony Rail Net Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Dog Fence Nets Black Nylon Pets Anti-Fall Mesh Fence, 10 x 20ft", "asin": "B09DK6MHMV", "price": "$24.88"},
{"title": "JUMXSRLE\u00a0Cat Balcony Rail Net, 10x2.6Ft Anti Fall Netting PET Balcony Mesh Fence Net, Cat Safety Net Balcony Screen, Crib Stair Patios Balcony Railing Cover for Kids & Pets", "asin": "B0C1JXPR63", "price": "$21.99"},
{"title": "Hosuly\u00a0Banister Guard 15 x 3 ft Balcony Netting for Kids Pets Stairway Safety Net Baby Fence Door Balcony Netting Safety Mesh Stair Net with No Drilling for Apartment Railing (Black)", "asin": "B0CHFFRS51", "price": "$21.99"},
{"title": "sunjoy castle\u00a0Banister Guard-15ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (Black)", "asin": "B0C5TNLJ4C", "price": "$20.99"}]
<|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": "2025-04-23T20:31:43.076Z", // 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\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.118Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.784Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:24.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:25.183Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:26.504Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.057Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.913Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:29.854Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:44.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:46.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:48.814Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:50.736Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:53.308Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:54.367Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:56.259Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:57.946Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:59.424Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:00.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:01.760Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:02.699Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:03.813Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:08.833Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:11.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:12.836Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:13.881Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:14.707Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.060Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.723Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:19.004Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:20.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:22.157Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:24.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:33.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:37.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:38.533Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:41.516Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:46.088Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:47.799Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:50.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:49:09.575Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:49:19.353Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:37.129Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:42.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:44.065Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:46.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:48.178Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:52.629Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:54.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:58.427Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:50:01.796Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:50:02.753Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:50:22.856Z\", \"action\": \"purchase\", \"action_argument\": \"B0BP69X89N\"}\n{\"timestamp\": \"2025-04-19T03:51:36.642Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-19T03:54:35.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:40.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:43.314Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:46.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:49.266Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:54.153Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-23T20:30:32.001Z\", \"action\": \"input\", \"action_argument\": \"patio cat\"}\n{\"timestamp\": \"2025-04-23T20:30:42.388Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:30:48.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:31:24.619Z\", \"action\": \"click_product\", \"action_argument\": \"B0BKZKL1F7\"}\n{\"timestamp\": \"2025-04-23T20:31:30.911Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-23T20:31:42.421Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:31:43.076Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"Balcony Net for Pets\"}],\n\"product_details\": [{\"asin\": \"B09MJVT8FG\"},\n{\"title\": \"Shappy Balcony Net for Pets 16.5 ft x 2.5 ft Anti Fall Cat Dogs Netting Balcony Mesh Fence Net Screen Protection Crib Mesh for Pets Patios Stairway Clear Stair Banister Guard Apartment(White)\"},\n{\"price\": \"$18.99\"},\n{\"bullet_list\": \"Flexible Installation: use the plastic hanging buckles to come across holes, or use the nylon typing rope to fasten the net and rail post together to fix the net; The deck net is 16.5 x 2.5 ft/ 5 x 0.8 m, if the railing is long, you can connect two or more nets in the same installation way, if the railing is short, you can fold the net to install it Practical Design: the liner mesh diameter is very small, safe to use, with fine workmanship, adopts holes design, which will not obstruct your view Reliable Material: this balcony safety screen net is made of sturdy weave fabric material, which is resistant to pull and tear, safe to use for pets Wide Use: this balcony net can avoid your pets from falling off the balcony and high places, keep safe even you are not here, suitable for indoor and outdoor balcony, windows and railing stairs, can be flexibly applied by cutting Easy to Clean: wipe down with soap and sponge, or just remove it with direct washing; The mesh railing protector is weatherproof and waterproof, ideal for both indoor and outdoor use; It can be folded and stored conveniently\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"White\"}],\n\"promotion_items\": [{\"title\": \"Cat Balcony Net Cat Anti-Fall Fence Net Dog Fence Nets Transparent Nylon Pet Mesh F...\", \"asin\": \"B091PWSMBV\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Cat Netting Balcony, Wire-Reinforced Cat Net, Bite and Tear-Resistant, UV and Weather-Resistant, Balcony Cat Anti-Fall Netting for Pets, Cat Protection Net for Windows Patio Balcony (6x3m-Black)\", \"asin\": \"B0D4MLV84N\", \"price\": \"$38.99\", \"quantity\": \"\"},\n{\"title\": \"SUNNY GUARD 3FTx16FT White Balcony Privacy Screen Fence, Apartments Railing Heavy Duty Wind Screen for Outdoor, Deck\\uff0cBackyard,Patio Privacy\\uff08We Make Custom Sizes\\uff09\", \"asin\": \"B08HCJ8164\", \"price\": \"$28.99\", \"quantity\": \"\"},\n{\"title\": \"Cat Netting Balcony, Stainless Steel Reinforced Bite Tear UV and Weather-Resistant ...\", \"asin\": \"B0DJBP6G9D\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"VINGVO Cat Balcony Balcony, 20x10ft Nylon Pet Anti-Fall Fence Net, Cat Anti-Fall Fence Net Safety Net for Balcony, Window, Stair, Patio (26x10ft)\", \"asin\": \"B0DMF544HG\", \"price\": \"$33.64\", \"quantity\": \"\"},\n{\"title\": \"Netting for Balcony, Cat Netting Anti-Fall Mesh Fence, Anti Bird Netting for Garden/Balcony, Transparent Nylon Pet Mesh Fence for Dogs & Cat, Pet Safety Net for Balcony/Stairs/Window - 10x20Ft\", \"asin\": \"B0B2KNYZRK\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Child Safety Rail Net for Balcony, Patios, Railing and Stairs. Security Guards for Kids/Pet/Toy Both Indoors and Outdoors. 10ft x2.5ft, Sturdy Mesh Fabric Material. (White)\", \"asin\": \"B07H6Y68YF\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Cat Netting Balcony, 10x20ft Steel Wire Reinforced Balcony Screen for Pets, Anti-Fa...\", \"asin\": \"B0CWRTK137\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Cat Balcony Net, Steel Wire Reinforced, Anti-Fall Fence, Safety Net, Extra Strong (...\", \"asin\": \"B0CCNZFBGD\", \"price\": \"$26.00\", \"quantity\": \"\"},\n{\"title\": \"ZIRAO ROLL - Outdoor Cat Anti-Escape Barrier, Quality Cat Protection for Patios and...\", \"asin\": \"B0DN6PMMVY\", \"price\": \"$64.90\", \"quantity\": \"\"},\n{\"title\": \"Cat Balcony Net Cat Anti-Fall Fence Net Dog Fence Nets Transparent Nylon Pet Mesh F...\", \"asin\": \"B091PWSMBV\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Cat Netting Balcony, Wire-Reinforced Cat Net, Bite and Tear-Resistant, UV and Weather-Resistant, Balcony Cat Anti-Fall Netting for Pets, Cat Protection Net for Windows Patio Balcony (6x3m-Black)\", \"asin\": \"B0D4MLV84N\", \"price\": \"$38.99\", \"quantity\": \"\"},\n{\"title\": \"Cat Netting Balcony, Stainless Steel Reinforced Bite Tear UV and Weather-Resistant ...\", \"asin\": \"B0DJBP6G9D\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Jute Hemp Rope Nets for Safety & Decorative,Rope Ladder for Kids and Pet,Versatile ...\", \"asin\": \"B0DZSQXC4W\", \"price\": \"$22.30\", \"quantity\": \"\"},\n{\"title\": \"VINGVO Cat Balcony Balcony, 20x10ft Nylon Pet Anti-Fall Fence Net, Cat Anti-Fall Fence Net Safety Net for Balcony, Window, Stair, Patio (26x10ft)\", \"asin\": \"B0DMF544HG\", \"price\": \"$33.64\", \"quantity\": \"\"},\n{\"title\": \"Banister Guard-10ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balco...\", \"asin\": \"B0CDSMK668\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Child Safety Rail Net for Balcony, Patios, Railing and Stairs. Security Guards for Kids/Pet/Toy Both Indoors and Outdoors. 10ft x2.5ft, Sturdy Mesh Fabric Material. (White)\", \"asin\": \"B07H6Y68YF\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Cat Balcony Net Cat Anti-Fall Fence Net Dog Fence Nets Transparent Nylon Pet Mesh F...\", \"asin\": \"B091PWSMBV\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"SUNNY GUARD 3FTx16FT White Balcony Privacy Screen Fence, Apartments Railing Heavy Duty Wind Screen for Outdoor, Deck\\uff0cBackyard,Patio Privacy\\uff08We Make Custom Sizes\\uff09\", \"asin\": \"B08HCJ8164\", \"price\": \"$28.99\", \"quantity\": \"\"},\n{\"title\": \"Cat Netting Balcony, Wire-Reinforced Cat Net, Bite and Tear-Resistant, UV and Weather-Resistant, Balcony Cat Anti-Fall Netting for Pets, Cat Protection Net for Windows Patio Balcony (6x3m-Black)\", \"asin\": \"B0D4MLV84N\", \"price\": \"$38.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Shappy\\u00a0Balcony Net for Pets 16.5 ft x 2.5 ft Anti Fall Cat Dogs Netting Balcony Mesh Fence Net Screen Protection Crib Mesh for Pets Patios Stairway Clear Stair Banister Guard Apartment(White)\", \"asin\": \"B09MJVT8FG\", \"price\": \"$18.99\"},\n{\"title\": \"Shappy\\u00a0Balcony Net for Pets 16.5 ft x 2.5 ft Anti Fall Cat Dogs Netting Balcony Mesh Fence Net Screen Protection Crib Mesh for Pets Patios Stairway Clear Stair Banister Guard Apartment(Black)\", \"asin\": \"B0BKZKL1F7\", \"price\": \"$19.99\"},\n{\"title\": \"Piowet\\u00a0Cat Balcony Rail Net Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Dog Fence Nets Black Nylon Pets Anti-Fall Mesh Fence, 10 x 20ft\", \"asin\": \"B09DK6MHMV\", \"price\": \"$24.88\"},\n{\"title\": \"JUMXSRLE\\u00a0Cat Balcony Rail Net, 10x2.6Ft Anti Fall Netting PET Balcony Mesh Fence Net, Cat Safety Net Balcony Screen, Crib Stair Patios Balcony Railing Cover for Kids & Pets\", \"asin\": \"B0C1JXPR63\", \"price\": \"$21.99\"},\n{\"title\": \"Hosuly\\u00a0Banister Guard 15 x 3 ft Balcony Netting for Kids Pets Stairway Safety Net Baby Fence Door Balcony Netting Safety Mesh Stair Net with No Drilling for Apartment Railing (Black)\", \"asin\": \"B0CHFFRS51\", \"price\": \"$21.99\"},\n{\"title\": \"sunjoy castle\\u00a0Banister Guard-15ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (Black)\", \"asin\": \"B0C5TNLJ4C\", \"price\": \"$20.99\"}]\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\": \"2025-04-23T20:31:45.282Z\", // 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": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:09.575Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:19.353Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:37.129Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:42.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:44.065Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:46.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:48.178Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:52.629Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:54.589Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:58.427Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:01.796Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:02.753Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:22.856Z", "action": "purchase", "action_argument": "B0BP69X89N"}
{"timestamp": "2025-04-19T03:51:36.642Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:54:35.038Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:40.413Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:43.314Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:46.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:49.266Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:54.153Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-23T20:30:32.001Z", "action": "input", "action_argument": "patio cat"}
{"timestamp": "2025-04-23T20:30:42.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:30:48.621Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:31:24.619Z", "action": "click_product", "action_argument": "B0BKZKL1F7"}
{"timestamp": "2025-04-23T20:31:30.911Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-23T20:31:42.421Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:31:43.076Z", "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": "Balcony Net for Pets"}],
"product_details": [{"asin": "B09MJVT8FG"},
{"title": "Shappy Balcony Net for Pets 16.5 ft x 2.5 ft Anti Fall Cat Dogs Netting Balcony Mesh Fence Net Screen Protection Crib Mesh for Pets Patios Stairway Clear Stair Banister Guard Apartment(White)"},
{"price": "$18.99"},
{"bullet_list": "Flexible Installation: use the plastic hanging buckles to come across holes, or use the nylon typing rope to fasten the net and rail post together to fix the net; The deck net is 16.5 x 2.5 ft/ 5 x 0.8 m, if the railing is long, you can connect two or more nets in the same installation way, if the railing is short, you can fold the net to install it Practical Design: the liner mesh diameter is very small, safe to use, with fine workmanship, adopts holes design, which will not obstruct your view Reliable Material: this balcony safety screen net is made of sturdy weave fabric material, which is resistant to pull and tear, safe to use for pets Wide Use: this balcony net can avoid your pets from falling off the balcony and high places, keep safe even you are not here, suitable for indoor and outdoor balcony, windows and railing stairs, can be flexibly applied by cutting Easy to Clean: wipe down with soap and sponge, or just remove it with direct washing; The mesh railing protector is weatherproof and waterproof, ideal for both indoor and outdoor use; It can be folded and stored conveniently"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "White"}],
"promotion_items": [{"title": "Cat Balcony Net Cat Anti-Fall Fence Net Dog Fence Nets Transparent Nylon Pet Mesh F...", "asin": "B091PWSMBV", "price": "$22.99", "quantity": ""},
{"title": "Cat Netting Balcony, Wire-Reinforced Cat Net, Bite and Tear-Resistant, UV and Weather-Resistant, Balcony Cat Anti-Fall Netting for Pets, Cat Protection Net for Windows Patio Balcony (6x3m-Black)", "asin": "B0D4MLV84N", "price": "$38.99", "quantity": ""},
{"title": "SUNNY GUARD 3FTx16FT White Balcony Privacy Screen Fence, Apartments Railing Heavy Duty Wind Screen for Outdoor, Deck\uff0cBackyard,Patio Privacy\uff08We Make Custom Sizes\uff09", "asin": "B08HCJ8164", "price": "$28.99", "quantity": ""},
{"title": "Cat Netting Balcony, Stainless Steel Reinforced Bite Tear UV and Weather-Resistant ...", "asin": "B0DJBP6G9D", "price": "$29.99", "quantity": ""},
{"title": "VINGVO Cat Balcony Balcony, 20x10ft Nylon Pet Anti-Fall Fence Net, Cat Anti-Fall Fence Net Safety Net for Balcony, Window, Stair, Patio (26x10ft)", "asin": "B0DMF544HG", "price": "$33.64", "quantity": ""},
{"title": "Netting for Balcony, Cat Netting Anti-Fall Mesh Fence, Anti Bird Netting for Garden/Balcony, Transparent Nylon Pet Mesh Fence for Dogs & Cat, Pet Safety Net for Balcony/Stairs/Window - 10x20Ft", "asin": "B0B2KNYZRK", "price": "$27.99", "quantity": ""},
{"title": "Child Safety Rail Net for Balcony, Patios, Railing and Stairs. Security Guards for Kids/Pet/Toy Both Indoors and Outdoors. 10ft x2.5ft, Sturdy Mesh Fabric Material. (White)", "asin": "B07H6Y68YF", "price": "$14.99", "quantity": ""},
{"title": "Cat Netting Balcony, 10x20ft Steel Wire Reinforced Balcony Screen for Pets, Anti-Fa...", "asin": "B0CWRTK137", "price": "$34.99", "quantity": ""},
{"title": "Cat Balcony Net, Steel Wire Reinforced, Anti-Fall Fence, Safety Net, Extra Strong (...", "asin": "B0CCNZFBGD", "price": "$26.00", "quantity": ""},
{"title": "ZIRAO ROLL - Outdoor Cat Anti-Escape Barrier, Quality Cat Protection for Patios and...", "asin": "B0DN6PMMVY", "price": "$64.90", "quantity": ""},
{"title": "Cat Balcony Net Cat Anti-Fall Fence Net Dog Fence Nets Transparent Nylon Pet Mesh F...", "asin": "B091PWSMBV", "price": "$22.99", "quantity": ""},
{"title": "Cat Netting Balcony, Wire-Reinforced Cat Net, Bite and Tear-Resistant, UV and Weather-Resistant, Balcony Cat Anti-Fall Netting for Pets, Cat Protection Net for Windows Patio Balcony (6x3m-Black)", "asin": "B0D4MLV84N", "price": "$38.99", "quantity": ""},
{"title": "Cat Netting Balcony, Stainless Steel Reinforced Bite Tear UV and Weather-Resistant ...", "asin": "B0DJBP6G9D", "price": "$29.99", "quantity": ""},
{"title": "Jute Hemp Rope Nets for Safety & Decorative,Rope Ladder for Kids and Pet,Versatile ...", "asin": "B0DZSQXC4W", "price": "$22.30", "quantity": ""},
{"title": "VINGVO Cat Balcony Balcony, 20x10ft Nylon Pet Anti-Fall Fence Net, Cat Anti-Fall Fence Net Safety Net for Balcony, Window, Stair, Patio (26x10ft)", "asin": "B0DMF544HG", "price": "$33.64", "quantity": ""},
{"title": "Banister Guard-10ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balco...", "asin": "B0CDSMK668", "price": "$18.99", "quantity": ""},
{"title": "Child Safety Rail Net for Balcony, Patios, Railing and Stairs. Security Guards for Kids/Pet/Toy Both Indoors and Outdoors. 10ft x2.5ft, Sturdy Mesh Fabric Material. (White)", "asin": "B07H6Y68YF", "price": "$14.99", "quantity": ""},
{"title": "Cat Balcony Net Cat Anti-Fall Fence Net Dog Fence Nets Transparent Nylon Pet Mesh F...", "asin": "B091PWSMBV", "price": "$22.99", "quantity": ""},
{"title": "SUNNY GUARD 3FTx16FT White Balcony Privacy Screen Fence, Apartments Railing Heavy Duty Wind Screen for Outdoor, Deck\uff0cBackyard,Patio Privacy\uff08We Make Custom Sizes\uff09", "asin": "B08HCJ8164", "price": "$28.99", "quantity": ""},
{"title": "Cat Netting Balcony, Wire-Reinforced Cat Net, Bite and Tear-Resistant, UV and Weather-Resistant, Balcony Cat Anti-Fall Netting for Pets, Cat Protection Net for Windows Patio Balcony (6x3m-Black)", "asin": "B0D4MLV84N", "price": "$38.99", "quantity": ""}],
"comparison_items": [{"title": "Shappy\u00a0Balcony Net for Pets 16.5 ft x 2.5 ft Anti Fall Cat Dogs Netting Balcony Mesh Fence Net Screen Protection Crib Mesh for Pets Patios Stairway Clear Stair Banister Guard Apartment(White)", "asin": "B09MJVT8FG", "price": "$18.99"},
{"title": "Shappy\u00a0Balcony Net for Pets 16.5 ft x 2.5 ft Anti Fall Cat Dogs Netting Balcony Mesh Fence Net Screen Protection Crib Mesh for Pets Patios Stairway Clear Stair Banister Guard Apartment(Black)", "asin": "B0BKZKL1F7", "price": "$19.99"},
{"title": "Piowet\u00a0Cat Balcony Rail Net Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Dog Fence Nets Black Nylon Pets Anti-Fall Mesh Fence, 10 x 20ft", "asin": "B09DK6MHMV", "price": "$24.88"},
{"title": "JUMXSRLE\u00a0Cat Balcony Rail Net, 10x2.6Ft Anti Fall Netting PET Balcony Mesh Fence Net, Cat Safety Net Balcony Screen, Crib Stair Patios Balcony Railing Cover for Kids & Pets", "asin": "B0C1JXPR63", "price": "$21.99"},
{"title": "Hosuly\u00a0Banister Guard 15 x 3 ft Balcony Netting for Kids Pets Stairway Safety Net Baby Fence Door Balcony Netting Safety Mesh Stair Net with No Drilling for Apartment Railing (Black)", "asin": "B0CHFFRS51", "price": "$21.99"},
{"title": "sunjoy castle\u00a0Banister Guard-15ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (Black)", "asin": "B0C5TNLJ4C", "price": "$20.99"}]
<|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": "2025-04-23T20:31:45.282Z", // 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>
|
2025-04-23T20:31:45.282Z
|
click
|
search
|
rule
|
2025-04-23T20:31:45.282Z
|
click
|
search
|
train
| 175 |
2025-04-23T20:31:45.282Z
|
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": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:09.575Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:19.353Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:37.129Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:42.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:44.065Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:46.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:48.178Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:52.629Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:54.589Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:58.427Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:01.796Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:02.753Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:22.856Z", "action": "purchase", "action_argument": "B0BP69X89N"}
{"timestamp": "2025-04-19T03:51:36.642Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:54:35.038Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:40.413Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:43.314Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:46.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:49.266Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:54.153Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-23T20:30:32.001Z", "action": "input", "action_argument": "patio cat"}
{"timestamp": "2025-04-23T20:30:42.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:30:48.621Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:31:24.619Z", "action": "click_product", "action_argument": "B0BKZKL1F7"}
{"timestamp": "2025-04-23T20:31:30.911Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-23T20:31:42.421Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:31:43.076Z", "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": "Balcony Net for Pets"}],
"product_details": [{"asin": "B09MJVT8FG"},
{"title": "Shappy Balcony Net for Pets 16.5 ft x 2.5 ft Anti Fall Cat Dogs Netting Balcony Mesh Fence Net Screen Protection Crib Mesh for Pets Patios Stairway Clear Stair Banister Guard Apartment(White)"},
{"price": "$18.99"},
{"bullet_list": "Flexible Installation: use the plastic hanging buckles to come across holes, or use the nylon typing rope to fasten the net and rail post together to fix the net; The deck net is 16.5 x 2.5 ft/ 5 x 0.8 m, if the railing is long, you can connect two or more nets in the same installation way, if the railing is short, you can fold the net to install it Practical Design: the liner mesh diameter is very small, safe to use, with fine workmanship, adopts holes design, which will not obstruct your view Reliable Material: this balcony safety screen net is made of sturdy weave fabric material, which is resistant to pull and tear, safe to use for pets Wide Use: this balcony net can avoid your pets from falling off the balcony and high places, keep safe even you are not here, suitable for indoor and outdoor balcony, windows and railing stairs, can be flexibly applied by cutting Easy to Clean: wipe down with soap and sponge, or just remove it with direct washing; The mesh railing protector is weatherproof and waterproof, ideal for both indoor and outdoor use; It can be folded and stored conveniently"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "White"}],
"promotion_items": [{"title": "Cat Balcony Net Cat Anti-Fall Fence Net Dog Fence Nets Transparent Nylon Pet Mesh F...", "asin": "B091PWSMBV", "price": "$22.99", "quantity": ""},
{"title": "Cat Netting Balcony, Wire-Reinforced Cat Net, Bite and Tear-Resistant, UV and Weather-Resistant, Balcony Cat Anti-Fall Netting for Pets, Cat Protection Net for Windows Patio Balcony (6x3m-Black)", "asin": "B0D4MLV84N", "price": "$38.99", "quantity": ""},
{"title": "SUNNY GUARD 3FTx16FT White Balcony Privacy Screen Fence, Apartments Railing Heavy Duty Wind Screen for Outdoor, Deck\uff0cBackyard,Patio Privacy\uff08We Make Custom Sizes\uff09", "asin": "B08HCJ8164", "price": "$28.99", "quantity": ""},
{"title": "Cat Netting Balcony, Stainless Steel Reinforced Bite Tear UV and Weather-Resistant ...", "asin": "B0DJBP6G9D", "price": "$29.99", "quantity": ""},
{"title": "VINGVO Cat Balcony Balcony, 20x10ft Nylon Pet Anti-Fall Fence Net, Cat Anti-Fall Fence Net Safety Net for Balcony, Window, Stair, Patio (26x10ft)", "asin": "B0DMF544HG", "price": "$33.64", "quantity": ""},
{"title": "Netting for Balcony, Cat Netting Anti-Fall Mesh Fence, Anti Bird Netting for Garden/Balcony, Transparent Nylon Pet Mesh Fence for Dogs & Cat, Pet Safety Net for Balcony/Stairs/Window - 10x20Ft", "asin": "B0B2KNYZRK", "price": "$27.99", "quantity": ""},
{"title": "Child Safety Rail Net for Balcony, Patios, Railing and Stairs. Security Guards for Kids/Pet/Toy Both Indoors and Outdoors. 10ft x2.5ft, Sturdy Mesh Fabric Material. (White)", "asin": "B07H6Y68YF", "price": "$14.99", "quantity": ""},
{"title": "Cat Netting Balcony, 10x20ft Steel Wire Reinforced Balcony Screen for Pets, Anti-Fa...", "asin": "B0CWRTK137", "price": "$34.99", "quantity": ""},
{"title": "Cat Balcony Net, Steel Wire Reinforced, Anti-Fall Fence, Safety Net, Extra Strong (...", "asin": "B0CCNZFBGD", "price": "$26.00", "quantity": ""},
{"title": "ZIRAO ROLL - Outdoor Cat Anti-Escape Barrier, Quality Cat Protection for Patios and...", "asin": "B0DN6PMMVY", "price": "$64.90", "quantity": ""},
{"title": "Cat Balcony Net Cat Anti-Fall Fence Net Dog Fence Nets Transparent Nylon Pet Mesh F...", "asin": "B091PWSMBV", "price": "$22.99", "quantity": ""},
{"title": "Cat Netting Balcony, Wire-Reinforced Cat Net, Bite and Tear-Resistant, UV and Weather-Resistant, Balcony Cat Anti-Fall Netting for Pets, Cat Protection Net for Windows Patio Balcony (6x3m-Black)", "asin": "B0D4MLV84N", "price": "$38.99", "quantity": ""},
{"title": "Cat Netting Balcony, Stainless Steel Reinforced Bite Tear UV and Weather-Resistant ...", "asin": "B0DJBP6G9D", "price": "$29.99", "quantity": ""},
{"title": "Jute Hemp Rope Nets for Safety & Decorative,Rope Ladder for Kids and Pet,Versatile ...", "asin": "B0DZSQXC4W", "price": "$22.30", "quantity": ""},
{"title": "VINGVO Cat Balcony Balcony, 20x10ft Nylon Pet Anti-Fall Fence Net, Cat Anti-Fall Fence Net Safety Net for Balcony, Window, Stair, Patio (26x10ft)", "asin": "B0DMF544HG", "price": "$33.64", "quantity": ""},
{"title": "Banister Guard-10ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balco...", "asin": "B0CDSMK668", "price": "$18.99", "quantity": ""},
{"title": "Child Safety Rail Net for Balcony, Patios, Railing and Stairs. Security Guards for Kids/Pet/Toy Both Indoors and Outdoors. 10ft x2.5ft, Sturdy Mesh Fabric Material. (White)", "asin": "B07H6Y68YF", "price": "$14.99", "quantity": ""},
{"title": "Cat Balcony Net Cat Anti-Fall Fence Net Dog Fence Nets Transparent Nylon Pet Mesh F...", "asin": "B091PWSMBV", "price": "$22.99", "quantity": ""},
{"title": "SUNNY GUARD 3FTx16FT White Balcony Privacy Screen Fence, Apartments Railing Heavy Duty Wind Screen for Outdoor, Deck\uff0cBackyard,Patio Privacy\uff08We Make Custom Sizes\uff09", "asin": "B08HCJ8164", "price": "$28.99", "quantity": ""},
{"title": "Cat Netting Balcony, Wire-Reinforced Cat Net, Bite and Tear-Resistant, UV and Weather-Resistant, Balcony Cat Anti-Fall Netting for Pets, Cat Protection Net for Windows Patio Balcony (6x3m-Black)", "asin": "B0D4MLV84N", "price": "$38.99", "quantity": ""}],
"comparison_items": [{"title": "Shappy\u00a0Balcony Net for Pets 16.5 ft x 2.5 ft Anti Fall Cat Dogs Netting Balcony Mesh Fence Net Screen Protection Crib Mesh for Pets Patios Stairway Clear Stair Banister Guard Apartment(White)", "asin": "B09MJVT8FG", "price": "$18.99"},
{"title": "Shappy\u00a0Balcony Net for Pets 16.5 ft x 2.5 ft Anti Fall Cat Dogs Netting Balcony Mesh Fence Net Screen Protection Crib Mesh for Pets Patios Stairway Clear Stair Banister Guard Apartment(Black)", "asin": "B0BKZKL1F7", "price": "$19.99"},
{"title": "Piowet\u00a0Cat Balcony Rail Net Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Dog Fence Nets Black Nylon Pets Anti-Fall Mesh Fence, 10 x 20ft", "asin": "B09DK6MHMV", "price": "$24.88"},
{"title": "JUMXSRLE\u00a0Cat Balcony Rail Net, 10x2.6Ft Anti Fall Netting PET Balcony Mesh Fence Net, Cat Safety Net Balcony Screen, Crib Stair Patios Balcony Railing Cover for Kids & Pets", "asin": "B0C1JXPR63", "price": "$21.99"},
{"title": "Hosuly\u00a0Banister Guard 15 x 3 ft Balcony Netting for Kids Pets Stairway Safety Net Baby Fence Door Balcony Netting Safety Mesh Stair Net with No Drilling for Apartment Railing (Black)", "asin": "B0CHFFRS51", "price": "$21.99"},
{"title": "sunjoy castle\u00a0Banister Guard-15ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (Black)", "asin": "B0C5TNLJ4C", "price": "$20.99"}]
<|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": "2025-04-23T20:31:45.282Z", // 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\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.118Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.784Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:24.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:25.183Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:26.504Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.057Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.913Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:29.854Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:44.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:46.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:48.814Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:50.736Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:53.308Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:54.367Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:56.259Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:57.946Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:59.424Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:00.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:01.760Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:02.699Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:03.813Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:08.833Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:11.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:12.836Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:13.881Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:14.707Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.060Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.723Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:19.004Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:20.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:22.157Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:24.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:33.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:37.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:38.533Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:41.516Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:46.088Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:47.799Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:50.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:49:09.575Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:49:19.353Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:37.129Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:42.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:44.065Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:46.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:48.178Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:52.629Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:54.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:58.427Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:50:01.796Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:50:02.753Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:50:22.856Z\", \"action\": \"purchase\", \"action_argument\": \"B0BP69X89N\"}\n{\"timestamp\": \"2025-04-19T03:51:36.642Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-19T03:54:35.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:40.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:43.314Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:46.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:49.266Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:54.153Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-23T20:30:32.001Z\", \"action\": \"input\", \"action_argument\": \"patio cat\"}\n{\"timestamp\": \"2025-04-23T20:30:42.388Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:30:48.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:31:24.619Z\", \"action\": \"click_product\", \"action_argument\": \"B0BKZKL1F7\"}\n{\"timestamp\": \"2025-04-23T20:31:30.911Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-23T20:31:42.421Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:31:43.076Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:31:45.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"Balcony Net for Pets\"}],\n\"promotion_items\": [{\"title\": \"Cat Balcony Rail Net Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Dog Fence Nets Black Nylon Pets Anti-Fall Mesh Fence, 10 x 20ft\", \"asin\": \"B09DK6MHMV\", \"price\": \"$24.88\", \"quantity\": \"\"},\n{\"title\": \"Shappy Balcony Net for Pets 16.5 ft x 2.5 ft Anti Fall Cat Dogs Netting Balcony Mesh Fence Net Screen Protection Crib Mesh for Pets Patios Stairway Clear Stair Banister Guard Apartment(White)\", \"asin\": \"B09MJVT8FG\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Cat Balcony Net, Steel Wire Reinforced, Anti-Fall Fence, Safety Net, Extra Strong (10 X 13 Ft)\", \"asin\": \"B0CCNZFBGD\", \"price\": \"$26.00\", \"quantity\": \"\"},\n{\"title\": \"AlpineReach Plastic Wire Mesh 1.3ft x 10ft (15.7\\\" x 120\\\") Fence Roll with Zip Ties - Ideal for Poultry, Dogs, Rabbit Barrier & Gardening, Durable Chicken Mesh, Versatile Rigid Fencing & Netting, Black\", \"asin\": \"B0CXY88DKG\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DHVGDW7Q\", \"price\": \"\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"Banister Guard-10ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guard (Black)\", \"asin\": \"B0CDSK7KDT\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25 Only 6 left in stock - order soon.\"},\n{\"title\": \"Banister Guard-10ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (White)\", \"asin\": \"B0CDSMK668\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25 Only 2 left in stock - order soon.\"},\n{\"title\": \"Stair Netting Child Safety Rope Net for Pets\\uff0cApartment\\uff0cBalcony\\uff0cTrampoline\\uff0cPlayground\\uff0cDriveway Net for Kids Safety\\uff0cSports Netting Baseball Softball Net (Black, 3.3FTx9.9FT)\", \"asin\": \"B0D9VBJR7C\", \"price\": \"$20.00\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Roving Cove Stair Banister Guard 10ft x 3ft, Railing Safety Net for Baby Proofing, Child Safety Stairway Cover, Balcony Mesh Netting, Ebony Black\", \"asin\": \"B0BNSVW3KX\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"tupi Banister Guard for Baby - 15ft Lx 3ft H, Premium Balcony Netting for Pets, Child Safety Net, Stair Railing Proof Mesh for Kids, Toys, Pets - White\", \"asin\": \"B0D6RQZFKQ\", \"price\": \"$20.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25 Only 5 left in stock - order soon.\"},\n{\"title\": \"Hosuly Banister Guard 15 x 3 ft Balcony Netting for Kids Pets Stairway Safety Net Baby Fence Door Balcony Netting Safety Mesh Stair Net with No Drilling for Apartment Railing (Black)\", \"asin\": \"B0CHFFRS51\", \"price\": \"$21.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"KidKusion Deck Guard | Made in USA | 16' L x 38\\\" H | Clear | Outdoor Balcony and Stairway Deck Rail Safety Net | Child Safety; Pet Safety; Toy Safety, 4500\", \"asin\": \"B0002KWTF2\", \"price\": \"$27.98\", \"delivery\": \"FREE delivery Apr 29 - May 1 Or fastest delivery Mon, Apr 28\"},\n{\"title\": \"Banister Guard-10ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guard (Black)\", \"asin\": \"B0CDSK7KDT\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25 Only 6 left in stock - order soon.\"},\n{\"title\": \"Banister Guard-15ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (Black)\", \"asin\": \"B0C5TNLJ4C\", \"price\": \"$20.99\", \"delivery\": \"FREE delivery Apr 27 - 30 for Prime members\"},\n{\"title\": \"Cat Netting Balcony, 10x13ft Steel Wire Reinforced Balcony Screen for Pets, Anti-Fall Pet Mesh Fence Cat Safety Net for Balcony, Window, Stair, Patio\", \"asin\": \"B0CWRTCC5R\", \"price\": \"$28.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"JUMXSRLE Balcony Netting for Cats, Wire-Reinforced Cat Net, Bite and Tear-Resistant, UV and Weather-Resistant, Balcony Cat Anti-Fall Netting for Pets (10x3m-black)\", \"asin\": \"B0D4MNKPNP\", \"price\": \"$58.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Cat Balcony Net Cat Anti-Fall Fence Net Dog Fence Nets Transparent Nylon Pet Mesh Fence Anti-Fall Netting for Balcony Window Stairs Netting for Balcony Window Stairs\\uff081020ft, 10 * 20ft\", \"asin\": \"B091PWSMBV\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Cat Balcony Rail Net Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Child Safety Screen Protection Crib Mesh for Pets Baby\", \"asin\": \"B0B31JRNZ9\", \"price\": \"$14.88\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Child Safety Net, Durable Banister Guard for Baby Safety Stairs Railing Balcony Cribs, Banister Stair Mesh Baby Proofing, Easy to Install Stair Netting for Kids, Pets, Toys - (10ft Lx3ft H) Brown\", \"asin\": \"B0B592WCTP\", \"price\": \"$18.99\", \"delivery\": \"FREE delivery Jun 2 - 12 for Prime members\"},\n{\"title\": \"Pet & Garden Safeguard - 15.7IN x 16.4FT Roll - Black Plastic Netting, Multi-Use Decorative Fencing for Poultry, Dogs, Rabbits,Chicken and Snake Barrier\", \"asin\": \"B0CZ8M61V5\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"JIFTOK Ewaves Stairway Net - Baby Safety Rail - 180 inch x 32 inch - Banister Stair Net for Child, Small pet,Toy- Indoor & Outdoor(Black)\", \"asin\": \"B09GLR26Y6\", \"price\": \"$16.79\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Banister Guard for Baby - 15ft x 3ft, Child Safety Net, Rail Balcony Banister Stair Mesh for Kids, Toys, Pets - White\", \"asin\": \"B082SFB756\", \"price\": \"$23.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Cardinal Gates DSHD15 Heavy-Duty Outdoor Deck Netting - Plastic Balcony Netting for Pets & Kids - 15 Feet Long by 3 Feet Tall - Made in The USA - Black\", \"asin\": \"B01AT4E6TW\", \"price\": \"$34.29\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"VINGVO Cat Balcony Balcony, 20x10ft Nylon Pet Anti-Fall Fence Net, Cat Anti-Fall Fence Net Safety Net for Balcony, Window, Stair, Patio (26x10ft)\", \"asin\": \"B0DMF544HG\", \"price\": \"$33.64\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25 Only 10 left in stock - order soon.\"},\n{\"title\": \"Roving Cove Stair Banister Guard 5ft x 3ft, Railing Safety Net for Baby Proofing, Child Safety Stairway Cover, Balcony Mesh Netting, Almond Brown\", \"asin\": \"B01AER8AD2\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Banister Guard-10ft X 2.6ft Thick Balcony Safety Net for Kid Pet Balcony Guard Balcony Netting for Pet Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (Black)\", \"asin\": \"B0CLJCQBCK\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Apr 30 - May 4 for Prime members\"},\n{\"title\": \"DEAR LOV Retractable Baby Gate, Mesh Baby Gate or Mesh Dog Gate, 33\\\" Tall, Extends up to 55\\\" Wide, Child Safety Gate for Doorways, Stairs, Hallways, Indoor/Outdoor (33\\\"x55\\\",Black)\", \"asin\": \"B0B45VHJ89\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Steel Reinforced Cat Netting for Balcony - 10ft x 20ft - Cat Net for Catio \\u2013 Safety Netting for Pets - Animal Proof Screen - Strong Pet Net \\u2013 Kitten Balcony Protection - Barrier for Animals Fence\", \"asin\": \"B0D4R13C2Y\", \"price\": \"$36.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Banister Guard for Baby, Balcony Netting for Pets, 15ft x 3ft, Baby Safety Stairs Rail Net Provides Your Baby with a Environment, Baby Stair Net Fit for Child, Small Pet, Toy - Black\", \"asin\": \"B0BZYM896G\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Banister Guard 6.5ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guard (Black)\", \"asin\": \"B0C7WMJKBQ\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Cat Net Balcony Net Tear Resistant Transparent,High-Strength and Sturdy Staircase Railing Net,Anti Bird Net,Pet Safety Net (10x26ft,Thicker and Stronger,Transparent)\", \"asin\": \"B0CF8GVQTZ\", \"price\": \"$28.88\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25 Only 5 left in stock - order soon.\"},\n{\"title\": \"Balcony Netting for Pets, Stairway Net for Balcony, Pet Netting Balcony Net for Dogs Cats Kids Child Rail Net for Balcony Apartment, Baby Balcony Patios Stairway Net Clear (10ft*2.6ft Thick)\", \"asin\": \"B0B3SXPSCT\", \"price\": \"$23.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Cat Netting, Balcony Netting for Pets,Steel Wire Reinforced Balcony Screen for Pets, Anti-Fall Cat Net for Balcony and Windows,Stair, Patio\\uff08Black,10 * 26ft\\uff09\", \"asin\": \"B0DNP3SR45\", \"price\": \"$41.99\", \"delivery\": \"FREE delivery May 17 - Jun 6 for Prime members\"},\n{\"title\": \"SUNNY GUARD 3'x10' Brown Balcony Deck Privacy Screen Fence, Apartments Railing Screen, Heavy Duty Wind Screen for Outdoor,Backyard,Patio,Deck Privacy\\uff08We Make Custom Sizes\\uff09\", \"asin\": \"B08Q82V4GC\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Cat Netting Balcony, Stainless Steel Reinforced Bite Tear UV and Weather-Resistant Anti-Fall Netting for Pets, Safety Net for Cat, Small Catio for Apartment Balcony Protection (10x13 ft)\", \"asin\": \"B0DJBP6G9D\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Banister Guard-10ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (White)\", \"asin\": \"B0CDSMK668\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25 Only 2 left in stock - order soon.\"},\n{\"title\": \"Cat Balcony Net Cat Anti-Fall Fence Net Dog Fence Nets Transparent Nylon Pet Mesh Fence Anti-Fall Netting for Balcony Window Stairs Netting for Balcony Window Stairs\\uff081020ft, 10 * 20ft\", \"asin\": \"B091PWSMBV\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Cat Balcony Rail Net Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Dog Fence Nets Black Nylon Pets Anti-Fall Mesh Fence, 10 x 20ft\", \"asin\": \"B09DK6MHMV\", \"price\": \"$24.88\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Banister Guard-10ft X 2.6ft Thick Balcony Safety Net for Kid Pet Balcony Guard Balcony Netting for Pet Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (Black)\", \"asin\": \"B0CLJCQBCK\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Apr 30 - May 4 for Prime members\"},\n{\"title\": \"Banister Guard for Baby - 10ft x 3ft Balcony Netting for Pets, Stair Netting Child Safety Net, Stair Railing Proof Mesh for Kids, Dogs, Cats White\", \"asin\": \"B0CSYH5TGB\", \"price\": \"$11.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Stair Netting Child Safety Rope Net for Pets\\uff0cApartment\\uff0cBalcony\\uff0cTrampoline\\uff0cPlayground\\uff0cDriveway Net for Kids Safety\\uff0cSports Netting Baseball Softball Net (Black, 3.3FTx9.9FT)\", \"asin\": \"B0D9VBJR7C\", \"price\": \"$20.00\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Balcony Netting for Pets, Stairway Net for Balcony, Pet Netting Balcony Black Net for Dogs Cats Kids Child Rail Net for Balcony Apartment, Baby Balcony Patios Stairway Net Black (10ft*2.6ft Thick)\", \"asin\": \"B0C1VRKBSY\", \"price\": \"$23.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Roving Cove Stair Banister Guard 10ft x 3ft, Railing Safety Net for Baby Proofing, Child Safety Stairway Cover, Balcony Mesh Netting, Ebony Black\", \"asin\": \"B0BNSVW3KX\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"JIFTOK Baby Gate for Stairs, Banister Guard for Kids, Pets, Toys, 18 ft L x 2.66 ft H, Mesh Netting Safety Net for Balcony Rail Stair, Stairway Net Baby Safety Products for Indoor & Outdoor (Black)\", \"asin\": \"B09582FNXD\", \"price\": \"$21.24\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Cat Netting Balcony, Wire-Reinforced Cat Net, Bite and Tear-Resistant, UV and Weather-Resistant, Balcony Cat Anti-Fall Netting for Pets, Cat Protection Net for Windows Patio Balcony (6x3m-Black)\", \"asin\": \"B0D4MLV84N\", \"price\": \"$38.99\", \"delivery\": \"FREE delivery May 20 - Jun 9 for Prime members\"},\n{\"title\": \"YeeBeny Cat Netting Balcony, 10x13 Ft Steel Wire Reinforced Safety Net for Cat, Cat Balcony Protection Netting, Anti-Fall Pet Balcony Netting Suitable for Balcony Window Staircase Terrace\", \"asin\": \"B0DSPVC5Z4\", \"price\": \"$17.99\", \"delivery\": \"FREE delivery Apr 29 - May 2 for Prime members Only 3 left in stock - order soon.\"},\n{\"title\": \"Cupount Banister Guard for Baby- 10ft x 3.3ft Black Balcony Safety Netting for Pets - Stair Railing Baby Proof - Baby Gate for Stairs\", \"asin\": \"B0D8J3RKMF\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Cat Netting Mesh Fence for Balcony and Windows - Transparent Nylon Pet Net - Anti-Fall (10 * 20ft)\", \"asin\": \"B09ZT95KDN\", \"price\": \"$27.88\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25 Only 14 left in stock - order soon.\"},\n{\"title\": \"Cat Balcony Net, Steel Wire Reinforced, Anti-Fall Fence, Safety Net, Extra Strong (10 X 13 Ft)\", \"asin\": \"B0CCNZFBGD\", \"price\": \"$26.00\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"MaPorch Plastic Wire Mesh Fence - Black, 15.71\\\" x 10 ft - Plastic Chicken Wire Fencing for Dogs, Rabbits & Poultry - Chicken Netting - Snake Barrier - Balcony Netting for Pets - Balcony Cat Barrier\", \"asin\": \"B0936GX5JB\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery May 17 - Jun 5 for Prime members\"},\n{\"title\": \"Shappy Balcony Net for Pets 16.5 ft x 2.5 ft Anti Fall Cat Dogs Netting Balcony Mesh Fence Net Screen Protection Crib Mesh for Pets Patios Stairway Clear Stair Banister Guard Apartment(Black)\", \"asin\": \"B0BKZKL1F7\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25 Only 11 left in stock - order soon.\"},\n{\"title\": \"Banister Guard for Baby, 15ft x 3ft, Premium Balcony Netting for Pets, Child Safety Net, Rail Balcony Banister Stair Mesh for Kids, Toys, Pets, White\", \"asin\": \"B0D6RBNJYF\", \"price\": \"$21.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Balcony Netting for Pets\\uff0cApartment\\uff0cStair\\uff0cTrampoline\\uff0cPlayground\\uff0cChild Safety Rope Net\\uff0cDriveway Net for Kids Safety\\uff0cBaseball Softball Net Sports Netting (3.3ft\\u00d79.9ft, White)\", \"asin\": \"B0CKLBC32D\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Plastic Hardware Mesh Netting, Garden Netting, Temporary Fence, Tree Guards, Safety Net for Balcony, Deck, Stair Railing, Animal Barrier, Poultry, Deer, with 50 Zip Ties, 40'' x 25', Black\", \"asin\": \"B0CFL3MQ7K\", \"price\": \"$33.87\", \"delivery\": \"FREE delivery Sun, Apr 27\"},\n{\"title\": \"Flux Phenom The Original Magnetic Screen Door 38\\\"x82\\\" \\u2013 Easy Install, Strong Magnet Strength, Self-Sealing Mesh, Pet Tested, Hands-Free Entry, Door Screen Magnetic Closure, Keeps Bugs Out\", \"asin\": \"B01ESSA9VO\", \"price\": \"$27.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Mesh Screen with Magnetic Closure-Keeps Bugs Out Let Breeze in, Heavy Duty - Pet and Kid Friendly, Works with Front, Sliding Doors (38 x 82 Inch)\", \"asin\": \"B09YKX9DS7\", \"price\": \"$25.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Child Safety Net, Durable Banister Guard for Baby Safety Stairs Railing Balcony Cribs, Banister Stair Mesh Baby Proofing, Easy to Install Stair Netting for Kids, Pets, Toys - (10ft Lx2.5ft H) White\", \"asin\": \"B07ZQ578J5\", \"price\": \"$15.50\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"tupi Banister Guard for Baby - 15ft Lx 3ft H, Premium Balcony Netting for Pets, Child Safety Net, Stair Railing Proof Mesh for Kids, Toys, Pets - White\", \"asin\": \"B0D6RQZFKQ\", \"price\": \"$20.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25 Only 5 left in stock - order soon.\"},\n{\"title\": \"Child Safety Net - 10ft L x 2.5ft H, Balcony, Patios and Railing Stairs Netting, Safe Rail Net for Kids/Pet/Toy, Sturdy Mesh Fabric Material (Brown)\", \"asin\": \"B087CQZTP6\", \"price\": \"$15.90\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"JUMXSRLE Cat Netting Balcony, UV & Weather-Resistant Cat Balcony Safety Net, Transparent Nylon Pet Mesh Fence Cat Netting for Patio, Balcony, Rail, Stairs, Terraces - 10x13ft\", \"asin\": \"B0B2KVKZTM\", \"price\": \"$22.88\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Cat Balcony Rail Net, 10 x 26 ft Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Dog Fence Nets Black Nylon Pets Anti-Fall Mesh Fence\", \"asin\": \"B0DK4RY3WW\", \"price\": \"$35.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25 Only 5 left in stock - order soon.\"},\n{\"title\": \"Cat Netting Balcony,Black Balcony Net,Preventing Falls Net,Pet Protective Netting,Used to Fix Balconies,Terraces,Windows (13x33 ft)\", \"asin\": \"B0C5VZVZH9\", \"price\": \"$29.77\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Cat Balcony Rail Net Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Child Safety Screen Protection Crib Mesh for Pets\", \"asin\": \"B0B31JXJ5B\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Balcony Safety Net, Baby Proof Banister Guard for Baby, Pets, Kids, and Toys, Railing Mesh Netting for Balcony, Stairs, Stairway, Childproof Safety Fence for Indoor & Outdoor Use, White, 10ft x 2.6ft\", \"asin\": \"B0D8C2H19C\", \"price\": \"$23.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Balcony Netting for Pets Stairway Net for Balcony, 9.84ft x 2.4ft Thick Dogs Cats Balcony Mesh Netting Baby Fence Door Net Balcony Netting Safety Net for Railings Stair Guards (Black)\", \"asin\": \"B0D4Z37RJQ\", \"price\": \"$11.98\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25 Only 5 left in stock - order soon.\"},\n{\"title\": \"Kidkusion Heavy Duty Deck Guard, Black - 16' L x 3' H | Made in USA; Indoor/Outdoor Balcony and Stairway Deck Rail Safety Net; Child Safety; Pet Safety; Toy Safety\", \"asin\": \"B01LY8W0LN\", \"price\": \"$38.99\", \"delivery\": \"FREE delivery Apr 29 - May 1 Or fastest delivery Mon, Apr 28\"},\n{\"title\": \"Cat Balcony Rail Net Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Child Safety Screen Protection Crib Mesh for Pets Baby\", \"asin\": \"B0B31JRNZ9\", \"price\": \"$14.88\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"15.7IN x 10FT Plastic Mesh/Balcony Barrier Mesh/Garden Fence/Cat Netting, Screen for Pets Proof, Dogs, Rabbit, Plants Cover Safety Guard Fencing, Stair Railing mesh\", \"asin\": \"B0D6KJCPSW\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Cat Netting Balcony Pet Mesh Fence for Balcony Transparent Nylon Balcony Netting for Pets Anti-Fall Cat Net for Balcony and Windows\\uff0810*13ft\\uff09\", \"asin\": \"B09ZTB8GBM\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"}]\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\": \"2025-04-23T20:32:13.978Z\", // 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": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
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Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
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{"title": "Shappy Balcony Net for Pets 16.5 ft x 2.5 ft Anti Fall Cat Dogs Netting Balcony Mesh Fence Net Screen Protection Crib Mesh for Pets Patios Stairway Clear Stair Banister Guard Apartment(White)", "asin": "B09MJVT8FG", "price": "$18.99", "quantity": ""},
{"title": "Cat Balcony Net, Steel Wire Reinforced, Anti-Fall Fence, Safety Net, Extra Strong (10 X 13 Ft)", "asin": "B0CCNZFBGD", "price": "$26.00", "quantity": ""},
{"title": "AlpineReach Plastic Wire Mesh 1.3ft x 10ft (15.7\" x 120\") Fence Roll with Zip Ties - Ideal for Poultry, Dogs, Rabbit Barrier & Gardening, Durable Chicken Mesh, Versatile Rigid Fencing & Netting, Black", "asin": "B0CXY88DKG", "price": "$19.99", "quantity": ""},
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"search_results": [{"title": "Banister Guard-10ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guard (Black)", "asin": "B0CDSK7KDT", "price": "$18.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 6 left in stock - order soon."},
{"title": "Banister Guard-10ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (White)", "asin": "B0CDSMK668", "price": "$18.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 2 left in stock - order soon."},
{"title": "Stair Netting Child Safety Rope Net for Pets\uff0cApartment\uff0cBalcony\uff0cTrampoline\uff0cPlayground\uff0cDriveway Net for Kids Safety\uff0cSports Netting Baseball Softball Net (Black, 3.3FTx9.9FT)", "asin": "B0D9VBJR7C", "price": "$20.00", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Roving Cove Stair Banister Guard 10ft x 3ft, Railing Safety Net for Baby Proofing, Child Safety Stairway Cover, Balcony Mesh Netting, Ebony Black", "asin": "B0BNSVW3KX", "price": "$22.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "tupi Banister Guard for Baby - 15ft Lx 3ft H, Premium Balcony Netting for Pets, Child Safety Net, Stair Railing Proof Mesh for Kids, Toys, Pets - White", "asin": "B0D6RQZFKQ", "price": "$20.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 5 left in stock - order soon."},
{"title": "Hosuly Banister Guard 15 x 3 ft Balcony Netting for Kids Pets Stairway Safety Net Baby Fence Door Balcony Netting Safety Mesh Stair Net with No Drilling for Apartment Railing (Black)", "asin": "B0CHFFRS51", "price": "$21.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "KidKusion Deck Guard | Made in USA | 16' L x 38\" H | Clear | Outdoor Balcony and Stairway Deck Rail Safety Net | Child Safety; Pet Safety; Toy Safety, 4500", "asin": "B0002KWTF2", "price": "$27.98", "delivery": "FREE delivery Apr 29 - May 1 Or fastest delivery Mon, Apr 28"},
{"title": "Banister Guard-10ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guard (Black)", "asin": "B0CDSK7KDT", "price": "$18.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 6 left in stock - order soon."},
{"title": "Banister Guard-15ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (Black)", "asin": "B0C5TNLJ4C", "price": "$20.99", "delivery": "FREE delivery Apr 27 - 30 for Prime members"},
{"title": "Cat Netting Balcony, 10x13ft Steel Wire Reinforced Balcony Screen for Pets, Anti-Fall Pet Mesh Fence Cat Safety Net for Balcony, Window, Stair, Patio", "asin": "B0CWRTCC5R", "price": "$28.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "JUMXSRLE Balcony Netting for Cats, Wire-Reinforced Cat Net, Bite and Tear-Resistant, UV and Weather-Resistant, Balcony Cat Anti-Fall Netting for Pets (10x3m-black)", "asin": "B0D4MNKPNP", "price": "$58.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Balcony Net Cat Anti-Fall Fence Net Dog Fence Nets Transparent Nylon Pet Mesh Fence Anti-Fall Netting for Balcony Window Stairs Netting for Balcony Window Stairs\uff081020ft, 10 * 20ft", "asin": "B091PWSMBV", "price": "$22.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Balcony Rail Net Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Child Safety Screen Protection Crib Mesh for Pets Baby", "asin": "B0B31JRNZ9", "price": "$14.88", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Child Safety Net, Durable Banister Guard for Baby Safety Stairs Railing Balcony Cribs, Banister Stair Mesh Baby Proofing, Easy to Install Stair Netting for Kids, Pets, Toys - (10ft Lx3ft H) Brown", "asin": "B0B592WCTP", "price": "$18.99", "delivery": "FREE delivery Jun 2 - 12 for Prime members"},
{"title": "Pet & Garden Safeguard - 15.7IN x 16.4FT Roll - Black Plastic Netting, Multi-Use Decorative Fencing for Poultry, Dogs, Rabbits,Chicken and Snake Barrier", "asin": "B0CZ8M61V5", "price": "$12.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "JIFTOK Ewaves Stairway Net - Baby Safety Rail - 180 inch x 32 inch - Banister Stair Net for Child, Small pet,Toy- Indoor & Outdoor(Black)", "asin": "B09GLR26Y6", "price": "$16.79", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Banister Guard for Baby - 15ft x 3ft, Child Safety Net, Rail Balcony Banister Stair Mesh for Kids, Toys, Pets - White", "asin": "B082SFB756", "price": "$23.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cardinal Gates DSHD15 Heavy-Duty Outdoor Deck Netting - Plastic Balcony Netting for Pets & Kids - 15 Feet Long by 3 Feet Tall - Made in The USA - Black", "asin": "B01AT4E6TW", "price": "$34.29", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "VINGVO Cat Balcony Balcony, 20x10ft Nylon Pet Anti-Fall Fence Net, Cat Anti-Fall Fence Net Safety Net for Balcony, Window, Stair, Patio (26x10ft)", "asin": "B0DMF544HG", "price": "$33.64", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 10 left in stock - order soon."},
{"title": "Roving Cove Stair Banister Guard 5ft x 3ft, Railing Safety Net for Baby Proofing, Child Safety Stairway Cover, Balcony Mesh Netting, Almond Brown", "asin": "B01AER8AD2", "price": "$16.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Banister Guard-10ft X 2.6ft Thick Balcony Safety Net for Kid Pet Balcony Guard Balcony Netting for Pet Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (Black)", "asin": "B0CLJCQBCK", "price": "$15.99", "delivery": "FREE delivery Apr 30 - May 4 for Prime members"},
{"title": "DEAR LOV Retractable Baby Gate, Mesh Baby Gate or Mesh Dog Gate, 33\" Tall, Extends up to 55\" Wide, Child Safety Gate for Doorways, Stairs, Hallways, Indoor/Outdoor (33\"x55\",Black)", "asin": "B0B45VHJ89", "price": "$39.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Steel Reinforced Cat Netting for Balcony - 10ft x 20ft - Cat Net for Catio \u2013 Safety Netting for Pets - Animal Proof Screen - Strong Pet Net \u2013 Kitten Balcony Protection - Barrier for Animals Fence", "asin": "B0D4R13C2Y", "price": "$36.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Banister Guard for Baby, Balcony Netting for Pets, 15ft x 3ft, Baby Safety Stairs Rail Net Provides Your Baby with a Environment, Baby Stair Net Fit for Child, Small Pet, Toy - Black", "asin": "B0BZYM896G", "price": "$19.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Banister Guard 6.5ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guard (Black)", "asin": "B0C7WMJKBQ", "price": "$16.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Net Balcony Net Tear Resistant Transparent,High-Strength and Sturdy Staircase Railing Net,Anti Bird Net,Pet Safety Net (10x26ft,Thicker and Stronger,Transparent)", "asin": "B0CF8GVQTZ", "price": "$28.88", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 5 left in stock - order soon."},
{"title": "Balcony Netting for Pets, Stairway Net for Balcony, Pet Netting Balcony Net for Dogs Cats Kids Child Rail Net for Balcony Apartment, Baby Balcony Patios Stairway Net Clear (10ft*2.6ft Thick)", "asin": "B0B3SXPSCT", "price": "$23.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Netting, Balcony Netting for Pets,Steel Wire Reinforced Balcony Screen for Pets, Anti-Fall Cat Net for Balcony and Windows,Stair, Patio\uff08Black,10 * 26ft\uff09", "asin": "B0DNP3SR45", "price": "$41.99", "delivery": "FREE delivery May 17 - Jun 6 for Prime members"},
{"title": "SUNNY GUARD 3'x10' Brown Balcony Deck Privacy Screen Fence, Apartments Railing Screen, Heavy Duty Wind Screen for Outdoor,Backyard,Patio,Deck Privacy\uff08We Make Custom Sizes\uff09", "asin": "B08Q82V4GC", "price": "$16.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Netting Balcony, Stainless Steel Reinforced Bite Tear UV and Weather-Resistant Anti-Fall Netting for Pets, Safety Net for Cat, Small Catio for Apartment Balcony Protection (10x13 ft)", "asin": "B0DJBP6G9D", "price": "$29.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Banister Guard-10ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (White)", "asin": "B0CDSMK668", "price": "$18.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 2 left in stock - order soon."},
{"title": "Cat Balcony Net Cat Anti-Fall Fence Net Dog Fence Nets Transparent Nylon Pet Mesh Fence Anti-Fall Netting for Balcony Window Stairs Netting for Balcony Window Stairs\uff081020ft, 10 * 20ft", "asin": "B091PWSMBV", "price": "$22.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Balcony Rail Net Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Dog Fence Nets Black Nylon Pets Anti-Fall Mesh Fence, 10 x 20ft", "asin": "B09DK6MHMV", "price": "$24.88", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Banister Guard-10ft X 2.6ft Thick Balcony Safety Net for Kid Pet Balcony Guard Balcony Netting for Pet Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (Black)", "asin": "B0CLJCQBCK", "price": "$15.99", "delivery": "FREE delivery Apr 30 - May 4 for Prime members"},
{"title": "Banister Guard for Baby - 10ft x 3ft Balcony Netting for Pets, Stair Netting Child Safety Net, Stair Railing Proof Mesh for Kids, Dogs, Cats White", "asin": "B0CSYH5TGB", "price": "$11.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Stair Netting Child Safety Rope Net for Pets\uff0cApartment\uff0cBalcony\uff0cTrampoline\uff0cPlayground\uff0cDriveway Net for Kids Safety\uff0cSports Netting Baseball Softball Net (Black, 3.3FTx9.9FT)", "asin": "B0D9VBJR7C", "price": "$20.00", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Balcony Netting for Pets, Stairway Net for Balcony, Pet Netting Balcony Black Net for Dogs Cats Kids Child Rail Net for Balcony Apartment, Baby Balcony Patios Stairway Net Black (10ft*2.6ft Thick)", "asin": "B0C1VRKBSY", "price": "$23.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Roving Cove Stair Banister Guard 10ft x 3ft, Railing Safety Net for Baby Proofing, Child Safety Stairway Cover, Balcony Mesh Netting, Ebony Black", "asin": "B0BNSVW3KX", "price": "$22.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "JIFTOK Baby Gate for Stairs, Banister Guard for Kids, Pets, Toys, 18 ft L x 2.66 ft H, Mesh Netting Safety Net for Balcony Rail Stair, Stairway Net Baby Safety Products for Indoor & Outdoor (Black)", "asin": "B09582FNXD", "price": "$21.24", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Netting Balcony, Wire-Reinforced Cat Net, Bite and Tear-Resistant, UV and Weather-Resistant, Balcony Cat Anti-Fall Netting for Pets, Cat Protection Net for Windows Patio Balcony (6x3m-Black)", "asin": "B0D4MLV84N", "price": "$38.99", "delivery": "FREE delivery May 20 - Jun 9 for Prime members"},
{"title": "YeeBeny Cat Netting Balcony, 10x13 Ft Steel Wire Reinforced Safety Net for Cat, Cat Balcony Protection Netting, Anti-Fall Pet Balcony Netting Suitable for Balcony Window Staircase Terrace", "asin": "B0DSPVC5Z4", "price": "$17.99", "delivery": "FREE delivery Apr 29 - May 2 for Prime members Only 3 left in stock - order soon."},
{"title": "Cupount Banister Guard for Baby- 10ft x 3.3ft Black Balcony Safety Netting for Pets - Stair Railing Baby Proof - Baby Gate for Stairs", "asin": "B0D8J3RKMF", "price": "$18.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Netting Mesh Fence for Balcony and Windows - Transparent Nylon Pet Net - Anti-Fall (10 * 20ft)", "asin": "B09ZT95KDN", "price": "$27.88", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 14 left in stock - order soon."},
{"title": "Cat Balcony Net, Steel Wire Reinforced, Anti-Fall Fence, Safety Net, Extra Strong (10 X 13 Ft)", "asin": "B0CCNZFBGD", "price": "$26.00", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "MaPorch Plastic Wire Mesh Fence - Black, 15.71\" x 10 ft - Plastic Chicken Wire Fencing for Dogs, Rabbits & Poultry - Chicken Netting - Snake Barrier - Balcony Netting for Pets - Balcony Cat Barrier", "asin": "B0936GX5JB", "price": "$23.99", "delivery": "FREE delivery May 17 - Jun 5 for Prime members"},
{"title": "Shappy Balcony Net for Pets 16.5 ft x 2.5 ft Anti Fall Cat Dogs Netting Balcony Mesh Fence Net Screen Protection Crib Mesh for Pets Patios Stairway Clear Stair Banister Guard Apartment(Black)", "asin": "B0BKZKL1F7", "price": "$19.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 11 left in stock - order soon."},
{"title": "Banister Guard for Baby, 15ft x 3ft, Premium Balcony Netting for Pets, Child Safety Net, Rail Balcony Banister Stair Mesh for Kids, Toys, Pets, White", "asin": "B0D6RBNJYF", "price": "$21.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Balcony Netting for Pets\uff0cApartment\uff0cStair\uff0cTrampoline\uff0cPlayground\uff0cChild Safety Rope Net\uff0cDriveway Net for Kids Safety\uff0cBaseball Softball Net Sports Netting (3.3ft\u00d79.9ft, White)", "asin": "B0CKLBC32D", "price": "$22.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Plastic Hardware Mesh Netting, Garden Netting, Temporary Fence, Tree Guards, Safety Net for Balcony, Deck, Stair Railing, Animal Barrier, Poultry, Deer, with 50 Zip Ties, 40'' x 25', Black", "asin": "B0CFL3MQ7K", "price": "$33.87", "delivery": "FREE delivery Sun, Apr 27"},
{"title": "Flux Phenom The Original Magnetic Screen Door 38\"x82\" \u2013 Easy Install, Strong Magnet Strength, Self-Sealing Mesh, Pet Tested, Hands-Free Entry, Door Screen Magnetic Closure, Keeps Bugs Out", "asin": "B01ESSA9VO", "price": "$27.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Mesh Screen with Magnetic Closure-Keeps Bugs Out Let Breeze in, Heavy Duty - Pet and Kid Friendly, Works with Front, Sliding Doors (38 x 82 Inch)", "asin": "B09YKX9DS7", "price": "$25.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Child Safety Net, Durable Banister Guard for Baby Safety Stairs Railing Balcony Cribs, Banister Stair Mesh Baby Proofing, Easy to Install Stair Netting for Kids, Pets, Toys - (10ft Lx2.5ft H) White", "asin": "B07ZQ578J5", "price": "$15.50", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "tupi Banister Guard for Baby - 15ft Lx 3ft H, Premium Balcony Netting for Pets, Child Safety Net, Stair Railing Proof Mesh for Kids, Toys, Pets - White", "asin": "B0D6RQZFKQ", "price": "$20.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 5 left in stock - order soon."},
{"title": "Child Safety Net - 10ft L x 2.5ft H, Balcony, Patios and Railing Stairs Netting, Safe Rail Net for Kids/Pet/Toy, Sturdy Mesh Fabric Material (Brown)", "asin": "B087CQZTP6", "price": "$15.90", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "JUMXSRLE Cat Netting Balcony, UV & Weather-Resistant Cat Balcony Safety Net, Transparent Nylon Pet Mesh Fence Cat Netting for Patio, Balcony, Rail, Stairs, Terraces - 10x13ft", "asin": "B0B2KVKZTM", "price": "$22.88", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Balcony Rail Net, 10 x 26 ft Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Dog Fence Nets Black Nylon Pets Anti-Fall Mesh Fence", "asin": "B0DK4RY3WW", "price": "$35.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 5 left in stock - order soon."},
{"title": "Cat Netting Balcony,Black Balcony Net,Preventing Falls Net,Pet Protective Netting,Used to Fix Balconies,Terraces,Windows (13x33 ft)", "asin": "B0C5VZVZH9", "price": "$29.77", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Balcony Rail Net Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Child Safety Screen Protection Crib Mesh for Pets", "asin": "B0B31JXJ5B", "price": "$9.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Balcony Safety Net, Baby Proof Banister Guard for Baby, Pets, Kids, and Toys, Railing Mesh Netting for Balcony, Stairs, Stairway, Childproof Safety Fence for Indoor & Outdoor Use, White, 10ft x 2.6ft", "asin": "B0D8C2H19C", "price": "$23.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Balcony Netting for Pets Stairway Net for Balcony, 9.84ft x 2.4ft Thick Dogs Cats Balcony Mesh Netting Baby Fence Door Net Balcony Netting Safety Net for Railings Stair Guards (Black)", "asin": "B0D4Z37RJQ", "price": "$11.98", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 5 left in stock - order soon."},
{"title": "Kidkusion Heavy Duty Deck Guard, Black - 16' L x 3' H | Made in USA; Indoor/Outdoor Balcony and Stairway Deck Rail Safety Net; Child Safety; Pet Safety; Toy Safety", "asin": "B01LY8W0LN", "price": "$38.99", "delivery": "FREE delivery Apr 29 - May 1 Or fastest delivery Mon, Apr 28"},
{"title": "Cat Balcony Rail Net Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Child Safety Screen Protection Crib Mesh for Pets Baby", "asin": "B0B31JRNZ9", "price": "$14.88", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "15.7IN x 10FT Plastic Mesh/Balcony Barrier Mesh/Garden Fence/Cat Netting, Screen for Pets Proof, Dogs, Rabbit, Plants Cover Safety Guard Fencing, Stair Railing mesh", "asin": "B0D6KJCPSW", "price": "$17.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Netting Balcony Pet Mesh Fence for Balcony Transparent Nylon Balcony Netting for Pets Anti-Fall Cat Net for Balcony and Windows\uff0810*13ft\uff09", "asin": "B09ZTB8GBM", "price": "$22.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"}]
<|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": "2025-04-23T20:32:13.978Z", // 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>
|
2025-04-23T20:32:13.978Z
|
click
|
search
|
rule
|
2025-04-23T20:32:13.978Z
|
click
|
search
|
train
| 176 |
2025-04-23T20:32:13.978Z
|
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": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:09.575Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:19.353Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:37.129Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:42.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:44.065Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:46.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:48.178Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:52.629Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:54.589Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:58.427Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:01.796Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:02.753Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:22.856Z", "action": "purchase", "action_argument": "B0BP69X89N"}
{"timestamp": "2025-04-19T03:51:36.642Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:54:35.038Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:40.413Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:43.314Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:46.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:49.266Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:54.153Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-23T20:30:32.001Z", "action": "input", "action_argument": "patio cat"}
{"timestamp": "2025-04-23T20:30:42.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:30:48.621Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:31:24.619Z", "action": "click_product", "action_argument": "B0BKZKL1F7"}
{"timestamp": "2025-04-23T20:31:30.911Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-23T20:31:42.421Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:31:43.076Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:31:45.282Z", "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": "Balcony Net for Pets"}],
"promotion_items": [{"title": "Cat Balcony Rail Net Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Dog Fence Nets Black Nylon Pets Anti-Fall Mesh Fence, 10 x 20ft", "asin": "B09DK6MHMV", "price": "$24.88", "quantity": ""},
{"title": "Shappy Balcony Net for Pets 16.5 ft x 2.5 ft Anti Fall Cat Dogs Netting Balcony Mesh Fence Net Screen Protection Crib Mesh for Pets Patios Stairway Clear Stair Banister Guard Apartment(White)", "asin": "B09MJVT8FG", "price": "$18.99", "quantity": ""},
{"title": "Cat Balcony Net, Steel Wire Reinforced, Anti-Fall Fence, Safety Net, Extra Strong (10 X 13 Ft)", "asin": "B0CCNZFBGD", "price": "$26.00", "quantity": ""},
{"title": "AlpineReach Plastic Wire Mesh 1.3ft x 10ft (15.7\" x 120\") Fence Roll with Zip Ties - Ideal for Poultry, Dogs, Rabbit Barrier & Gardening, Durable Chicken Mesh, Versatile Rigid Fencing & Netting, Black", "asin": "B0CXY88DKG", "price": "$19.99", "quantity": ""},
{"title": "", "asin": "B0DHVGDW7Q", "price": "", "quantity": ""}],
"search_results": [{"title": "Banister Guard-10ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guard (Black)", "asin": "B0CDSK7KDT", "price": "$18.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 6 left in stock - order soon."},
{"title": "Banister Guard-10ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (White)", "asin": "B0CDSMK668", "price": "$18.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 2 left in stock - order soon."},
{"title": "Stair Netting Child Safety Rope Net for Pets\uff0cApartment\uff0cBalcony\uff0cTrampoline\uff0cPlayground\uff0cDriveway Net for Kids Safety\uff0cSports Netting Baseball Softball Net (Black, 3.3FTx9.9FT)", "asin": "B0D9VBJR7C", "price": "$20.00", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Roving Cove Stair Banister Guard 10ft x 3ft, Railing Safety Net for Baby Proofing, Child Safety Stairway Cover, Balcony Mesh Netting, Ebony Black", "asin": "B0BNSVW3KX", "price": "$22.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "tupi Banister Guard for Baby - 15ft Lx 3ft H, Premium Balcony Netting for Pets, Child Safety Net, Stair Railing Proof Mesh for Kids, Toys, Pets - White", "asin": "B0D6RQZFKQ", "price": "$20.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 5 left in stock - order soon."},
{"title": "Hosuly Banister Guard 15 x 3 ft Balcony Netting for Kids Pets Stairway Safety Net Baby Fence Door Balcony Netting Safety Mesh Stair Net with No Drilling for Apartment Railing (Black)", "asin": "B0CHFFRS51", "price": "$21.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "KidKusion Deck Guard | Made in USA | 16' L x 38\" H | Clear | Outdoor Balcony and Stairway Deck Rail Safety Net | Child Safety; Pet Safety; Toy Safety, 4500", "asin": "B0002KWTF2", "price": "$27.98", "delivery": "FREE delivery Apr 29 - May 1 Or fastest delivery Mon, Apr 28"},
{"title": "Banister Guard-10ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guard (Black)", "asin": "B0CDSK7KDT", "price": "$18.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 6 left in stock - order soon."},
{"title": "Banister Guard-15ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (Black)", "asin": "B0C5TNLJ4C", "price": "$20.99", "delivery": "FREE delivery Apr 27 - 30 for Prime members"},
{"title": "Cat Netting Balcony, 10x13ft Steel Wire Reinforced Balcony Screen for Pets, Anti-Fall Pet Mesh Fence Cat Safety Net for Balcony, Window, Stair, Patio", "asin": "B0CWRTCC5R", "price": "$28.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "JUMXSRLE Balcony Netting for Cats, Wire-Reinforced Cat Net, Bite and Tear-Resistant, UV and Weather-Resistant, Balcony Cat Anti-Fall Netting for Pets (10x3m-black)", "asin": "B0D4MNKPNP", "price": "$58.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Balcony Net Cat Anti-Fall Fence Net Dog Fence Nets Transparent Nylon Pet Mesh Fence Anti-Fall Netting for Balcony Window Stairs Netting for Balcony Window Stairs\uff081020ft, 10 * 20ft", "asin": "B091PWSMBV", "price": "$22.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Balcony Rail Net Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Child Safety Screen Protection Crib Mesh for Pets Baby", "asin": "B0B31JRNZ9", "price": "$14.88", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Child Safety Net, Durable Banister Guard for Baby Safety Stairs Railing Balcony Cribs, Banister Stair Mesh Baby Proofing, Easy to Install Stair Netting for Kids, Pets, Toys - (10ft Lx3ft H) Brown", "asin": "B0B592WCTP", "price": "$18.99", "delivery": "FREE delivery Jun 2 - 12 for Prime members"},
{"title": "Pet & Garden Safeguard - 15.7IN x 16.4FT Roll - Black Plastic Netting, Multi-Use Decorative Fencing for Poultry, Dogs, Rabbits,Chicken and Snake Barrier", "asin": "B0CZ8M61V5", "price": "$12.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "JIFTOK Ewaves Stairway Net - Baby Safety Rail - 180 inch x 32 inch - Banister Stair Net for Child, Small pet,Toy- Indoor & Outdoor(Black)", "asin": "B09GLR26Y6", "price": "$16.79", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Banister Guard for Baby - 15ft x 3ft, Child Safety Net, Rail Balcony Banister Stair Mesh for Kids, Toys, Pets - White", "asin": "B082SFB756", "price": "$23.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cardinal Gates DSHD15 Heavy-Duty Outdoor Deck Netting - Plastic Balcony Netting for Pets & Kids - 15 Feet Long by 3 Feet Tall - Made in The USA - Black", "asin": "B01AT4E6TW", "price": "$34.29", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "VINGVO Cat Balcony Balcony, 20x10ft Nylon Pet Anti-Fall Fence Net, Cat Anti-Fall Fence Net Safety Net for Balcony, Window, Stair, Patio (26x10ft)", "asin": "B0DMF544HG", "price": "$33.64", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 10 left in stock - order soon."},
{"title": "Roving Cove Stair Banister Guard 5ft x 3ft, Railing Safety Net for Baby Proofing, Child Safety Stairway Cover, Balcony Mesh Netting, Almond Brown", "asin": "B01AER8AD2", "price": "$16.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Banister Guard-10ft X 2.6ft Thick Balcony Safety Net for Kid Pet Balcony Guard Balcony Netting for Pet Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (Black)", "asin": "B0CLJCQBCK", "price": "$15.99", "delivery": "FREE delivery Apr 30 - May 4 for Prime members"},
{"title": "DEAR LOV Retractable Baby Gate, Mesh Baby Gate or Mesh Dog Gate, 33\" Tall, Extends up to 55\" Wide, Child Safety Gate for Doorways, Stairs, Hallways, Indoor/Outdoor (33\"x55\",Black)", "asin": "B0B45VHJ89", "price": "$39.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Steel Reinforced Cat Netting for Balcony - 10ft x 20ft - Cat Net for Catio \u2013 Safety Netting for Pets - Animal Proof Screen - Strong Pet Net \u2013 Kitten Balcony Protection - Barrier for Animals Fence", "asin": "B0D4R13C2Y", "price": "$36.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Banister Guard for Baby, Balcony Netting for Pets, 15ft x 3ft, Baby Safety Stairs Rail Net Provides Your Baby with a Environment, Baby Stair Net Fit for Child, Small Pet, Toy - Black", "asin": "B0BZYM896G", "price": "$19.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Banister Guard 6.5ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guard (Black)", "asin": "B0C7WMJKBQ", "price": "$16.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Net Balcony Net Tear Resistant Transparent,High-Strength and Sturdy Staircase Railing Net,Anti Bird Net,Pet Safety Net (10x26ft,Thicker and Stronger,Transparent)", "asin": "B0CF8GVQTZ", "price": "$28.88", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 5 left in stock - order soon."},
{"title": "Balcony Netting for Pets, Stairway Net for Balcony, Pet Netting Balcony Net for Dogs Cats Kids Child Rail Net for Balcony Apartment, Baby Balcony Patios Stairway Net Clear (10ft*2.6ft Thick)", "asin": "B0B3SXPSCT", "price": "$23.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Netting, Balcony Netting for Pets,Steel Wire Reinforced Balcony Screen for Pets, Anti-Fall Cat Net for Balcony and Windows,Stair, Patio\uff08Black,10 * 26ft\uff09", "asin": "B0DNP3SR45", "price": "$41.99", "delivery": "FREE delivery May 17 - Jun 6 for Prime members"},
{"title": "SUNNY GUARD 3'x10' Brown Balcony Deck Privacy Screen Fence, Apartments Railing Screen, Heavy Duty Wind Screen for Outdoor,Backyard,Patio,Deck Privacy\uff08We Make Custom Sizes\uff09", "asin": "B08Q82V4GC", "price": "$16.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Netting Balcony, Stainless Steel Reinforced Bite Tear UV and Weather-Resistant Anti-Fall Netting for Pets, Safety Net for Cat, Small Catio for Apartment Balcony Protection (10x13 ft)", "asin": "B0DJBP6G9D", "price": "$29.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Banister Guard-10ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (White)", "asin": "B0CDSMK668", "price": "$18.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 2 left in stock - order soon."},
{"title": "Cat Balcony Net Cat Anti-Fall Fence Net Dog Fence Nets Transparent Nylon Pet Mesh Fence Anti-Fall Netting for Balcony Window Stairs Netting for Balcony Window Stairs\uff081020ft, 10 * 20ft", "asin": "B091PWSMBV", "price": "$22.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Balcony Rail Net Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Dog Fence Nets Black Nylon Pets Anti-Fall Mesh Fence, 10 x 20ft", "asin": "B09DK6MHMV", "price": "$24.88", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Banister Guard-10ft X 2.6ft Thick Balcony Safety Net for Kid Pet Balcony Guard Balcony Netting for Pet Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (Black)", "asin": "B0CLJCQBCK", "price": "$15.99", "delivery": "FREE delivery Apr 30 - May 4 for Prime members"},
{"title": "Banister Guard for Baby - 10ft x 3ft Balcony Netting for Pets, Stair Netting Child Safety Net, Stair Railing Proof Mesh for Kids, Dogs, Cats White", "asin": "B0CSYH5TGB", "price": "$11.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Stair Netting Child Safety Rope Net for Pets\uff0cApartment\uff0cBalcony\uff0cTrampoline\uff0cPlayground\uff0cDriveway Net for Kids Safety\uff0cSports Netting Baseball Softball Net (Black, 3.3FTx9.9FT)", "asin": "B0D9VBJR7C", "price": "$20.00", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Balcony Netting for Pets, Stairway Net for Balcony, Pet Netting Balcony Black Net for Dogs Cats Kids Child Rail Net for Balcony Apartment, Baby Balcony Patios Stairway Net Black (10ft*2.6ft Thick)", "asin": "B0C1VRKBSY", "price": "$23.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Roving Cove Stair Banister Guard 10ft x 3ft, Railing Safety Net for Baby Proofing, Child Safety Stairway Cover, Balcony Mesh Netting, Ebony Black", "asin": "B0BNSVW3KX", "price": "$22.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "JIFTOK Baby Gate for Stairs, Banister Guard for Kids, Pets, Toys, 18 ft L x 2.66 ft H, Mesh Netting Safety Net for Balcony Rail Stair, Stairway Net Baby Safety Products for Indoor & Outdoor (Black)", "asin": "B09582FNXD", "price": "$21.24", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Netting Balcony, Wire-Reinforced Cat Net, Bite and Tear-Resistant, UV and Weather-Resistant, Balcony Cat Anti-Fall Netting for Pets, Cat Protection Net for Windows Patio Balcony (6x3m-Black)", "asin": "B0D4MLV84N", "price": "$38.99", "delivery": "FREE delivery May 20 - Jun 9 for Prime members"},
{"title": "YeeBeny Cat Netting Balcony, 10x13 Ft Steel Wire Reinforced Safety Net for Cat, Cat Balcony Protection Netting, Anti-Fall Pet Balcony Netting Suitable for Balcony Window Staircase Terrace", "asin": "B0DSPVC5Z4", "price": "$17.99", "delivery": "FREE delivery Apr 29 - May 2 for Prime members Only 3 left in stock - order soon."},
{"title": "Cupount Banister Guard for Baby- 10ft x 3.3ft Black Balcony Safety Netting for Pets - Stair Railing Baby Proof - Baby Gate for Stairs", "asin": "B0D8J3RKMF", "price": "$18.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Netting Mesh Fence for Balcony and Windows - Transparent Nylon Pet Net - Anti-Fall (10 * 20ft)", "asin": "B09ZT95KDN", "price": "$27.88", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 14 left in stock - order soon."},
{"title": "Cat Balcony Net, Steel Wire Reinforced, Anti-Fall Fence, Safety Net, Extra Strong (10 X 13 Ft)", "asin": "B0CCNZFBGD", "price": "$26.00", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "MaPorch Plastic Wire Mesh Fence - Black, 15.71\" x 10 ft - Plastic Chicken Wire Fencing for Dogs, Rabbits & Poultry - Chicken Netting - Snake Barrier - Balcony Netting for Pets - Balcony Cat Barrier", "asin": "B0936GX5JB", "price": "$23.99", "delivery": "FREE delivery May 17 - Jun 5 for Prime members"},
{"title": "Shappy Balcony Net for Pets 16.5 ft x 2.5 ft Anti Fall Cat Dogs Netting Balcony Mesh Fence Net Screen Protection Crib Mesh for Pets Patios Stairway Clear Stair Banister Guard Apartment(Black)", "asin": "B0BKZKL1F7", "price": "$19.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 11 left in stock - order soon."},
{"title": "Banister Guard for Baby, 15ft x 3ft, Premium Balcony Netting for Pets, Child Safety Net, Rail Balcony Banister Stair Mesh for Kids, Toys, Pets, White", "asin": "B0D6RBNJYF", "price": "$21.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Balcony Netting for Pets\uff0cApartment\uff0cStair\uff0cTrampoline\uff0cPlayground\uff0cChild Safety Rope Net\uff0cDriveway Net for Kids Safety\uff0cBaseball Softball Net Sports Netting (3.3ft\u00d79.9ft, White)", "asin": "B0CKLBC32D", "price": "$22.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Plastic Hardware Mesh Netting, Garden Netting, Temporary Fence, Tree Guards, Safety Net for Balcony, Deck, Stair Railing, Animal Barrier, Poultry, Deer, with 50 Zip Ties, 40'' x 25', Black", "asin": "B0CFL3MQ7K", "price": "$33.87", "delivery": "FREE delivery Sun, Apr 27"},
{"title": "Flux Phenom The Original Magnetic Screen Door 38\"x82\" \u2013 Easy Install, Strong Magnet Strength, Self-Sealing Mesh, Pet Tested, Hands-Free Entry, Door Screen Magnetic Closure, Keeps Bugs Out", "asin": "B01ESSA9VO", "price": "$27.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Mesh Screen with Magnetic Closure-Keeps Bugs Out Let Breeze in, Heavy Duty - Pet and Kid Friendly, Works with Front, Sliding Doors (38 x 82 Inch)", "asin": "B09YKX9DS7", "price": "$25.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Child Safety Net, Durable Banister Guard for Baby Safety Stairs Railing Balcony Cribs, Banister Stair Mesh Baby Proofing, Easy to Install Stair Netting for Kids, Pets, Toys - (10ft Lx2.5ft H) White", "asin": "B07ZQ578J5", "price": "$15.50", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "tupi Banister Guard for Baby - 15ft Lx 3ft H, Premium Balcony Netting for Pets, Child Safety Net, Stair Railing Proof Mesh for Kids, Toys, Pets - White", "asin": "B0D6RQZFKQ", "price": "$20.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 5 left in stock - order soon."},
{"title": "Child Safety Net - 10ft L x 2.5ft H, Balcony, Patios and Railing Stairs Netting, Safe Rail Net for Kids/Pet/Toy, Sturdy Mesh Fabric Material (Brown)", "asin": "B087CQZTP6", "price": "$15.90", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "JUMXSRLE Cat Netting Balcony, UV & Weather-Resistant Cat Balcony Safety Net, Transparent Nylon Pet Mesh Fence Cat Netting for Patio, Balcony, Rail, Stairs, Terraces - 10x13ft", "asin": "B0B2KVKZTM", "price": "$22.88", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Balcony Rail Net, 10 x 26 ft Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Dog Fence Nets Black Nylon Pets Anti-Fall Mesh Fence", "asin": "B0DK4RY3WW", "price": "$35.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 5 left in stock - order soon."},
{"title": "Cat Netting Balcony,Black Balcony Net,Preventing Falls Net,Pet Protective Netting,Used to Fix Balconies,Terraces,Windows (13x33 ft)", "asin": "B0C5VZVZH9", "price": "$29.77", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Balcony Rail Net Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Child Safety Screen Protection Crib Mesh for Pets", "asin": "B0B31JXJ5B", "price": "$9.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Balcony Safety Net, Baby Proof Banister Guard for Baby, Pets, Kids, and Toys, Railing Mesh Netting for Balcony, Stairs, Stairway, Childproof Safety Fence for Indoor & Outdoor Use, White, 10ft x 2.6ft", "asin": "B0D8C2H19C", "price": "$23.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Balcony Netting for Pets Stairway Net for Balcony, 9.84ft x 2.4ft Thick Dogs Cats Balcony Mesh Netting Baby Fence Door Net Balcony Netting Safety Net for Railings Stair Guards (Black)", "asin": "B0D4Z37RJQ", "price": "$11.98", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 5 left in stock - order soon."},
{"title": "Kidkusion Heavy Duty Deck Guard, Black - 16' L x 3' H | Made in USA; Indoor/Outdoor Balcony and Stairway Deck Rail Safety Net; Child Safety; Pet Safety; Toy Safety", "asin": "B01LY8W0LN", "price": "$38.99", "delivery": "FREE delivery Apr 29 - May 1 Or fastest delivery Mon, Apr 28"},
{"title": "Cat Balcony Rail Net Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Child Safety Screen Protection Crib Mesh for Pets Baby", "asin": "B0B31JRNZ9", "price": "$14.88", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "15.7IN x 10FT Plastic Mesh/Balcony Barrier Mesh/Garden Fence/Cat Netting, Screen for Pets Proof, Dogs, Rabbit, Plants Cover Safety Guard Fencing, Stair Railing mesh", "asin": "B0D6KJCPSW", "price": "$17.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Netting Balcony Pet Mesh Fence for Balcony Transparent Nylon Balcony Netting for Pets Anti-Fall Cat Net for Balcony and Windows\uff0810*13ft\uff09", "asin": "B09ZTB8GBM", "price": "$22.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"}]
<|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": "2025-04-23T20:32:13.978Z", // 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\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.118Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.784Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:24.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:25.183Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:26.504Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.057Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.913Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:29.854Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:44.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:46.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:48.814Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:50.736Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:53.308Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:54.367Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:56.259Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:57.946Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:59.424Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:00.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:01.760Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:02.699Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:03.813Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:08.833Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:11.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:12.836Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:13.881Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:14.707Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.060Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.723Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:19.004Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:20.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:22.157Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:24.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:33.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:37.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:38.533Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:41.516Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:46.088Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:47.799Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:50.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:49:09.575Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:49:19.353Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:37.129Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:42.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:44.065Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:46.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:48.178Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:52.629Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:54.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:58.427Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:50:01.796Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:50:02.753Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:50:22.856Z\", \"action\": \"purchase\", \"action_argument\": \"B0BP69X89N\"}\n{\"timestamp\": \"2025-04-19T03:51:36.642Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-19T03:54:35.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:40.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:43.314Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:46.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:49.266Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:54.153Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-23T20:30:32.001Z\", \"action\": \"input\", \"action_argument\": \"patio cat\"}\n{\"timestamp\": \"2025-04-23T20:30:42.388Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:30:48.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:31:24.619Z\", \"action\": \"click_product\", \"action_argument\": \"B0BKZKL1F7\"}\n{\"timestamp\": \"2025-04-23T20:31:30.911Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-23T20:31:42.421Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:31:43.076Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:31:45.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:32:13.978Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"Balcony Net for Pets\"}],\n\"promotion_items\": [{\"title\": \"Cat Balcony Rail Net Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Dog Fence Nets Black Nylon Pets Anti-Fall Mesh Fence, 10 x 20ft\", \"asin\": \"B09DK6MHMV\", \"price\": \"$24.88\", \"quantity\": \"\"},\n{\"title\": \"Shappy Balcony Net for Pets 16.5 ft x 2.5 ft Anti Fall Cat Dogs Netting Balcony Mesh Fence Net Screen Protection Crib Mesh for Pets Patios Stairway Clear Stair Banister Guard Apartment(White)\", \"asin\": \"B09MJVT8FG\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Cat Balcony Net, Steel Wire Reinforced, Anti-Fall Fence, Safety Net, Extra Strong (10 X 13 Ft)\", \"asin\": \"B0CCNZFBGD\", \"price\": \"$26.00\", \"quantity\": \"\"},\n{\"title\": \"AlpineReach Plastic Wire Mesh 1.3ft x 10ft (15.7\\\" x 120\\\") Fence Roll with Zip Ties - Ideal for Poultry, Dogs, Rabbit Barrier & Gardening, Durable Chicken Mesh, Versatile Rigid Fencing & Netting, Black\", \"asin\": \"B0CXY88DKG\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DHVGDW7Q\", \"price\": \"\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"Banister Guard-10ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guard (Black)\", \"asin\": \"B0CDSK7KDT\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25 Only 6 left in stock - order soon.\"},\n{\"title\": \"Banister Guard-10ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (White)\", \"asin\": \"B0CDSMK668\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25 Only 2 left in stock - order soon.\"},\n{\"title\": \"Stair Netting Child Safety Rope Net for Pets\\uff0cApartment\\uff0cBalcony\\uff0cTrampoline\\uff0cPlayground\\uff0cDriveway Net for Kids Safety\\uff0cSports Netting Baseball Softball Net (Black, 3.3FTx9.9FT)\", \"asin\": \"B0D9VBJR7C\", \"price\": \"$20.00\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Roving Cove Stair Banister Guard 10ft x 3ft, Railing Safety Net for Baby Proofing, Child Safety Stairway Cover, Balcony Mesh Netting, Ebony Black\", \"asin\": \"B0BNSVW3KX\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"tupi Banister Guard for Baby - 15ft Lx 3ft H, Premium Balcony Netting for Pets, Child Safety Net, Stair Railing Proof Mesh for Kids, Toys, Pets - White\", \"asin\": \"B0D6RQZFKQ\", \"price\": \"$20.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25 Only 5 left in stock - order soon.\"},\n{\"title\": \"Hosuly Banister Guard 15 x 3 ft Balcony Netting for Kids Pets Stairway Safety Net Baby Fence Door Balcony Netting Safety Mesh Stair Net with No Drilling for Apartment Railing (Black)\", \"asin\": \"B0CHFFRS51\", \"price\": \"$21.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"KidKusion Deck Guard | Made in USA | 16' L x 38\\\" H | Clear | Outdoor Balcony and Stairway Deck Rail Safety Net | Child Safety; Pet Safety; Toy Safety, 4500\", \"asin\": \"B0002KWTF2\", \"price\": \"$27.98\", \"delivery\": \"FREE delivery Apr 29 - May 1 Or fastest delivery Mon, Apr 28\"},\n{\"title\": \"Banister Guard-10ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guard (Black)\", \"asin\": \"B0CDSK7KDT\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25 Only 6 left in stock - order soon.\"},\n{\"title\": \"Banister Guard-15ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (Black)\", \"asin\": \"B0C5TNLJ4C\", \"price\": \"$20.99\", \"delivery\": \"FREE delivery Apr 27 - 30 for Prime members\"},\n{\"title\": \"Cat Netting Balcony, 10x13ft Steel Wire Reinforced Balcony Screen for Pets, Anti-Fall Pet Mesh Fence Cat Safety Net for Balcony, Window, Stair, Patio\", \"asin\": \"B0CWRTCC5R\", \"price\": \"$28.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"JUMXSRLE Balcony Netting for Cats, Wire-Reinforced Cat Net, Bite and Tear-Resistant, UV and Weather-Resistant, Balcony Cat Anti-Fall Netting for Pets (10x3m-black)\", \"asin\": \"B0D4MNKPNP\", \"price\": \"$58.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Cat Balcony Net Cat Anti-Fall Fence Net Dog Fence Nets Transparent Nylon Pet Mesh Fence Anti-Fall Netting for Balcony Window Stairs Netting for Balcony Window Stairs\\uff081020ft, 10 * 20ft\", \"asin\": \"B091PWSMBV\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Cat Balcony Rail Net Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Child Safety Screen Protection Crib Mesh for Pets Baby\", \"asin\": \"B0B31JRNZ9\", \"price\": \"$14.88\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Child Safety Net, Durable Banister Guard for Baby Safety Stairs Railing Balcony Cribs, Banister Stair Mesh Baby Proofing, Easy to Install Stair Netting for Kids, Pets, Toys - (10ft Lx3ft H) Brown\", \"asin\": \"B0B592WCTP\", \"price\": \"$18.99\", \"delivery\": \"FREE delivery Jun 2 - 12 for Prime members\"},\n{\"title\": \"Pet & Garden Safeguard - 15.7IN x 16.4FT Roll - Black Plastic Netting, Multi-Use Decorative Fencing for Poultry, Dogs, Rabbits,Chicken and Snake Barrier\", \"asin\": \"B0CZ8M61V5\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"JIFTOK Ewaves Stairway Net - Baby Safety Rail - 180 inch x 32 inch - Banister Stair Net for Child, Small pet,Toy- Indoor & Outdoor(Black)\", \"asin\": \"B09GLR26Y6\", \"price\": \"$16.79\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Banister Guard for Baby - 15ft x 3ft, Child Safety Net, Rail Balcony Banister Stair Mesh for Kids, Toys, Pets - White\", \"asin\": \"B082SFB756\", \"price\": \"$23.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Cardinal Gates DSHD15 Heavy-Duty Outdoor Deck Netting - Plastic Balcony Netting for Pets & Kids - 15 Feet Long by 3 Feet Tall - Made in The USA - Black\", \"asin\": \"B01AT4E6TW\", \"price\": \"$34.29\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"VINGVO Cat Balcony Balcony, 20x10ft Nylon Pet Anti-Fall Fence Net, Cat Anti-Fall Fence Net Safety Net for Balcony, Window, Stair, Patio (26x10ft)\", \"asin\": \"B0DMF544HG\", \"price\": \"$33.64\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25 Only 10 left in stock - order soon.\"},\n{\"title\": \"Roving Cove Stair Banister Guard 5ft x 3ft, Railing Safety Net for Baby Proofing, Child Safety Stairway Cover, Balcony Mesh Netting, Almond Brown\", \"asin\": \"B01AER8AD2\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Banister Guard-10ft X 2.6ft Thick Balcony Safety Net for Kid Pet Balcony Guard Balcony Netting for Pet Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (Black)\", \"asin\": \"B0CLJCQBCK\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Apr 30 - May 4 for Prime members\"},\n{\"title\": \"DEAR LOV Retractable Baby Gate, Mesh Baby Gate or Mesh Dog Gate, 33\\\" Tall, Extends up to 55\\\" Wide, Child Safety Gate for Doorways, Stairs, Hallways, Indoor/Outdoor (33\\\"x55\\\",Black)\", \"asin\": \"B0B45VHJ89\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Steel Reinforced Cat Netting for Balcony - 10ft x 20ft - Cat Net for Catio \\u2013 Safety Netting for Pets - Animal Proof Screen - Strong Pet Net \\u2013 Kitten Balcony Protection - Barrier for Animals Fence\", \"asin\": \"B0D4R13C2Y\", \"price\": \"$36.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Banister Guard for Baby, Balcony Netting for Pets, 15ft x 3ft, Baby Safety Stairs Rail Net Provides Your Baby with a Environment, Baby Stair Net Fit for Child, Small Pet, Toy - Black\", \"asin\": \"B0BZYM896G\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Banister Guard 6.5ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guard (Black)\", \"asin\": \"B0C7WMJKBQ\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Cat Net Balcony Net Tear Resistant Transparent,High-Strength and Sturdy Staircase Railing Net,Anti Bird Net,Pet Safety Net (10x26ft,Thicker and Stronger,Transparent)\", \"asin\": \"B0CF8GVQTZ\", \"price\": \"$28.88\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25 Only 5 left in stock - order soon.\"},\n{\"title\": \"Balcony Netting for Pets, Stairway Net for Balcony, Pet Netting Balcony Net for Dogs Cats Kids Child Rail Net for Balcony Apartment, Baby Balcony Patios Stairway Net Clear (10ft*2.6ft Thick)\", \"asin\": \"B0B3SXPSCT\", \"price\": \"$23.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Cat Netting, Balcony Netting for Pets,Steel Wire Reinforced Balcony Screen for Pets, Anti-Fall Cat Net for Balcony and Windows,Stair, Patio\\uff08Black,10 * 26ft\\uff09\", \"asin\": \"B0DNP3SR45\", \"price\": \"$41.99\", \"delivery\": \"FREE delivery May 17 - Jun 6 for Prime members\"},\n{\"title\": \"SUNNY GUARD 3'x10' Brown Balcony Deck Privacy Screen Fence, Apartments Railing Screen, Heavy Duty Wind Screen for Outdoor,Backyard,Patio,Deck Privacy\\uff08We Make Custom Sizes\\uff09\", \"asin\": \"B08Q82V4GC\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Cat Netting Balcony, Stainless Steel Reinforced Bite Tear UV and Weather-Resistant Anti-Fall Netting for Pets, Safety Net for Cat, Small Catio for Apartment Balcony Protection (10x13 ft)\", \"asin\": \"B0DJBP6G9D\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Banister Guard-10ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (White)\", \"asin\": \"B0CDSMK668\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25 Only 2 left in stock - order soon.\"},\n{\"title\": \"Cat Balcony Net Cat Anti-Fall Fence Net Dog Fence Nets Transparent Nylon Pet Mesh Fence Anti-Fall Netting for Balcony Window Stairs Netting for Balcony Window Stairs\\uff081020ft, 10 * 20ft\", \"asin\": \"B091PWSMBV\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Cat Balcony Rail Net Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Dog Fence Nets Black Nylon Pets Anti-Fall Mesh Fence, 10 x 20ft\", \"asin\": \"B09DK6MHMV\", \"price\": \"$24.88\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Banister Guard-10ft X 2.6ft Thick Balcony Safety Net for Kid Pet Balcony Guard Balcony Netting for Pet Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (Black)\", \"asin\": \"B0CLJCQBCK\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Apr 30 - May 4 for Prime members\"},\n{\"title\": \"Banister Guard for Baby - 10ft x 3ft Balcony Netting for Pets, Stair Netting Child Safety Net, Stair Railing Proof Mesh for Kids, Dogs, Cats White\", \"asin\": \"B0CSYH5TGB\", \"price\": \"$11.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Stair Netting Child Safety Rope Net for Pets\\uff0cApartment\\uff0cBalcony\\uff0cTrampoline\\uff0cPlayground\\uff0cDriveway Net for Kids Safety\\uff0cSports Netting Baseball Softball Net (Black, 3.3FTx9.9FT)\", \"asin\": \"B0D9VBJR7C\", \"price\": \"$20.00\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Balcony Netting for Pets, Stairway Net for Balcony, Pet Netting Balcony Black Net for Dogs Cats Kids Child Rail Net for Balcony Apartment, Baby Balcony Patios Stairway Net Black (10ft*2.6ft Thick)\", \"asin\": \"B0C1VRKBSY\", \"price\": \"$23.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Roving Cove Stair Banister Guard 10ft x 3ft, Railing Safety Net for Baby Proofing, Child Safety Stairway Cover, Balcony Mesh Netting, Ebony Black\", \"asin\": \"B0BNSVW3KX\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"JIFTOK Baby Gate for Stairs, Banister Guard for Kids, Pets, Toys, 18 ft L x 2.66 ft H, Mesh Netting Safety Net for Balcony Rail Stair, Stairway Net Baby Safety Products for Indoor & Outdoor (Black)\", \"asin\": \"B09582FNXD\", \"price\": \"$21.24\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Cat Netting Balcony, Wire-Reinforced Cat Net, Bite and Tear-Resistant, UV and Weather-Resistant, Balcony Cat Anti-Fall Netting for Pets, Cat Protection Net for Windows Patio Balcony (6x3m-Black)\", \"asin\": \"B0D4MLV84N\", \"price\": \"$38.99\", \"delivery\": \"FREE delivery May 20 - Jun 9 for Prime members\"},\n{\"title\": \"YeeBeny Cat Netting Balcony, 10x13 Ft Steel Wire Reinforced Safety Net for Cat, Cat Balcony Protection Netting, Anti-Fall Pet Balcony Netting Suitable for Balcony Window Staircase Terrace\", \"asin\": \"B0DSPVC5Z4\", \"price\": \"$17.99\", \"delivery\": \"FREE delivery Apr 29 - May 2 for Prime members Only 3 left in stock - order soon.\"},\n{\"title\": \"Cupount Banister Guard for Baby- 10ft x 3.3ft Black Balcony Safety Netting for Pets - Stair Railing Baby Proof - Baby Gate for Stairs\", \"asin\": \"B0D8J3RKMF\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Cat Netting Mesh Fence for Balcony and Windows - Transparent Nylon Pet Net - Anti-Fall (10 * 20ft)\", \"asin\": \"B09ZT95KDN\", \"price\": \"$27.88\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25 Only 14 left in stock - order soon.\"},\n{\"title\": \"Cat Balcony Net, Steel Wire Reinforced, Anti-Fall Fence, Safety Net, Extra Strong (10 X 13 Ft)\", \"asin\": \"B0CCNZFBGD\", \"price\": \"$26.00\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"MaPorch Plastic Wire Mesh Fence - Black, 15.71\\\" x 10 ft - Plastic Chicken Wire Fencing for Dogs, Rabbits & Poultry - Chicken Netting - Snake Barrier - Balcony Netting for Pets - Balcony Cat Barrier\", \"asin\": \"B0936GX5JB\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery May 17 - Jun 5 for Prime members\"},\n{\"title\": \"Shappy Balcony Net for Pets 16.5 ft x 2.5 ft Anti Fall Cat Dogs Netting Balcony Mesh Fence Net Screen Protection Crib Mesh for Pets Patios Stairway Clear Stair Banister Guard Apartment(Black)\", \"asin\": \"B0BKZKL1F7\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25 Only 11 left in stock - order soon.\"},\n{\"title\": \"Banister Guard for Baby, 15ft x 3ft, Premium Balcony Netting for Pets, Child Safety Net, Rail Balcony Banister Stair Mesh for Kids, Toys, Pets, White\", \"asin\": \"B0D6RBNJYF\", \"price\": \"$21.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Balcony Netting for Pets\\uff0cApartment\\uff0cStair\\uff0cTrampoline\\uff0cPlayground\\uff0cChild Safety Rope Net\\uff0cDriveway Net for Kids Safety\\uff0cBaseball Softball Net Sports Netting (3.3ft\\u00d79.9ft, White)\", \"asin\": \"B0CKLBC32D\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Plastic Hardware Mesh Netting, Garden Netting, Temporary Fence, Tree Guards, Safety Net for Balcony, Deck, Stair Railing, Animal Barrier, Poultry, Deer, with 50 Zip Ties, 40'' x 25', Black\", \"asin\": \"B0CFL3MQ7K\", \"price\": \"$33.87\", \"delivery\": \"FREE delivery Sun, Apr 27\"},\n{\"title\": \"Flux Phenom The Original Magnetic Screen Door 38\\\"x82\\\" \\u2013 Easy Install, Strong Magnet Strength, Self-Sealing Mesh, Pet Tested, Hands-Free Entry, Door Screen Magnetic Closure, Keeps Bugs Out\", \"asin\": \"B01ESSA9VO\", \"price\": \"$27.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Mesh Screen with Magnetic Closure-Keeps Bugs Out Let Breeze in, Heavy Duty - Pet and Kid Friendly, Works with Front, Sliding Doors (38 x 82 Inch)\", \"asin\": \"B09YKX9DS7\", \"price\": \"$25.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Child Safety Net, Durable Banister Guard for Baby Safety Stairs Railing Balcony Cribs, Banister Stair Mesh Baby Proofing, Easy to Install Stair Netting for Kids, Pets, Toys - (10ft Lx2.5ft H) White\", \"asin\": \"B07ZQ578J5\", \"price\": \"$15.50\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"tupi Banister Guard for Baby - 15ft Lx 3ft H, Premium Balcony Netting for Pets, Child Safety Net, Stair Railing Proof Mesh for Kids, Toys, Pets - White\", \"asin\": \"B0D6RQZFKQ\", \"price\": \"$20.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25 Only 5 left in stock - order soon.\"},\n{\"title\": \"Child Safety Net - 10ft L x 2.5ft H, Balcony, Patios and Railing Stairs Netting, Safe Rail Net for Kids/Pet/Toy, Sturdy Mesh Fabric Material (Brown)\", \"asin\": \"B087CQZTP6\", \"price\": \"$15.90\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"JUMXSRLE Cat Netting Balcony, UV & Weather-Resistant Cat Balcony Safety Net, Transparent Nylon Pet Mesh Fence Cat Netting for Patio, Balcony, Rail, Stairs, Terraces - 10x13ft\", \"asin\": \"B0B2KVKZTM\", \"price\": \"$22.88\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Cat Balcony Rail Net, 10 x 26 ft Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Dog Fence Nets Black Nylon Pets Anti-Fall Mesh Fence\", \"asin\": \"B0DK4RY3WW\", \"price\": \"$35.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25 Only 5 left in stock - order soon.\"},\n{\"title\": \"Cat Netting Balcony,Black Balcony Net,Preventing Falls Net,Pet Protective Netting,Used to Fix Balconies,Terraces,Windows (13x33 ft)\", \"asin\": \"B0C5VZVZH9\", \"price\": \"$29.77\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Cat Balcony Rail Net Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Child Safety Screen Protection Crib Mesh for Pets\", \"asin\": \"B0B31JXJ5B\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Balcony Safety Net, Baby Proof Banister Guard for Baby, Pets, Kids, and Toys, Railing Mesh Netting for Balcony, Stairs, Stairway, Childproof Safety Fence for Indoor & Outdoor Use, White, 10ft x 2.6ft\", \"asin\": \"B0D8C2H19C\", \"price\": \"$23.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Balcony Netting for Pets Stairway Net for Balcony, 9.84ft x 2.4ft Thick Dogs Cats Balcony Mesh Netting Baby Fence Door Net Balcony Netting Safety Net for Railings Stair Guards (Black)\", \"asin\": \"B0D4Z37RJQ\", \"price\": \"$11.98\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25 Only 5 left in stock - order soon.\"},\n{\"title\": \"Kidkusion Heavy Duty Deck Guard, Black - 16' L x 3' H | Made in USA; Indoor/Outdoor Balcony and Stairway Deck Rail Safety Net; Child Safety; Pet Safety; Toy Safety\", \"asin\": \"B01LY8W0LN\", \"price\": \"$38.99\", \"delivery\": \"FREE delivery Apr 29 - May 1 Or fastest delivery Mon, Apr 28\"},\n{\"title\": \"Cat Balcony Rail Net Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Child Safety Screen Protection Crib Mesh for Pets Baby\", \"asin\": \"B0B31JRNZ9\", \"price\": \"$14.88\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"15.7IN x 10FT Plastic Mesh/Balcony Barrier Mesh/Garden Fence/Cat Netting, Screen for Pets Proof, Dogs, Rabbit, Plants Cover Safety Guard Fencing, Stair Railing mesh\", \"asin\": \"B0D6KJCPSW\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Cat Netting Balcony Pet Mesh Fence for Balcony Transparent Nylon Balcony Netting for Pets Anti-Fall Cat Net for Balcony and Windows\\uff0810*13ft\\uff09\", \"asin\": \"B09ZTB8GBM\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"}]\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\": \"2025-04-23T20:32:15.905Z\", // 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": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:09.575Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:19.353Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:37.129Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:42.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:44.065Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:46.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:48.178Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:52.629Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:54.589Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:58.427Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:01.796Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:02.753Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:22.856Z", "action": "purchase", "action_argument": "B0BP69X89N"}
{"timestamp": "2025-04-19T03:51:36.642Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:54:35.038Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:40.413Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:43.314Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:46.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:49.266Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:54.153Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-23T20:30:32.001Z", "action": "input", "action_argument": "patio cat"}
{"timestamp": "2025-04-23T20:30:42.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:30:48.621Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:31:24.619Z", "action": "click_product", "action_argument": "B0BKZKL1F7"}
{"timestamp": "2025-04-23T20:31:30.911Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-23T20:31:42.421Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:31:43.076Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:31:45.282Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:32:13.978Z", "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": "Balcony Net for Pets"}],
"promotion_items": [{"title": "Cat Balcony Rail Net Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Dog Fence Nets Black Nylon Pets Anti-Fall Mesh Fence, 10 x 20ft", "asin": "B09DK6MHMV", "price": "$24.88", "quantity": ""},
{"title": "Shappy Balcony Net for Pets 16.5 ft x 2.5 ft Anti Fall Cat Dogs Netting Balcony Mesh Fence Net Screen Protection Crib Mesh for Pets Patios Stairway Clear Stair Banister Guard Apartment(White)", "asin": "B09MJVT8FG", "price": "$18.99", "quantity": ""},
{"title": "Cat Balcony Net, Steel Wire Reinforced, Anti-Fall Fence, Safety Net, Extra Strong (10 X 13 Ft)", "asin": "B0CCNZFBGD", "price": "$26.00", "quantity": ""},
{"title": "AlpineReach Plastic Wire Mesh 1.3ft x 10ft (15.7\" x 120\") Fence Roll with Zip Ties - Ideal for Poultry, Dogs, Rabbit Barrier & Gardening, Durable Chicken Mesh, Versatile Rigid Fencing & Netting, Black", "asin": "B0CXY88DKG", "price": "$19.99", "quantity": ""},
{"title": "", "asin": "B0DHVGDW7Q", "price": "", "quantity": ""}],
"search_results": [{"title": "Banister Guard-10ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guard (Black)", "asin": "B0CDSK7KDT", "price": "$18.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 6 left in stock - order soon."},
{"title": "Banister Guard-10ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (White)", "asin": "B0CDSMK668", "price": "$18.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 2 left in stock - order soon."},
{"title": "Stair Netting Child Safety Rope Net for Pets\uff0cApartment\uff0cBalcony\uff0cTrampoline\uff0cPlayground\uff0cDriveway Net for Kids Safety\uff0cSports Netting Baseball Softball Net (Black, 3.3FTx9.9FT)", "asin": "B0D9VBJR7C", "price": "$20.00", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Roving Cove Stair Banister Guard 10ft x 3ft, Railing Safety Net for Baby Proofing, Child Safety Stairway Cover, Balcony Mesh Netting, Ebony Black", "asin": "B0BNSVW3KX", "price": "$22.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "tupi Banister Guard for Baby - 15ft Lx 3ft H, Premium Balcony Netting for Pets, Child Safety Net, Stair Railing Proof Mesh for Kids, Toys, Pets - White", "asin": "B0D6RQZFKQ", "price": "$20.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 5 left in stock - order soon."},
{"title": "Hosuly Banister Guard 15 x 3 ft Balcony Netting for Kids Pets Stairway Safety Net Baby Fence Door Balcony Netting Safety Mesh Stair Net with No Drilling for Apartment Railing (Black)", "asin": "B0CHFFRS51", "price": "$21.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "KidKusion Deck Guard | Made in USA | 16' L x 38\" H | Clear | Outdoor Balcony and Stairway Deck Rail Safety Net | Child Safety; Pet Safety; Toy Safety, 4500", "asin": "B0002KWTF2", "price": "$27.98", "delivery": "FREE delivery Apr 29 - May 1 Or fastest delivery Mon, Apr 28"},
{"title": "Banister Guard-10ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guard (Black)", "asin": "B0CDSK7KDT", "price": "$18.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 6 left in stock - order soon."},
{"title": "Banister Guard-15ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (Black)", "asin": "B0C5TNLJ4C", "price": "$20.99", "delivery": "FREE delivery Apr 27 - 30 for Prime members"},
{"title": "Cat Netting Balcony, 10x13ft Steel Wire Reinforced Balcony Screen for Pets, Anti-Fall Pet Mesh Fence Cat Safety Net for Balcony, Window, Stair, Patio", "asin": "B0CWRTCC5R", "price": "$28.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "JUMXSRLE Balcony Netting for Cats, Wire-Reinforced Cat Net, Bite and Tear-Resistant, UV and Weather-Resistant, Balcony Cat Anti-Fall Netting for Pets (10x3m-black)", "asin": "B0D4MNKPNP", "price": "$58.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Balcony Net Cat Anti-Fall Fence Net Dog Fence Nets Transparent Nylon Pet Mesh Fence Anti-Fall Netting for Balcony Window Stairs Netting for Balcony Window Stairs\uff081020ft, 10 * 20ft", "asin": "B091PWSMBV", "price": "$22.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Balcony Rail Net Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Child Safety Screen Protection Crib Mesh for Pets Baby", "asin": "B0B31JRNZ9", "price": "$14.88", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Child Safety Net, Durable Banister Guard for Baby Safety Stairs Railing Balcony Cribs, Banister Stair Mesh Baby Proofing, Easy to Install Stair Netting for Kids, Pets, Toys - (10ft Lx3ft H) Brown", "asin": "B0B592WCTP", "price": "$18.99", "delivery": "FREE delivery Jun 2 - 12 for Prime members"},
{"title": "Pet & Garden Safeguard - 15.7IN x 16.4FT Roll - Black Plastic Netting, Multi-Use Decorative Fencing for Poultry, Dogs, Rabbits,Chicken and Snake Barrier", "asin": "B0CZ8M61V5", "price": "$12.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "JIFTOK Ewaves Stairway Net - Baby Safety Rail - 180 inch x 32 inch - Banister Stair Net for Child, Small pet,Toy- Indoor & Outdoor(Black)", "asin": "B09GLR26Y6", "price": "$16.79", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Banister Guard for Baby - 15ft x 3ft, Child Safety Net, Rail Balcony Banister Stair Mesh for Kids, Toys, Pets - White", "asin": "B082SFB756", "price": "$23.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cardinal Gates DSHD15 Heavy-Duty Outdoor Deck Netting - Plastic Balcony Netting for Pets & Kids - 15 Feet Long by 3 Feet Tall - Made in The USA - Black", "asin": "B01AT4E6TW", "price": "$34.29", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "VINGVO Cat Balcony Balcony, 20x10ft Nylon Pet Anti-Fall Fence Net, Cat Anti-Fall Fence Net Safety Net for Balcony, Window, Stair, Patio (26x10ft)", "asin": "B0DMF544HG", "price": "$33.64", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 10 left in stock - order soon."},
{"title": "Roving Cove Stair Banister Guard 5ft x 3ft, Railing Safety Net for Baby Proofing, Child Safety Stairway Cover, Balcony Mesh Netting, Almond Brown", "asin": "B01AER8AD2", "price": "$16.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Banister Guard-10ft X 2.6ft Thick Balcony Safety Net for Kid Pet Balcony Guard Balcony Netting for Pet Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (Black)", "asin": "B0CLJCQBCK", "price": "$15.99", "delivery": "FREE delivery Apr 30 - May 4 for Prime members"},
{"title": "DEAR LOV Retractable Baby Gate, Mesh Baby Gate or Mesh Dog Gate, 33\" Tall, Extends up to 55\" Wide, Child Safety Gate for Doorways, Stairs, Hallways, Indoor/Outdoor (33\"x55\",Black)", "asin": "B0B45VHJ89", "price": "$39.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Steel Reinforced Cat Netting for Balcony - 10ft x 20ft - Cat Net for Catio \u2013 Safety Netting for Pets - Animal Proof Screen - Strong Pet Net \u2013 Kitten Balcony Protection - Barrier for Animals Fence", "asin": "B0D4R13C2Y", "price": "$36.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Banister Guard for Baby, Balcony Netting for Pets, 15ft x 3ft, Baby Safety Stairs Rail Net Provides Your Baby with a Environment, Baby Stair Net Fit for Child, Small Pet, Toy - Black", "asin": "B0BZYM896G", "price": "$19.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Banister Guard 6.5ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guard (Black)", "asin": "B0C7WMJKBQ", "price": "$16.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Net Balcony Net Tear Resistant Transparent,High-Strength and Sturdy Staircase Railing Net,Anti Bird Net,Pet Safety Net (10x26ft,Thicker and Stronger,Transparent)", "asin": "B0CF8GVQTZ", "price": "$28.88", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 5 left in stock - order soon."},
{"title": "Balcony Netting for Pets, Stairway Net for Balcony, Pet Netting Balcony Net for Dogs Cats Kids Child Rail Net for Balcony Apartment, Baby Balcony Patios Stairway Net Clear (10ft*2.6ft Thick)", "asin": "B0B3SXPSCT", "price": "$23.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Netting, Balcony Netting for Pets,Steel Wire Reinforced Balcony Screen for Pets, Anti-Fall Cat Net for Balcony and Windows,Stair, Patio\uff08Black,10 * 26ft\uff09", "asin": "B0DNP3SR45", "price": "$41.99", "delivery": "FREE delivery May 17 - Jun 6 for Prime members"},
{"title": "SUNNY GUARD 3'x10' Brown Balcony Deck Privacy Screen Fence, Apartments Railing Screen, Heavy Duty Wind Screen for Outdoor,Backyard,Patio,Deck Privacy\uff08We Make Custom Sizes\uff09", "asin": "B08Q82V4GC", "price": "$16.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Netting Balcony, Stainless Steel Reinforced Bite Tear UV and Weather-Resistant Anti-Fall Netting for Pets, Safety Net for Cat, Small Catio for Apartment Balcony Protection (10x13 ft)", "asin": "B0DJBP6G9D", "price": "$29.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Banister Guard-10ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (White)", "asin": "B0CDSMK668", "price": "$18.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 2 left in stock - order soon."},
{"title": "Cat Balcony Net Cat Anti-Fall Fence Net Dog Fence Nets Transparent Nylon Pet Mesh Fence Anti-Fall Netting for Balcony Window Stairs Netting for Balcony Window Stairs\uff081020ft, 10 * 20ft", "asin": "B091PWSMBV", "price": "$22.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Balcony Rail Net Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Dog Fence Nets Black Nylon Pets Anti-Fall Mesh Fence, 10 x 20ft", "asin": "B09DK6MHMV", "price": "$24.88", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Banister Guard-10ft X 2.6ft Thick Balcony Safety Net for Kid Pet Balcony Guard Balcony Netting for Pet Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (Black)", "asin": "B0CLJCQBCK", "price": "$15.99", "delivery": "FREE delivery Apr 30 - May 4 for Prime members"},
{"title": "Banister Guard for Baby - 10ft x 3ft Balcony Netting for Pets, Stair Netting Child Safety Net, Stair Railing Proof Mesh for Kids, Dogs, Cats White", "asin": "B0CSYH5TGB", "price": "$11.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Stair Netting Child Safety Rope Net for Pets\uff0cApartment\uff0cBalcony\uff0cTrampoline\uff0cPlayground\uff0cDriveway Net for Kids Safety\uff0cSports Netting Baseball Softball Net (Black, 3.3FTx9.9FT)", "asin": "B0D9VBJR7C", "price": "$20.00", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Balcony Netting for Pets, Stairway Net for Balcony, Pet Netting Balcony Black Net for Dogs Cats Kids Child Rail Net for Balcony Apartment, Baby Balcony Patios Stairway Net Black (10ft*2.6ft Thick)", "asin": "B0C1VRKBSY", "price": "$23.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Roving Cove Stair Banister Guard 10ft x 3ft, Railing Safety Net for Baby Proofing, Child Safety Stairway Cover, Balcony Mesh Netting, Ebony Black", "asin": "B0BNSVW3KX", "price": "$22.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "JIFTOK Baby Gate for Stairs, Banister Guard for Kids, Pets, Toys, 18 ft L x 2.66 ft H, Mesh Netting Safety Net for Balcony Rail Stair, Stairway Net Baby Safety Products for Indoor & Outdoor (Black)", "asin": "B09582FNXD", "price": "$21.24", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Netting Balcony, Wire-Reinforced Cat Net, Bite and Tear-Resistant, UV and Weather-Resistant, Balcony Cat Anti-Fall Netting for Pets, Cat Protection Net for Windows Patio Balcony (6x3m-Black)", "asin": "B0D4MLV84N", "price": "$38.99", "delivery": "FREE delivery May 20 - Jun 9 for Prime members"},
{"title": "YeeBeny Cat Netting Balcony, 10x13 Ft Steel Wire Reinforced Safety Net for Cat, Cat Balcony Protection Netting, Anti-Fall Pet Balcony Netting Suitable for Balcony Window Staircase Terrace", "asin": "B0DSPVC5Z4", "price": "$17.99", "delivery": "FREE delivery Apr 29 - May 2 for Prime members Only 3 left in stock - order soon."},
{"title": "Cupount Banister Guard for Baby- 10ft x 3.3ft Black Balcony Safety Netting for Pets - Stair Railing Baby Proof - Baby Gate for Stairs", "asin": "B0D8J3RKMF", "price": "$18.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Netting Mesh Fence for Balcony and Windows - Transparent Nylon Pet Net - Anti-Fall (10 * 20ft)", "asin": "B09ZT95KDN", "price": "$27.88", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 14 left in stock - order soon."},
{"title": "Cat Balcony Net, Steel Wire Reinforced, Anti-Fall Fence, Safety Net, Extra Strong (10 X 13 Ft)", "asin": "B0CCNZFBGD", "price": "$26.00", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "MaPorch Plastic Wire Mesh Fence - Black, 15.71\" x 10 ft - Plastic Chicken Wire Fencing for Dogs, Rabbits & Poultry - Chicken Netting - Snake Barrier - Balcony Netting for Pets - Balcony Cat Barrier", "asin": "B0936GX5JB", "price": "$23.99", "delivery": "FREE delivery May 17 - Jun 5 for Prime members"},
{"title": "Shappy Balcony Net for Pets 16.5 ft x 2.5 ft Anti Fall Cat Dogs Netting Balcony Mesh Fence Net Screen Protection Crib Mesh for Pets Patios Stairway Clear Stair Banister Guard Apartment(Black)", "asin": "B0BKZKL1F7", "price": "$19.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 11 left in stock - order soon."},
{"title": "Banister Guard for Baby, 15ft x 3ft, Premium Balcony Netting for Pets, Child Safety Net, Rail Balcony Banister Stair Mesh for Kids, Toys, Pets, White", "asin": "B0D6RBNJYF", "price": "$21.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Balcony Netting for Pets\uff0cApartment\uff0cStair\uff0cTrampoline\uff0cPlayground\uff0cChild Safety Rope Net\uff0cDriveway Net for Kids Safety\uff0cBaseball Softball Net Sports Netting (3.3ft\u00d79.9ft, White)", "asin": "B0CKLBC32D", "price": "$22.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Plastic Hardware Mesh Netting, Garden Netting, Temporary Fence, Tree Guards, Safety Net for Balcony, Deck, Stair Railing, Animal Barrier, Poultry, Deer, with 50 Zip Ties, 40'' x 25', Black", "asin": "B0CFL3MQ7K", "price": "$33.87", "delivery": "FREE delivery Sun, Apr 27"},
{"title": "Flux Phenom The Original Magnetic Screen Door 38\"x82\" \u2013 Easy Install, Strong Magnet Strength, Self-Sealing Mesh, Pet Tested, Hands-Free Entry, Door Screen Magnetic Closure, Keeps Bugs Out", "asin": "B01ESSA9VO", "price": "$27.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Mesh Screen with Magnetic Closure-Keeps Bugs Out Let Breeze in, Heavy Duty - Pet and Kid Friendly, Works with Front, Sliding Doors (38 x 82 Inch)", "asin": "B09YKX9DS7", "price": "$25.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Child Safety Net, Durable Banister Guard for Baby Safety Stairs Railing Balcony Cribs, Banister Stair Mesh Baby Proofing, Easy to Install Stair Netting for Kids, Pets, Toys - (10ft Lx2.5ft H) White", "asin": "B07ZQ578J5", "price": "$15.50", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "tupi Banister Guard for Baby - 15ft Lx 3ft H, Premium Balcony Netting for Pets, Child Safety Net, Stair Railing Proof Mesh for Kids, Toys, Pets - White", "asin": "B0D6RQZFKQ", "price": "$20.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 5 left in stock - order soon."},
{"title": "Child Safety Net - 10ft L x 2.5ft H, Balcony, Patios and Railing Stairs Netting, Safe Rail Net for Kids/Pet/Toy, Sturdy Mesh Fabric Material (Brown)", "asin": "B087CQZTP6", "price": "$15.90", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "JUMXSRLE Cat Netting Balcony, UV & Weather-Resistant Cat Balcony Safety Net, Transparent Nylon Pet Mesh Fence Cat Netting for Patio, Balcony, Rail, Stairs, Terraces - 10x13ft", "asin": "B0B2KVKZTM", "price": "$22.88", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Balcony Rail Net, 10 x 26 ft Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Dog Fence Nets Black Nylon Pets Anti-Fall Mesh Fence", "asin": "B0DK4RY3WW", "price": "$35.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 5 left in stock - order soon."},
{"title": "Cat Netting Balcony,Black Balcony Net,Preventing Falls Net,Pet Protective Netting,Used to Fix Balconies,Terraces,Windows (13x33 ft)", "asin": "B0C5VZVZH9", "price": "$29.77", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Balcony Rail Net Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Child Safety Screen Protection Crib Mesh for Pets", "asin": "B0B31JXJ5B", "price": "$9.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Balcony Safety Net, Baby Proof Banister Guard for Baby, Pets, Kids, and Toys, Railing Mesh Netting for Balcony, Stairs, Stairway, Childproof Safety Fence for Indoor & Outdoor Use, White, 10ft x 2.6ft", "asin": "B0D8C2H19C", "price": "$23.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Balcony Netting for Pets Stairway Net for Balcony, 9.84ft x 2.4ft Thick Dogs Cats Balcony Mesh Netting Baby Fence Door Net Balcony Netting Safety Net for Railings Stair Guards (Black)", "asin": "B0D4Z37RJQ", "price": "$11.98", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 5 left in stock - order soon."},
{"title": "Kidkusion Heavy Duty Deck Guard, Black - 16' L x 3' H | Made in USA; Indoor/Outdoor Balcony and Stairway Deck Rail Safety Net; Child Safety; Pet Safety; Toy Safety", "asin": "B01LY8W0LN", "price": "$38.99", "delivery": "FREE delivery Apr 29 - May 1 Or fastest delivery Mon, Apr 28"},
{"title": "Cat Balcony Rail Net Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Child Safety Screen Protection Crib Mesh for Pets Baby", "asin": "B0B31JRNZ9", "price": "$14.88", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "15.7IN x 10FT Plastic Mesh/Balcony Barrier Mesh/Garden Fence/Cat Netting, Screen for Pets Proof, Dogs, Rabbit, Plants Cover Safety Guard Fencing, Stair Railing mesh", "asin": "B0D6KJCPSW", "price": "$17.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Netting Balcony Pet Mesh Fence for Balcony Transparent Nylon Balcony Netting for Pets Anti-Fall Cat Net for Balcony and Windows\uff0810*13ft\uff09", "asin": "B09ZTB8GBM", "price": "$22.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"}]
<|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": "2025-04-23T20:32:15.905Z", // 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>
|
2025-04-23T20:32:15.905Z
|
click
|
search
|
rule
|
2025-04-23T20:32:15.905Z
|
click
|
search
|
train
| 177 |
2025-04-23T20:32:15.905Z
|
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": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:09.575Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:19.353Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:37.129Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:42.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:44.065Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:46.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:48.178Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:52.629Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:54.589Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:58.427Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:01.796Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:02.753Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:22.856Z", "action": "purchase", "action_argument": "B0BP69X89N"}
{"timestamp": "2025-04-19T03:51:36.642Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:54:35.038Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:40.413Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:43.314Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:46.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:49.266Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:54.153Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-23T20:30:32.001Z", "action": "input", "action_argument": "patio cat"}
{"timestamp": "2025-04-23T20:30:42.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:30:48.621Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:31:24.619Z", "action": "click_product", "action_argument": "B0BKZKL1F7"}
{"timestamp": "2025-04-23T20:31:30.911Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-23T20:31:42.421Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:31:43.076Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:31:45.282Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:32:13.978Z", "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": "Balcony Net for Pets"}],
"promotion_items": [{"title": "Cat Balcony Rail Net Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Dog Fence Nets Black Nylon Pets Anti-Fall Mesh Fence, 10 x 20ft", "asin": "B09DK6MHMV", "price": "$24.88", "quantity": ""},
{"title": "Shappy Balcony Net for Pets 16.5 ft x 2.5 ft Anti Fall Cat Dogs Netting Balcony Mesh Fence Net Screen Protection Crib Mesh for Pets Patios Stairway Clear Stair Banister Guard Apartment(White)", "asin": "B09MJVT8FG", "price": "$18.99", "quantity": ""},
{"title": "Cat Balcony Net, Steel Wire Reinforced, Anti-Fall Fence, Safety Net, Extra Strong (10 X 13 Ft)", "asin": "B0CCNZFBGD", "price": "$26.00", "quantity": ""},
{"title": "AlpineReach Plastic Wire Mesh 1.3ft x 10ft (15.7\" x 120\") Fence Roll with Zip Ties - Ideal for Poultry, Dogs, Rabbit Barrier & Gardening, Durable Chicken Mesh, Versatile Rigid Fencing & Netting, Black", "asin": "B0CXY88DKG", "price": "$19.99", "quantity": ""},
{"title": "", "asin": "B0DHVGDW7Q", "price": "", "quantity": ""}],
"search_results": [{"title": "Banister Guard-10ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guard (Black)", "asin": "B0CDSK7KDT", "price": "$18.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 6 left in stock - order soon."},
{"title": "Banister Guard-10ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (White)", "asin": "B0CDSMK668", "price": "$18.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 2 left in stock - order soon."},
{"title": "Stair Netting Child Safety Rope Net for Pets\uff0cApartment\uff0cBalcony\uff0cTrampoline\uff0cPlayground\uff0cDriveway Net for Kids Safety\uff0cSports Netting Baseball Softball Net (Black, 3.3FTx9.9FT)", "asin": "B0D9VBJR7C", "price": "$20.00", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Roving Cove Stair Banister Guard 10ft x 3ft, Railing Safety Net for Baby Proofing, Child Safety Stairway Cover, Balcony Mesh Netting, Ebony Black", "asin": "B0BNSVW3KX", "price": "$22.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "tupi Banister Guard for Baby - 15ft Lx 3ft H, Premium Balcony Netting for Pets, Child Safety Net, Stair Railing Proof Mesh for Kids, Toys, Pets - White", "asin": "B0D6RQZFKQ", "price": "$20.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 5 left in stock - order soon."},
{"title": "Hosuly Banister Guard 15 x 3 ft Balcony Netting for Kids Pets Stairway Safety Net Baby Fence Door Balcony Netting Safety Mesh Stair Net with No Drilling for Apartment Railing (Black)", "asin": "B0CHFFRS51", "price": "$21.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "KidKusion Deck Guard | Made in USA | 16' L x 38\" H | Clear | Outdoor Balcony and Stairway Deck Rail Safety Net | Child Safety; Pet Safety; Toy Safety, 4500", "asin": "B0002KWTF2", "price": "$27.98", "delivery": "FREE delivery Apr 29 - May 1 Or fastest delivery Mon, Apr 28"},
{"title": "Banister Guard-10ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guard (Black)", "asin": "B0CDSK7KDT", "price": "$18.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 6 left in stock - order soon."},
{"title": "Banister Guard-15ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (Black)", "asin": "B0C5TNLJ4C", "price": "$20.99", "delivery": "FREE delivery Apr 27 - 30 for Prime members"},
{"title": "Cat Netting Balcony, 10x13ft Steel Wire Reinforced Balcony Screen for Pets, Anti-Fall Pet Mesh Fence Cat Safety Net for Balcony, Window, Stair, Patio", "asin": "B0CWRTCC5R", "price": "$28.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "JUMXSRLE Balcony Netting for Cats, Wire-Reinforced Cat Net, Bite and Tear-Resistant, UV and Weather-Resistant, Balcony Cat Anti-Fall Netting for Pets (10x3m-black)", "asin": "B0D4MNKPNP", "price": "$58.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Balcony Net Cat Anti-Fall Fence Net Dog Fence Nets Transparent Nylon Pet Mesh Fence Anti-Fall Netting for Balcony Window Stairs Netting for Balcony Window Stairs\uff081020ft, 10 * 20ft", "asin": "B091PWSMBV", "price": "$22.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Balcony Rail Net Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Child Safety Screen Protection Crib Mesh for Pets Baby", "asin": "B0B31JRNZ9", "price": "$14.88", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Child Safety Net, Durable Banister Guard for Baby Safety Stairs Railing Balcony Cribs, Banister Stair Mesh Baby Proofing, Easy to Install Stair Netting for Kids, Pets, Toys - (10ft Lx3ft H) Brown", "asin": "B0B592WCTP", "price": "$18.99", "delivery": "FREE delivery Jun 2 - 12 for Prime members"},
{"title": "Pet & Garden Safeguard - 15.7IN x 16.4FT Roll - Black Plastic Netting, Multi-Use Decorative Fencing for Poultry, Dogs, Rabbits,Chicken and Snake Barrier", "asin": "B0CZ8M61V5", "price": "$12.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "JIFTOK Ewaves Stairway Net - Baby Safety Rail - 180 inch x 32 inch - Banister Stair Net for Child, Small pet,Toy- Indoor & Outdoor(Black)", "asin": "B09GLR26Y6", "price": "$16.79", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Banister Guard for Baby - 15ft x 3ft, Child Safety Net, Rail Balcony Banister Stair Mesh for Kids, Toys, Pets - White", "asin": "B082SFB756", "price": "$23.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cardinal Gates DSHD15 Heavy-Duty Outdoor Deck Netting - Plastic Balcony Netting for Pets & Kids - 15 Feet Long by 3 Feet Tall - Made in The USA - Black", "asin": "B01AT4E6TW", "price": "$34.29", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "VINGVO Cat Balcony Balcony, 20x10ft Nylon Pet Anti-Fall Fence Net, Cat Anti-Fall Fence Net Safety Net for Balcony, Window, Stair, Patio (26x10ft)", "asin": "B0DMF544HG", "price": "$33.64", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 10 left in stock - order soon."},
{"title": "Roving Cove Stair Banister Guard 5ft x 3ft, Railing Safety Net for Baby Proofing, Child Safety Stairway Cover, Balcony Mesh Netting, Almond Brown", "asin": "B01AER8AD2", "price": "$16.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Banister Guard-10ft X 2.6ft Thick Balcony Safety Net for Kid Pet Balcony Guard Balcony Netting for Pet Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (Black)", "asin": "B0CLJCQBCK", "price": "$15.99", "delivery": "FREE delivery Apr 30 - May 4 for Prime members"},
{"title": "DEAR LOV Retractable Baby Gate, Mesh Baby Gate or Mesh Dog Gate, 33\" Tall, Extends up to 55\" Wide, Child Safety Gate for Doorways, Stairs, Hallways, Indoor/Outdoor (33\"x55\",Black)", "asin": "B0B45VHJ89", "price": "$39.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Steel Reinforced Cat Netting for Balcony - 10ft x 20ft - Cat Net for Catio \u2013 Safety Netting for Pets - Animal Proof Screen - Strong Pet Net \u2013 Kitten Balcony Protection - Barrier for Animals Fence", "asin": "B0D4R13C2Y", "price": "$36.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Banister Guard for Baby, Balcony Netting for Pets, 15ft x 3ft, Baby Safety Stairs Rail Net Provides Your Baby with a Environment, Baby Stair Net Fit for Child, Small Pet, Toy - Black", "asin": "B0BZYM896G", "price": "$19.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Banister Guard 6.5ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guard (Black)", "asin": "B0C7WMJKBQ", "price": "$16.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Net Balcony Net Tear Resistant Transparent,High-Strength and Sturdy Staircase Railing Net,Anti Bird Net,Pet Safety Net (10x26ft,Thicker and Stronger,Transparent)", "asin": "B0CF8GVQTZ", "price": "$28.88", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 5 left in stock - order soon."},
{"title": "Balcony Netting for Pets, Stairway Net for Balcony, Pet Netting Balcony Net for Dogs Cats Kids Child Rail Net for Balcony Apartment, Baby Balcony Patios Stairway Net Clear (10ft*2.6ft Thick)", "asin": "B0B3SXPSCT", "price": "$23.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Netting, Balcony Netting for Pets,Steel Wire Reinforced Balcony Screen for Pets, Anti-Fall Cat Net for Balcony and Windows,Stair, Patio\uff08Black,10 * 26ft\uff09", "asin": "B0DNP3SR45", "price": "$41.99", "delivery": "FREE delivery May 17 - Jun 6 for Prime members"},
{"title": "SUNNY GUARD 3'x10' Brown Balcony Deck Privacy Screen Fence, Apartments Railing Screen, Heavy Duty Wind Screen for Outdoor,Backyard,Patio,Deck Privacy\uff08We Make Custom Sizes\uff09", "asin": "B08Q82V4GC", "price": "$16.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Netting Balcony, Stainless Steel Reinforced Bite Tear UV and Weather-Resistant Anti-Fall Netting for Pets, Safety Net for Cat, Small Catio for Apartment Balcony Protection (10x13 ft)", "asin": "B0DJBP6G9D", "price": "$29.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Banister Guard-10ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (White)", "asin": "B0CDSMK668", "price": "$18.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 2 left in stock - order soon."},
{"title": "Cat Balcony Net Cat Anti-Fall Fence Net Dog Fence Nets Transparent Nylon Pet Mesh Fence Anti-Fall Netting for Balcony Window Stairs Netting for Balcony Window Stairs\uff081020ft, 10 * 20ft", "asin": "B091PWSMBV", "price": "$22.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Balcony Rail Net Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Dog Fence Nets Black Nylon Pets Anti-Fall Mesh Fence, 10 x 20ft", "asin": "B09DK6MHMV", "price": "$24.88", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Banister Guard-10ft X 2.6ft Thick Balcony Safety Net for Kid Pet Balcony Guard Balcony Netting for Pet Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (Black)", "asin": "B0CLJCQBCK", "price": "$15.99", "delivery": "FREE delivery Apr 30 - May 4 for Prime members"},
{"title": "Banister Guard for Baby - 10ft x 3ft Balcony Netting for Pets, Stair Netting Child Safety Net, Stair Railing Proof Mesh for Kids, Dogs, Cats White", "asin": "B0CSYH5TGB", "price": "$11.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Stair Netting Child Safety Rope Net for Pets\uff0cApartment\uff0cBalcony\uff0cTrampoline\uff0cPlayground\uff0cDriveway Net for Kids Safety\uff0cSports Netting Baseball Softball Net (Black, 3.3FTx9.9FT)", "asin": "B0D9VBJR7C", "price": "$20.00", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Balcony Netting for Pets, Stairway Net for Balcony, Pet Netting Balcony Black Net for Dogs Cats Kids Child Rail Net for Balcony Apartment, Baby Balcony Patios Stairway Net Black (10ft*2.6ft Thick)", "asin": "B0C1VRKBSY", "price": "$23.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Roving Cove Stair Banister Guard 10ft x 3ft, Railing Safety Net for Baby Proofing, Child Safety Stairway Cover, Balcony Mesh Netting, Ebony Black", "asin": "B0BNSVW3KX", "price": "$22.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "JIFTOK Baby Gate for Stairs, Banister Guard for Kids, Pets, Toys, 18 ft L x 2.66 ft H, Mesh Netting Safety Net for Balcony Rail Stair, Stairway Net Baby Safety Products for Indoor & Outdoor (Black)", "asin": "B09582FNXD", "price": "$21.24", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Netting Balcony, Wire-Reinforced Cat Net, Bite and Tear-Resistant, UV and Weather-Resistant, Balcony Cat Anti-Fall Netting for Pets, Cat Protection Net for Windows Patio Balcony (6x3m-Black)", "asin": "B0D4MLV84N", "price": "$38.99", "delivery": "FREE delivery May 20 - Jun 9 for Prime members"},
{"title": "YeeBeny Cat Netting Balcony, 10x13 Ft Steel Wire Reinforced Safety Net for Cat, Cat Balcony Protection Netting, Anti-Fall Pet Balcony Netting Suitable for Balcony Window Staircase Terrace", "asin": "B0DSPVC5Z4", "price": "$17.99", "delivery": "FREE delivery Apr 29 - May 2 for Prime members Only 3 left in stock - order soon."},
{"title": "Cupount Banister Guard for Baby- 10ft x 3.3ft Black Balcony Safety Netting for Pets - Stair Railing Baby Proof - Baby Gate for Stairs", "asin": "B0D8J3RKMF", "price": "$18.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Netting Mesh Fence for Balcony and Windows - Transparent Nylon Pet Net - Anti-Fall (10 * 20ft)", "asin": "B09ZT95KDN", "price": "$27.88", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 14 left in stock - order soon."},
{"title": "Cat Balcony Net, Steel Wire Reinforced, Anti-Fall Fence, Safety Net, Extra Strong (10 X 13 Ft)", "asin": "B0CCNZFBGD", "price": "$26.00", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "MaPorch Plastic Wire Mesh Fence - Black, 15.71\" x 10 ft - Plastic Chicken Wire Fencing for Dogs, Rabbits & Poultry - Chicken Netting - Snake Barrier - Balcony Netting for Pets - Balcony Cat Barrier", "asin": "B0936GX5JB", "price": "$23.99", "delivery": "FREE delivery May 17 - Jun 5 for Prime members"},
{"title": "Shappy Balcony Net for Pets 16.5 ft x 2.5 ft Anti Fall Cat Dogs Netting Balcony Mesh Fence Net Screen Protection Crib Mesh for Pets Patios Stairway Clear Stair Banister Guard Apartment(Black)", "asin": "B0BKZKL1F7", "price": "$19.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 11 left in stock - order soon."},
{"title": "Banister Guard for Baby, 15ft x 3ft, Premium Balcony Netting for Pets, Child Safety Net, Rail Balcony Banister Stair Mesh for Kids, Toys, Pets, White", "asin": "B0D6RBNJYF", "price": "$21.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Balcony Netting for Pets\uff0cApartment\uff0cStair\uff0cTrampoline\uff0cPlayground\uff0cChild Safety Rope Net\uff0cDriveway Net for Kids Safety\uff0cBaseball Softball Net Sports Netting (3.3ft\u00d79.9ft, White)", "asin": "B0CKLBC32D", "price": "$22.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Plastic Hardware Mesh Netting, Garden Netting, Temporary Fence, Tree Guards, Safety Net for Balcony, Deck, Stair Railing, Animal Barrier, Poultry, Deer, with 50 Zip Ties, 40'' x 25', Black", "asin": "B0CFL3MQ7K", "price": "$33.87", "delivery": "FREE delivery Sun, Apr 27"},
{"title": "Flux Phenom The Original Magnetic Screen Door 38\"x82\" \u2013 Easy Install, Strong Magnet Strength, Self-Sealing Mesh, Pet Tested, Hands-Free Entry, Door Screen Magnetic Closure, Keeps Bugs Out", "asin": "B01ESSA9VO", "price": "$27.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Mesh Screen with Magnetic Closure-Keeps Bugs Out Let Breeze in, Heavy Duty - Pet and Kid Friendly, Works with Front, Sliding Doors (38 x 82 Inch)", "asin": "B09YKX9DS7", "price": "$25.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Child Safety Net, Durable Banister Guard for Baby Safety Stairs Railing Balcony Cribs, Banister Stair Mesh Baby Proofing, Easy to Install Stair Netting for Kids, Pets, Toys - (10ft Lx2.5ft H) White", "asin": "B07ZQ578J5", "price": "$15.50", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "tupi Banister Guard for Baby - 15ft Lx 3ft H, Premium Balcony Netting for Pets, Child Safety Net, Stair Railing Proof Mesh for Kids, Toys, Pets - White", "asin": "B0D6RQZFKQ", "price": "$20.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 5 left in stock - order soon."},
{"title": "Child Safety Net - 10ft L x 2.5ft H, Balcony, Patios and Railing Stairs Netting, Safe Rail Net for Kids/Pet/Toy, Sturdy Mesh Fabric Material (Brown)", "asin": "B087CQZTP6", "price": "$15.90", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "JUMXSRLE Cat Netting Balcony, UV & Weather-Resistant Cat Balcony Safety Net, Transparent Nylon Pet Mesh Fence Cat Netting for Patio, Balcony, Rail, Stairs, Terraces - 10x13ft", "asin": "B0B2KVKZTM", "price": "$22.88", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Balcony Rail Net, 10 x 26 ft Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Dog Fence Nets Black Nylon Pets Anti-Fall Mesh Fence", "asin": "B0DK4RY3WW", "price": "$35.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 5 left in stock - order soon."},
{"title": "Cat Netting Balcony,Black Balcony Net,Preventing Falls Net,Pet Protective Netting,Used to Fix Balconies,Terraces,Windows (13x33 ft)", "asin": "B0C5VZVZH9", "price": "$29.77", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Balcony Rail Net Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Child Safety Screen Protection Crib Mesh for Pets", "asin": "B0B31JXJ5B", "price": "$9.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Balcony Safety Net, Baby Proof Banister Guard for Baby, Pets, Kids, and Toys, Railing Mesh Netting for Balcony, Stairs, Stairway, Childproof Safety Fence for Indoor & Outdoor Use, White, 10ft x 2.6ft", "asin": "B0D8C2H19C", "price": "$23.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Balcony Netting for Pets Stairway Net for Balcony, 9.84ft x 2.4ft Thick Dogs Cats Balcony Mesh Netting Baby Fence Door Net Balcony Netting Safety Net for Railings Stair Guards (Black)", "asin": "B0D4Z37RJQ", "price": "$11.98", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 5 left in stock - order soon."},
{"title": "Kidkusion Heavy Duty Deck Guard, Black - 16' L x 3' H | Made in USA; Indoor/Outdoor Balcony and Stairway Deck Rail Safety Net; Child Safety; Pet Safety; Toy Safety", "asin": "B01LY8W0LN", "price": "$38.99", "delivery": "FREE delivery Apr 29 - May 1 Or fastest delivery Mon, Apr 28"},
{"title": "Cat Balcony Rail Net Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Child Safety Screen Protection Crib Mesh for Pets Baby", "asin": "B0B31JRNZ9", "price": "$14.88", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "15.7IN x 10FT Plastic Mesh/Balcony Barrier Mesh/Garden Fence/Cat Netting, Screen for Pets Proof, Dogs, Rabbit, Plants Cover Safety Guard Fencing, Stair Railing mesh", "asin": "B0D6KJCPSW", "price": "$17.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Netting Balcony Pet Mesh Fence for Balcony Transparent Nylon Balcony Netting for Pets Anti-Fall Cat Net for Balcony and Windows\uff0810*13ft\uff09", "asin": "B09ZTB8GBM", "price": "$22.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"}]
<|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": "2025-04-23T20:32:15.905Z", // 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\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.118Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.784Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:24.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:25.183Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:26.504Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.057Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.913Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:29.854Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:44.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:46.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:48.814Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:50.736Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:53.308Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:54.367Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:56.259Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:57.946Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:59.424Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:00.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:01.760Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:02.699Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:03.813Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:08.833Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:11.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:12.836Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:13.881Z\", \"action\": 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Jun 9 for Prime members\"},\n{\"title\": \"YeeBeny Cat Netting Balcony, 10x13 Ft Steel Wire Reinforced Safety Net for Cat, Cat Balcony Protection Netting, Anti-Fall Pet Balcony Netting Suitable for Balcony Window Staircase Terrace\", \"asin\": \"B0DSPVC5Z4\", \"price\": \"$17.99\", \"delivery\": \"FREE delivery Apr 29 - May 2 for Prime members Only 3 left in stock - order soon.\"},\n{\"title\": \"Cupount Banister Guard for Baby- 10ft x 3.3ft Black Balcony Safety Netting for Pets - Stair Railing Baby Proof - Baby Gate for Stairs\", \"asin\": \"B0D8J3RKMF\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Cat Netting Mesh Fence for Balcony and Windows - Transparent Nylon Pet Net - Anti-Fall (10 * 20ft)\", \"asin\": \"B09ZT95KDN\", \"price\": \"$27.88\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25 Only 14 left in stock - order soon.\"},\n{\"title\": \"Cat Balcony Net, Steel Wire Reinforced, Anti-Fall Fence, Safety Net, Extra Strong (10 X 13 Ft)\", \"asin\": \"B0CCNZFBGD\", \"price\": \"$26.00\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"MaPorch Plastic Wire Mesh Fence - Black, 15.71\\\" x 10 ft - Plastic Chicken Wire Fencing for Dogs, Rabbits & Poultry - Chicken Netting - Snake Barrier - Balcony Netting for Pets - Balcony Cat Barrier\", \"asin\": \"B0936GX5JB\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery May 17 - Jun 5 for Prime members\"},\n{\"title\": \"Shappy Balcony Net for Pets 16.5 ft x 2.5 ft Anti Fall Cat Dogs Netting Balcony Mesh Fence Net Screen Protection Crib Mesh for Pets Patios Stairway Clear Stair Banister Guard Apartment(Black)\", \"asin\": \"B0BKZKL1F7\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25 Only 11 left in stock - order soon.\"},\n{\"title\": \"Banister Guard for Baby, 15ft x 3ft, Premium Balcony Netting for Pets, Child Safety Net, Rail Balcony Banister Stair Mesh for Kids, Toys, Pets, White\", \"asin\": \"B0D6RBNJYF\", \"price\": \"$21.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Balcony Netting for Pets\\uff0cApartment\\uff0cStair\\uff0cTrampoline\\uff0cPlayground\\uff0cChild Safety Rope Net\\uff0cDriveway Net for Kids Safety\\uff0cBaseball Softball Net Sports Netting (3.3ft\\u00d79.9ft, White)\", \"asin\": \"B0CKLBC32D\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Plastic Hardware Mesh Netting, Garden Netting, Temporary Fence, Tree Guards, Safety Net for Balcony, Deck, Stair Railing, Animal Barrier, Poultry, Deer, with 50 Zip Ties, 40'' x 25', Black\", \"asin\": \"B0CFL3MQ7K\", \"price\": \"$33.87\", \"delivery\": \"FREE delivery Sun, Apr 27\"},\n{\"title\": \"Flux Phenom The Original Magnetic Screen Door 38\\\"x82\\\" \\u2013 Easy Install, Strong Magnet Strength, Self-Sealing Mesh, Pet Tested, Hands-Free Entry, Door Screen Magnetic Closure, Keeps Bugs Out\", \"asin\": \"B01ESSA9VO\", \"price\": \"$27.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Mesh Screen with Magnetic Closure-Keeps Bugs Out Let Breeze in, Heavy Duty - Pet and Kid Friendly, Works with Front, Sliding Doors (38 x 82 Inch)\", \"asin\": \"B09YKX9DS7\", \"price\": \"$25.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Child Safety Net, Durable Banister Guard for Baby Safety Stairs Railing Balcony Cribs, Banister Stair Mesh Baby Proofing, Easy to Install Stair Netting for Kids, Pets, Toys - (10ft Lx2.5ft H) White\", \"asin\": \"B07ZQ578J5\", \"price\": \"$15.50\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"tupi Banister Guard for Baby - 15ft Lx 3ft H, Premium Balcony Netting for Pets, Child Safety Net, Stair Railing Proof Mesh for Kids, Toys, Pets - White\", \"asin\": \"B0D6RQZFKQ\", \"price\": \"$20.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25 Only 5 left in stock - order soon.\"},\n{\"title\": \"Child Safety Net - 10ft L x 2.5ft H, Balcony, Patios and Railing Stairs Netting, Safe Rail Net for Kids/Pet/Toy, Sturdy Mesh Fabric Material (Brown)\", \"asin\": \"B087CQZTP6\", \"price\": \"$15.90\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"JUMXSRLE Cat Netting Balcony, UV & Weather-Resistant Cat Balcony Safety Net, Transparent Nylon Pet Mesh Fence Cat Netting for Patio, Balcony, Rail, Stairs, Terraces - 10x13ft\", \"asin\": \"B0B2KVKZTM\", \"price\": \"$22.88\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Cat Balcony Rail Net, 10 x 26 ft Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Dog Fence Nets Black Nylon Pets Anti-Fall Mesh Fence\", \"asin\": \"B0DK4RY3WW\", \"price\": \"$35.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25 Only 5 left in stock - order soon.\"},\n{\"title\": \"Cat Netting Balcony,Black Balcony Net,Preventing Falls Net,Pet Protective Netting,Used to Fix Balconies,Terraces,Windows (13x33 ft)\", \"asin\": \"B0C5VZVZH9\", \"price\": \"$29.77\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Cat Balcony Rail Net Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Child Safety Screen Protection Crib Mesh for Pets\", \"asin\": \"B0B31JXJ5B\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Balcony Safety Net, Baby Proof Banister Guard for Baby, Pets, Kids, and Toys, Railing Mesh Netting for Balcony, Stairs, Stairway, Childproof Safety Fence for Indoor & Outdoor Use, White, 10ft x 2.6ft\", \"asin\": \"B0D8C2H19C\", \"price\": \"$23.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Balcony Netting for Pets Stairway Net for Balcony, 9.84ft x 2.4ft Thick Dogs Cats Balcony Mesh Netting Baby Fence Door Net Balcony Netting Safety Net for Railings Stair Guards (Black)\", \"asin\": \"B0D4Z37RJQ\", \"price\": \"$11.98\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25 Only 5 left in stock - order soon.\"},\n{\"title\": \"Kidkusion Heavy Duty Deck Guard, Black - 16' L x 3' H | Made in USA; Indoor/Outdoor Balcony and Stairway Deck Rail Safety Net; Child Safety; Pet Safety; Toy Safety\", \"asin\": \"B01LY8W0LN\", \"price\": \"$38.99\", \"delivery\": \"FREE delivery Apr 29 - May 1 Or fastest delivery Mon, Apr 28\"},\n{\"title\": \"Cat Balcony Rail Net Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Child Safety Screen Protection Crib Mesh for Pets Baby\", \"asin\": \"B0B31JRNZ9\", \"price\": \"$14.88\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"15.7IN x 10FT Plastic Mesh/Balcony Barrier Mesh/Garden Fence/Cat Netting, Screen for Pets Proof, Dogs, Rabbit, Plants Cover Safety Guard Fencing, Stair Railing mesh\", \"asin\": \"B0D6KJCPSW\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Cat Netting Balcony Pet Mesh Fence for Balcony Transparent Nylon Balcony Netting for Pets Anti-Fall Cat Net for Balcony and Windows\\uff0810*13ft\\uff09\", \"asin\": \"B09ZTB8GBM\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"}]\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\": \"2025-04-23T20:32:20.304Z\", // 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": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:09.575Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:19.353Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:37.129Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:42.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:44.065Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:46.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:48.178Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:52.629Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:54.589Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:58.427Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:01.796Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:02.753Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:22.856Z", "action": "purchase", "action_argument": "B0BP69X89N"}
{"timestamp": "2025-04-19T03:51:36.642Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:54:35.038Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:40.413Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:43.314Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:46.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:49.266Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:54.153Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-23T20:30:32.001Z", "action": "input", "action_argument": "patio cat"}
{"timestamp": "2025-04-23T20:30:42.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:30:48.621Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:31:24.619Z", "action": "click_product", "action_argument": "B0BKZKL1F7"}
{"timestamp": "2025-04-23T20:31:30.911Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-23T20:31:42.421Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:31:43.076Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:31:45.282Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:32:13.978Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:32:15.905Z", "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": "green Balcony Net for Pets"}],
"promotion_items": [{"title": "Cat Balcony Rail Net Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Dog Fence Nets Black Nylon Pets Anti-Fall Mesh Fence, 10 x 20ft", "asin": "B09DK6MHMV", "price": "$24.88", "quantity": ""},
{"title": "Shappy Balcony Net for Pets 16.5 ft x 2.5 ft Anti Fall Cat Dogs Netting Balcony Mesh Fence Net Screen Protection Crib Mesh for Pets Patios Stairway Clear Stair Banister Guard Apartment(White)", "asin": "B09MJVT8FG", "price": "$18.99", "quantity": ""},
{"title": "Cat Balcony Net, Steel Wire Reinforced, Anti-Fall Fence, Safety Net, Extra Strong (10 X 13 Ft)", "asin": "B0CCNZFBGD", "price": "$26.00", "quantity": ""},
{"title": "AlpineReach Plastic Wire Mesh 1.3ft x 10ft (15.7\" x 120\") Fence Roll with Zip Ties - Ideal for Poultry, Dogs, Rabbit Barrier & Gardening, Durable Chicken Mesh, Versatile Rigid Fencing & Netting, Black", "asin": "B0CXY88DKG", "price": "$19.99", "quantity": ""},
{"title": "", "asin": "B0DHVGDW7Q", "price": "", "quantity": ""}],
"search_results": [{"title": "Banister Guard-10ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guard (Black)", "asin": "B0CDSK7KDT", "price": "$18.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 6 left in stock - order soon."},
{"title": "Banister Guard-10ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (White)", "asin": "B0CDSMK668", "price": "$18.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 2 left in stock - order soon."},
{"title": "Stair Netting Child Safety Rope Net for Pets\uff0cApartment\uff0cBalcony\uff0cTrampoline\uff0cPlayground\uff0cDriveway Net for Kids Safety\uff0cSports Netting Baseball Softball Net (Black, 3.3FTx9.9FT)", "asin": "B0D9VBJR7C", "price": "$20.00", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Roving Cove Stair Banister Guard 10ft x 3ft, Railing Safety Net for Baby Proofing, Child Safety Stairway Cover, Balcony Mesh Netting, Ebony Black", "asin": "B0BNSVW3KX", "price": "$22.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "tupi Banister Guard for Baby - 15ft Lx 3ft H, Premium Balcony Netting for Pets, Child Safety Net, Stair Railing Proof Mesh for Kids, Toys, Pets - White", "asin": "B0D6RQZFKQ", "price": "$20.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 5 left in stock - order soon."},
{"title": "Hosuly Banister Guard 15 x 3 ft Balcony Netting for Kids Pets Stairway Safety Net Baby Fence Door Balcony Netting Safety Mesh Stair Net with No Drilling for Apartment Railing (Black)", "asin": "B0CHFFRS51", "price": "$21.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "KidKusion Deck Guard | Made in USA | 16' L x 38\" H | Clear | Outdoor Balcony and Stairway Deck Rail Safety Net | Child Safety; Pet Safety; Toy Safety, 4500", "asin": "B0002KWTF2", "price": "$27.98", "delivery": "FREE delivery Apr 29 - May 1 Or fastest delivery Mon, Apr 28"},
{"title": "Banister Guard-10ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guard (Black)", "asin": "B0CDSK7KDT", "price": "$18.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 6 left in stock - order soon."},
{"title": "Banister Guard-15ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (Black)", "asin": "B0C5TNLJ4C", "price": "$20.99", "delivery": "FREE delivery Apr 27 - 30 for Prime members"},
{"title": "Cat Netting Balcony, 10x13ft Steel Wire Reinforced Balcony Screen for Pets, Anti-Fall Pet Mesh Fence Cat Safety Net for Balcony, Window, Stair, Patio", "asin": "B0CWRTCC5R", "price": "$28.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "JUMXSRLE Balcony Netting for Cats, Wire-Reinforced Cat Net, Bite and Tear-Resistant, UV and Weather-Resistant, Balcony Cat Anti-Fall Netting for Pets (10x3m-black)", "asin": "B0D4MNKPNP", "price": "$58.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Balcony Net Cat Anti-Fall Fence Net Dog Fence Nets Transparent Nylon Pet Mesh Fence Anti-Fall Netting for Balcony Window Stairs Netting for Balcony Window Stairs\uff081020ft, 10 * 20ft", "asin": "B091PWSMBV", "price": "$22.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Balcony Rail Net Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Child Safety Screen Protection Crib Mesh for Pets Baby", "asin": "B0B31JRNZ9", "price": "$14.88", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Child Safety Net, Durable Banister Guard for Baby Safety Stairs Railing Balcony Cribs, Banister Stair Mesh Baby Proofing, Easy to Install Stair Netting for Kids, Pets, Toys - (10ft Lx3ft H) Brown", "asin": "B0B592WCTP", "price": "$18.99", "delivery": "FREE delivery Jun 2 - 12 for Prime members"},
{"title": "Pet & Garden Safeguard - 15.7IN x 16.4FT Roll - Black Plastic Netting, Multi-Use Decorative Fencing for Poultry, Dogs, Rabbits,Chicken and Snake Barrier", "asin": "B0CZ8M61V5", "price": "$12.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "JIFTOK Ewaves Stairway Net - Baby Safety Rail - 180 inch x 32 inch - Banister Stair Net for Child, Small pet,Toy- Indoor & Outdoor(Black)", "asin": "B09GLR26Y6", "price": "$16.79", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Banister Guard for Baby - 15ft x 3ft, Child Safety Net, Rail Balcony Banister Stair Mesh for Kids, Toys, Pets - White", "asin": "B082SFB756", "price": "$23.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cardinal Gates DSHD15 Heavy-Duty Outdoor Deck Netting - Plastic Balcony Netting for Pets & Kids - 15 Feet Long by 3 Feet Tall - Made in The USA - Black", "asin": "B01AT4E6TW", "price": "$34.29", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "VINGVO Cat Balcony Balcony, 20x10ft Nylon Pet Anti-Fall Fence Net, Cat Anti-Fall Fence Net Safety Net for Balcony, Window, Stair, Patio (26x10ft)", "asin": "B0DMF544HG", "price": "$33.64", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 10 left in stock - order soon."},
{"title": "Roving Cove Stair Banister Guard 5ft x 3ft, Railing Safety Net for Baby Proofing, Child Safety Stairway Cover, Balcony Mesh Netting, Almond Brown", "asin": "B01AER8AD2", "price": "$16.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Banister Guard-10ft X 2.6ft Thick Balcony Safety Net for Kid Pet Balcony Guard Balcony Netting for Pet Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (Black)", "asin": "B0CLJCQBCK", "price": "$15.99", "delivery": "FREE delivery Apr 30 - May 4 for Prime members"},
{"title": "DEAR LOV Retractable Baby Gate, Mesh Baby Gate or Mesh Dog Gate, 33\" Tall, Extends up to 55\" Wide, Child Safety Gate for Doorways, Stairs, Hallways, Indoor/Outdoor (33\"x55\",Black)", "asin": "B0B45VHJ89", "price": "$39.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Steel Reinforced Cat Netting for Balcony - 10ft x 20ft - Cat Net for Catio \u2013 Safety Netting for Pets - Animal Proof Screen - Strong Pet Net \u2013 Kitten Balcony Protection - Barrier for Animals Fence", "asin": "B0D4R13C2Y", "price": "$36.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Banister Guard for Baby, Balcony Netting for Pets, 15ft x 3ft, Baby Safety Stairs Rail Net Provides Your Baby with a Environment, Baby Stair Net Fit for Child, Small Pet, Toy - Black", "asin": "B0BZYM896G", "price": "$19.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Banister Guard 6.5ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guard (Black)", "asin": "B0C7WMJKBQ", "price": "$16.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Net Balcony Net Tear Resistant Transparent,High-Strength and Sturdy Staircase Railing Net,Anti Bird Net,Pet Safety Net (10x26ft,Thicker and Stronger,Transparent)", "asin": "B0CF8GVQTZ", "price": "$28.88", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 5 left in stock - order soon."},
{"title": "Balcony Netting for Pets, Stairway Net for Balcony, Pet Netting Balcony Net for Dogs Cats Kids Child Rail Net for Balcony Apartment, Baby Balcony Patios Stairway Net Clear (10ft*2.6ft Thick)", "asin": "B0B3SXPSCT", "price": "$23.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Netting, Balcony Netting for Pets,Steel Wire Reinforced Balcony Screen for Pets, Anti-Fall Cat Net for Balcony and Windows,Stair, Patio\uff08Black,10 * 26ft\uff09", "asin": "B0DNP3SR45", "price": "$41.99", "delivery": "FREE delivery May 17 - Jun 6 for Prime members"},
{"title": "SUNNY GUARD 3'x10' Brown Balcony Deck Privacy Screen Fence, Apartments Railing Screen, Heavy Duty Wind Screen for Outdoor,Backyard,Patio,Deck Privacy\uff08We Make Custom Sizes\uff09", "asin": "B08Q82V4GC", "price": "$16.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Netting Balcony, Stainless Steel Reinforced Bite Tear UV and Weather-Resistant Anti-Fall Netting for Pets, Safety Net for Cat, Small Catio for Apartment Balcony Protection (10x13 ft)", "asin": "B0DJBP6G9D", "price": "$29.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Banister Guard-10ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (White)", "asin": "B0CDSMK668", "price": "$18.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 2 left in stock - order soon."},
{"title": "Cat Balcony Net Cat Anti-Fall Fence Net Dog Fence Nets Transparent Nylon Pet Mesh Fence Anti-Fall Netting for Balcony Window Stairs Netting for Balcony Window Stairs\uff081020ft, 10 * 20ft", "asin": "B091PWSMBV", "price": "$22.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Balcony Rail Net Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Dog Fence Nets Black Nylon Pets Anti-Fall Mesh Fence, 10 x 20ft", "asin": "B09DK6MHMV", "price": "$24.88", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Banister Guard-10ft X 2.6ft Thick Balcony Safety Net for Kid Pet Balcony Guard Balcony Netting for Pet Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (Black)", "asin": "B0CLJCQBCK", "price": "$15.99", "delivery": "FREE delivery Apr 30 - May 4 for Prime members"},
{"title": "Banister Guard for Baby - 10ft x 3ft Balcony Netting for Pets, Stair Netting Child Safety Net, Stair Railing Proof Mesh for Kids, Dogs, Cats White", "asin": "B0CSYH5TGB", "price": "$11.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Stair Netting Child Safety Rope Net for Pets\uff0cApartment\uff0cBalcony\uff0cTrampoline\uff0cPlayground\uff0cDriveway Net for Kids Safety\uff0cSports Netting Baseball Softball Net (Black, 3.3FTx9.9FT)", "asin": "B0D9VBJR7C", "price": "$20.00", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Balcony Netting for Pets, Stairway Net for Balcony, Pet Netting Balcony Black Net for Dogs Cats Kids Child Rail Net for Balcony Apartment, Baby Balcony Patios Stairway Net Black (10ft*2.6ft Thick)", "asin": "B0C1VRKBSY", "price": "$23.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Roving Cove Stair Banister Guard 10ft x 3ft, Railing Safety Net for Baby Proofing, Child Safety Stairway Cover, Balcony Mesh Netting, Ebony Black", "asin": "B0BNSVW3KX", "price": "$22.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "JIFTOK Baby Gate for Stairs, Banister Guard for Kids, Pets, Toys, 18 ft L x 2.66 ft H, Mesh Netting Safety Net for Balcony Rail Stair, Stairway Net Baby Safety Products for Indoor & Outdoor (Black)", "asin": "B09582FNXD", "price": "$21.24", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Netting Balcony, Wire-Reinforced Cat Net, Bite and Tear-Resistant, UV and Weather-Resistant, Balcony Cat Anti-Fall Netting for Pets, Cat Protection Net for Windows Patio Balcony (6x3m-Black)", "asin": "B0D4MLV84N", "price": "$38.99", "delivery": "FREE delivery May 20 - Jun 9 for Prime members"},
{"title": "YeeBeny Cat Netting Balcony, 10x13 Ft Steel Wire Reinforced Safety Net for Cat, Cat Balcony Protection Netting, Anti-Fall Pet Balcony Netting Suitable for Balcony Window Staircase Terrace", "asin": "B0DSPVC5Z4", "price": "$17.99", "delivery": "FREE delivery Apr 29 - May 2 for Prime members Only 3 left in stock - order soon."},
{"title": "Cupount Banister Guard for Baby- 10ft x 3.3ft Black Balcony Safety Netting for Pets - Stair Railing Baby Proof - Baby Gate for Stairs", "asin": "B0D8J3RKMF", "price": "$18.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Netting Mesh Fence for Balcony and Windows - Transparent Nylon Pet Net - Anti-Fall (10 * 20ft)", "asin": "B09ZT95KDN", "price": "$27.88", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 14 left in stock - order soon."},
{"title": "Cat Balcony Net, Steel Wire Reinforced, Anti-Fall Fence, Safety Net, Extra Strong (10 X 13 Ft)", "asin": "B0CCNZFBGD", "price": "$26.00", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "MaPorch Plastic Wire Mesh Fence - Black, 15.71\" x 10 ft - Plastic Chicken Wire Fencing for Dogs, Rabbits & Poultry - Chicken Netting - Snake Barrier - Balcony Netting for Pets - Balcony Cat Barrier", "asin": "B0936GX5JB", "price": "$23.99", "delivery": "FREE delivery May 17 - Jun 5 for Prime members"},
{"title": "Shappy Balcony Net for Pets 16.5 ft x 2.5 ft Anti Fall Cat Dogs Netting Balcony Mesh Fence Net Screen Protection Crib Mesh for Pets Patios Stairway Clear Stair Banister Guard Apartment(Black)", "asin": "B0BKZKL1F7", "price": "$19.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 11 left in stock - order soon."},
{"title": "Banister Guard for Baby, 15ft x 3ft, Premium Balcony Netting for Pets, Child Safety Net, Rail Balcony Banister Stair Mesh for Kids, Toys, Pets, White", "asin": "B0D6RBNJYF", "price": "$21.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Balcony Netting for Pets\uff0cApartment\uff0cStair\uff0cTrampoline\uff0cPlayground\uff0cChild Safety Rope Net\uff0cDriveway Net for Kids Safety\uff0cBaseball Softball Net Sports Netting (3.3ft\u00d79.9ft, White)", "asin": "B0CKLBC32D", "price": "$22.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Plastic Hardware Mesh Netting, Garden Netting, Temporary Fence, Tree Guards, Safety Net for Balcony, Deck, Stair Railing, Animal Barrier, Poultry, Deer, with 50 Zip Ties, 40'' x 25', Black", "asin": "B0CFL3MQ7K", "price": "$33.87", "delivery": "FREE delivery Sun, Apr 27"},
{"title": "Flux Phenom The Original Magnetic Screen Door 38\"x82\" \u2013 Easy Install, Strong Magnet Strength, Self-Sealing Mesh, Pet Tested, Hands-Free Entry, Door Screen Magnetic Closure, Keeps Bugs Out", "asin": "B01ESSA9VO", "price": "$27.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Mesh Screen with Magnetic Closure-Keeps Bugs Out Let Breeze in, Heavy Duty - Pet and Kid Friendly, Works with Front, Sliding Doors (38 x 82 Inch)", "asin": "B09YKX9DS7", "price": "$25.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Child Safety Net, Durable Banister Guard for Baby Safety Stairs Railing Balcony Cribs, Banister Stair Mesh Baby Proofing, Easy to Install Stair Netting for Kids, Pets, Toys - (10ft Lx2.5ft H) White", "asin": "B07ZQ578J5", "price": "$15.50", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "tupi Banister Guard for Baby - 15ft Lx 3ft H, Premium Balcony Netting for Pets, Child Safety Net, Stair Railing Proof Mesh for Kids, Toys, Pets - White", "asin": "B0D6RQZFKQ", "price": "$20.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 5 left in stock - order soon."},
{"title": "Child Safety Net - 10ft L x 2.5ft H, Balcony, Patios and Railing Stairs Netting, Safe Rail Net for Kids/Pet/Toy, Sturdy Mesh Fabric Material (Brown)", "asin": "B087CQZTP6", "price": "$15.90", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "JUMXSRLE Cat Netting Balcony, UV & Weather-Resistant Cat Balcony Safety Net, Transparent Nylon Pet Mesh Fence Cat Netting for Patio, Balcony, Rail, Stairs, Terraces - 10x13ft", "asin": "B0B2KVKZTM", "price": "$22.88", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Balcony Rail Net, 10 x 26 ft Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Dog Fence Nets Black Nylon Pets Anti-Fall Mesh Fence", "asin": "B0DK4RY3WW", "price": "$35.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 5 left in stock - order soon."},
{"title": "Cat Netting Balcony,Black Balcony Net,Preventing Falls Net,Pet Protective Netting,Used to Fix Balconies,Terraces,Windows (13x33 ft)", "asin": "B0C5VZVZH9", "price": "$29.77", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Balcony Rail Net Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Child Safety Screen Protection Crib Mesh for Pets", "asin": "B0B31JXJ5B", "price": "$9.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Balcony Safety Net, Baby Proof Banister Guard for Baby, Pets, Kids, and Toys, Railing Mesh Netting for Balcony, Stairs, Stairway, Childproof Safety Fence for Indoor & Outdoor Use, White, 10ft x 2.6ft", "asin": "B0D8C2H19C", "price": "$23.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Balcony Netting for Pets Stairway Net for Balcony, 9.84ft x 2.4ft Thick Dogs Cats Balcony Mesh Netting Baby Fence Door Net Balcony Netting Safety Net for Railings Stair Guards (Black)", "asin": "B0D4Z37RJQ", "price": "$11.98", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 5 left in stock - order soon."},
{"title": "Kidkusion Heavy Duty Deck Guard, Black - 16' L x 3' H | Made in USA; Indoor/Outdoor Balcony and Stairway Deck Rail Safety Net; Child Safety; Pet Safety; Toy Safety", "asin": "B01LY8W0LN", "price": "$38.99", "delivery": "FREE delivery Apr 29 - May 1 Or fastest delivery Mon, Apr 28"},
{"title": "Cat Balcony Rail Net Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Child Safety Screen Protection Crib Mesh for Pets Baby", "asin": "B0B31JRNZ9", "price": "$14.88", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "15.7IN x 10FT Plastic Mesh/Balcony Barrier Mesh/Garden Fence/Cat Netting, Screen for Pets Proof, Dogs, Rabbit, Plants Cover Safety Guard Fencing, Stair Railing mesh", "asin": "B0D6KJCPSW", "price": "$17.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Netting Balcony Pet Mesh Fence for Balcony Transparent Nylon Balcony Netting for Pets Anti-Fall Cat Net for Balcony and Windows\uff0810*13ft\uff09", "asin": "B09ZTB8GBM", "price": "$22.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"}]
<|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": "2025-04-23T20:32:20.304Z", // 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>
|
2025-04-23T20:32:20.304Z
|
click
|
search
|
rule
|
2025-04-23T20:32:20.304Z
|
click
|
search
|
train
| 178 |
2025-04-23T20:32:20.304Z
|
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": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
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{"title": "Cat Balcony Net, Steel Wire Reinforced, Anti-Fall Fence, Safety Net, Extra Strong (10 X 13 Ft)", "asin": "B0CCNZFBGD", "price": "$26.00", "quantity": ""},
{"title": "AlpineReach Plastic Wire Mesh 1.3ft x 10ft (15.7\" x 120\") Fence Roll with Zip Ties - Ideal for Poultry, Dogs, Rabbit Barrier & Gardening, Durable Chicken Mesh, Versatile Rigid Fencing & Netting, Black", "asin": "B0CXY88DKG", "price": "$19.99", "quantity": ""},
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"search_results": [{"title": "Banister Guard-10ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guard (Black)", "asin": "B0CDSK7KDT", "price": "$18.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 6 left in stock - order soon."},
{"title": "Banister Guard-10ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (White)", "asin": "B0CDSMK668", "price": "$18.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 2 left in stock - order soon."},
{"title": "Stair Netting Child Safety Rope Net for Pets\uff0cApartment\uff0cBalcony\uff0cTrampoline\uff0cPlayground\uff0cDriveway Net for Kids Safety\uff0cSports Netting Baseball Softball Net (Black, 3.3FTx9.9FT)", "asin": "B0D9VBJR7C", "price": "$20.00", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Roving Cove Stair Banister Guard 10ft x 3ft, Railing Safety Net for Baby Proofing, Child Safety Stairway Cover, Balcony Mesh Netting, Ebony Black", "asin": "B0BNSVW3KX", "price": "$22.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "tupi Banister Guard for Baby - 15ft Lx 3ft H, Premium Balcony Netting for Pets, Child Safety Net, Stair Railing Proof Mesh for Kids, Toys, Pets - White", "asin": "B0D6RQZFKQ", "price": "$20.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 5 left in stock - order soon."},
{"title": "Hosuly Banister Guard 15 x 3 ft Balcony Netting for Kids Pets Stairway Safety Net Baby Fence Door Balcony Netting Safety Mesh Stair Net with No Drilling for Apartment Railing (Black)", "asin": "B0CHFFRS51", "price": "$21.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "KidKusion Deck Guard | Made in USA | 16' L x 38\" H | Clear | Outdoor Balcony and Stairway Deck Rail Safety Net | Child Safety; Pet Safety; Toy Safety, 4500", "asin": "B0002KWTF2", "price": "$27.98", "delivery": "FREE delivery Apr 29 - May 1 Or fastest delivery Mon, Apr 28"},
{"title": "Banister Guard-10ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guard (Black)", "asin": "B0CDSK7KDT", "price": "$18.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 6 left in stock - order soon."},
{"title": "Banister Guard-15ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (Black)", "asin": "B0C5TNLJ4C", "price": "$20.99", "delivery": "FREE delivery Apr 27 - 30 for Prime members"},
{"title": "Cat Netting Balcony, 10x13ft Steel Wire Reinforced Balcony Screen for Pets, Anti-Fall Pet Mesh Fence Cat Safety Net for Balcony, Window, Stair, Patio", "asin": "B0CWRTCC5R", "price": "$28.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "JUMXSRLE Balcony Netting for Cats, Wire-Reinforced Cat Net, Bite and Tear-Resistant, UV and Weather-Resistant, Balcony Cat Anti-Fall Netting for Pets (10x3m-black)", "asin": "B0D4MNKPNP", "price": "$58.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Balcony Net Cat Anti-Fall Fence Net Dog Fence Nets Transparent Nylon Pet Mesh Fence Anti-Fall Netting for Balcony Window Stairs Netting for Balcony Window Stairs\uff081020ft, 10 * 20ft", "asin": "B091PWSMBV", "price": "$22.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Balcony Rail Net Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Child Safety Screen Protection Crib Mesh for Pets Baby", "asin": "B0B31JRNZ9", "price": "$14.88", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Child Safety Net, Durable Banister Guard for Baby Safety Stairs Railing Balcony Cribs, Banister Stair Mesh Baby Proofing, Easy to Install Stair Netting for Kids, Pets, Toys - (10ft Lx3ft H) Brown", "asin": "B0B592WCTP", "price": "$18.99", "delivery": "FREE delivery Jun 2 - 12 for Prime members"},
{"title": "Pet & Garden Safeguard - 15.7IN x 16.4FT Roll - Black Plastic Netting, Multi-Use Decorative Fencing for Poultry, Dogs, Rabbits,Chicken and Snake Barrier", "asin": "B0CZ8M61V5", "price": "$12.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "JIFTOK Ewaves Stairway Net - Baby Safety Rail - 180 inch x 32 inch - Banister Stair Net for Child, Small pet,Toy- Indoor & Outdoor(Black)", "asin": "B09GLR26Y6", "price": "$16.79", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Banister Guard for Baby - 15ft x 3ft, Child Safety Net, Rail Balcony Banister Stair Mesh for Kids, Toys, Pets - White", "asin": "B082SFB756", "price": "$23.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cardinal Gates DSHD15 Heavy-Duty Outdoor Deck Netting - Plastic Balcony Netting for Pets & Kids - 15 Feet Long by 3 Feet Tall - Made in The USA - Black", "asin": "B01AT4E6TW", "price": "$34.29", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "VINGVO Cat Balcony Balcony, 20x10ft Nylon Pet Anti-Fall Fence Net, Cat Anti-Fall Fence Net Safety Net for Balcony, Window, Stair, Patio (26x10ft)", "asin": "B0DMF544HG", "price": "$33.64", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 10 left in stock - order soon."},
{"title": "Roving Cove Stair Banister Guard 5ft x 3ft, Railing Safety Net for Baby Proofing, Child Safety Stairway Cover, Balcony Mesh Netting, Almond Brown", "asin": "B01AER8AD2", "price": "$16.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Banister Guard-10ft X 2.6ft Thick Balcony Safety Net for Kid Pet Balcony Guard Balcony Netting for Pet Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (Black)", "asin": "B0CLJCQBCK", "price": "$15.99", "delivery": "FREE delivery Apr 30 - May 4 for Prime members"},
{"title": "DEAR LOV Retractable Baby Gate, Mesh Baby Gate or Mesh Dog Gate, 33\" Tall, Extends up to 55\" Wide, Child Safety Gate for Doorways, Stairs, Hallways, Indoor/Outdoor (33\"x55\",Black)", "asin": "B0B45VHJ89", "price": "$39.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Steel Reinforced Cat Netting for Balcony - 10ft x 20ft - Cat Net for Catio \u2013 Safety Netting for Pets - Animal Proof Screen - Strong Pet Net \u2013 Kitten Balcony Protection - Barrier for Animals Fence", "asin": "B0D4R13C2Y", "price": "$36.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Banister Guard for Baby, Balcony Netting for Pets, 15ft x 3ft, Baby Safety Stairs Rail Net Provides Your Baby with a Environment, Baby Stair Net Fit for Child, Small Pet, Toy - Black", "asin": "B0BZYM896G", "price": "$19.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Banister Guard 6.5ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guard (Black)", "asin": "B0C7WMJKBQ", "price": "$16.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Net Balcony Net Tear Resistant Transparent,High-Strength and Sturdy Staircase Railing Net,Anti Bird Net,Pet Safety Net (10x26ft,Thicker and Stronger,Transparent)", "asin": "B0CF8GVQTZ", "price": "$28.88", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 5 left in stock - order soon."},
{"title": "Balcony Netting for Pets, Stairway Net for Balcony, Pet Netting Balcony Net for Dogs Cats Kids Child Rail Net for Balcony Apartment, Baby Balcony Patios Stairway Net Clear (10ft*2.6ft Thick)", "asin": "B0B3SXPSCT", "price": "$23.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Netting, Balcony Netting for Pets,Steel Wire Reinforced Balcony Screen for Pets, Anti-Fall Cat Net for Balcony and Windows,Stair, Patio\uff08Black,10 * 26ft\uff09", "asin": "B0DNP3SR45", "price": "$41.99", "delivery": "FREE delivery May 17 - Jun 6 for Prime members"},
{"title": "SUNNY GUARD 3'x10' Brown Balcony Deck Privacy Screen Fence, Apartments Railing Screen, Heavy Duty Wind Screen for Outdoor,Backyard,Patio,Deck Privacy\uff08We Make Custom Sizes\uff09", "asin": "B08Q82V4GC", "price": "$16.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Netting Balcony, Stainless Steel Reinforced Bite Tear UV and Weather-Resistant Anti-Fall Netting for Pets, Safety Net for Cat, Small Catio for Apartment Balcony Protection (10x13 ft)", "asin": "B0DJBP6G9D", "price": "$29.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Banister Guard-10ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (White)", "asin": "B0CDSMK668", "price": "$18.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 2 left in stock - order soon."},
{"title": "Cat Balcony Net Cat Anti-Fall Fence Net Dog Fence Nets Transparent Nylon Pet Mesh Fence Anti-Fall Netting for Balcony Window Stairs Netting for Balcony Window Stairs\uff081020ft, 10 * 20ft", "asin": "B091PWSMBV", "price": "$22.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Balcony Rail Net Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Dog Fence Nets Black Nylon Pets Anti-Fall Mesh Fence, 10 x 20ft", "asin": "B09DK6MHMV", "price": "$24.88", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Banister Guard-10ft X 2.6ft Thick Balcony Safety Net for Kid Pet Balcony Guard Balcony Netting for Pet Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (Black)", "asin": "B0CLJCQBCK", "price": "$15.99", "delivery": "FREE delivery Apr 30 - May 4 for Prime members"},
{"title": "Banister Guard for Baby - 10ft x 3ft Balcony Netting for Pets, Stair Netting Child Safety Net, Stair Railing Proof Mesh for Kids, Dogs, Cats White", "asin": "B0CSYH5TGB", "price": "$11.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Stair Netting Child Safety Rope Net for Pets\uff0cApartment\uff0cBalcony\uff0cTrampoline\uff0cPlayground\uff0cDriveway Net for Kids Safety\uff0cSports Netting Baseball Softball Net (Black, 3.3FTx9.9FT)", "asin": "B0D9VBJR7C", "price": "$20.00", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Balcony Netting for Pets, Stairway Net for Balcony, Pet Netting Balcony Black Net for Dogs Cats Kids Child Rail Net for Balcony Apartment, Baby Balcony Patios Stairway Net Black (10ft*2.6ft Thick)", "asin": "B0C1VRKBSY", "price": "$23.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Roving Cove Stair Banister Guard 10ft x 3ft, Railing Safety Net for Baby Proofing, Child Safety Stairway Cover, Balcony Mesh Netting, Ebony Black", "asin": "B0BNSVW3KX", "price": "$22.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "JIFTOK Baby Gate for Stairs, Banister Guard for Kids, Pets, Toys, 18 ft L x 2.66 ft H, Mesh Netting Safety Net for Balcony Rail Stair, Stairway Net Baby Safety Products for Indoor & Outdoor (Black)", "asin": "B09582FNXD", "price": "$21.24", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Netting Balcony, Wire-Reinforced Cat Net, Bite and Tear-Resistant, UV and Weather-Resistant, Balcony Cat Anti-Fall Netting for Pets, Cat Protection Net for Windows Patio Balcony (6x3m-Black)", "asin": "B0D4MLV84N", "price": "$38.99", "delivery": "FREE delivery May 20 - Jun 9 for Prime members"},
{"title": "YeeBeny Cat Netting Balcony, 10x13 Ft Steel Wire Reinforced Safety Net for Cat, Cat Balcony Protection Netting, Anti-Fall Pet Balcony Netting Suitable for Balcony Window Staircase Terrace", "asin": "B0DSPVC5Z4", "price": "$17.99", "delivery": "FREE delivery Apr 29 - May 2 for Prime members Only 3 left in stock - order soon."},
{"title": "Cupount Banister Guard for Baby- 10ft x 3.3ft Black Balcony Safety Netting for Pets - Stair Railing Baby Proof - Baby Gate for Stairs", "asin": "B0D8J3RKMF", "price": "$18.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Netting Mesh Fence for Balcony and Windows - Transparent Nylon Pet Net - Anti-Fall (10 * 20ft)", "asin": "B09ZT95KDN", "price": "$27.88", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 14 left in stock - order soon."},
{"title": "Cat Balcony Net, Steel Wire Reinforced, Anti-Fall Fence, Safety Net, Extra Strong (10 X 13 Ft)", "asin": "B0CCNZFBGD", "price": "$26.00", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "MaPorch Plastic Wire Mesh Fence - Black, 15.71\" x 10 ft - Plastic Chicken Wire Fencing for Dogs, Rabbits & Poultry - Chicken Netting - Snake Barrier - Balcony Netting for Pets - Balcony Cat Barrier", "asin": "B0936GX5JB", "price": "$23.99", "delivery": "FREE delivery May 17 - Jun 5 for Prime members"},
{"title": "Shappy Balcony Net for Pets 16.5 ft x 2.5 ft Anti Fall Cat Dogs Netting Balcony Mesh Fence Net Screen Protection Crib Mesh for Pets Patios Stairway Clear Stair Banister Guard Apartment(Black)", "asin": "B0BKZKL1F7", "price": "$19.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 11 left in stock - order soon."},
{"title": "Banister Guard for Baby, 15ft x 3ft, Premium Balcony Netting for Pets, Child Safety Net, Rail Balcony Banister Stair Mesh for Kids, Toys, Pets, White", "asin": "B0D6RBNJYF", "price": "$21.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Balcony Netting for Pets\uff0cApartment\uff0cStair\uff0cTrampoline\uff0cPlayground\uff0cChild Safety Rope Net\uff0cDriveway Net for Kids Safety\uff0cBaseball Softball Net Sports Netting (3.3ft\u00d79.9ft, White)", "asin": "B0CKLBC32D", "price": "$22.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Plastic Hardware Mesh Netting, Garden Netting, Temporary Fence, Tree Guards, Safety Net for Balcony, Deck, Stair Railing, Animal Barrier, Poultry, Deer, with 50 Zip Ties, 40'' x 25', Black", "asin": "B0CFL3MQ7K", "price": "$33.87", "delivery": "FREE delivery Sun, Apr 27"},
{"title": "Flux Phenom The Original Magnetic Screen Door 38\"x82\" \u2013 Easy Install, Strong Magnet Strength, Self-Sealing Mesh, Pet Tested, Hands-Free Entry, Door Screen Magnetic Closure, Keeps Bugs Out", "asin": "B01ESSA9VO", "price": "$27.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Mesh Screen with Magnetic Closure-Keeps Bugs Out Let Breeze in, Heavy Duty - Pet and Kid Friendly, Works with Front, Sliding Doors (38 x 82 Inch)", "asin": "B09YKX9DS7", "price": "$25.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Child Safety Net, Durable Banister Guard for Baby Safety Stairs Railing Balcony Cribs, Banister Stair Mesh Baby Proofing, Easy to Install Stair Netting for Kids, Pets, Toys - (10ft Lx2.5ft H) White", "asin": "B07ZQ578J5", "price": "$15.50", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "tupi Banister Guard for Baby - 15ft Lx 3ft H, Premium Balcony Netting for Pets, Child Safety Net, Stair Railing Proof Mesh for Kids, Toys, Pets - White", "asin": "B0D6RQZFKQ", "price": "$20.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 5 left in stock - order soon."},
{"title": "Child Safety Net - 10ft L x 2.5ft H, Balcony, Patios and Railing Stairs Netting, Safe Rail Net for Kids/Pet/Toy, Sturdy Mesh Fabric Material (Brown)", "asin": "B087CQZTP6", "price": "$15.90", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "JUMXSRLE Cat Netting Balcony, UV & Weather-Resistant Cat Balcony Safety Net, Transparent Nylon Pet Mesh Fence Cat Netting for Patio, Balcony, Rail, Stairs, Terraces - 10x13ft", "asin": "B0B2KVKZTM", "price": "$22.88", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Balcony Rail Net, 10 x 26 ft Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Dog Fence Nets Black Nylon Pets Anti-Fall Mesh Fence", "asin": "B0DK4RY3WW", "price": "$35.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 5 left in stock - order soon."},
{"title": "Cat Netting Balcony,Black Balcony Net,Preventing Falls Net,Pet Protective Netting,Used to Fix Balconies,Terraces,Windows (13x33 ft)", "asin": "B0C5VZVZH9", "price": "$29.77", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Balcony Rail Net Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Child Safety Screen Protection Crib Mesh for Pets", "asin": "B0B31JXJ5B", "price": "$9.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Balcony Safety Net, Baby Proof Banister Guard for Baby, Pets, Kids, and Toys, Railing Mesh Netting for Balcony, Stairs, Stairway, Childproof Safety Fence for Indoor & Outdoor Use, White, 10ft x 2.6ft", "asin": "B0D8C2H19C", "price": "$23.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Balcony Netting for Pets Stairway Net for Balcony, 9.84ft x 2.4ft Thick Dogs Cats Balcony Mesh Netting Baby Fence Door Net Balcony Netting Safety Net for Railings Stair Guards (Black)", "asin": "B0D4Z37RJQ", "price": "$11.98", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 5 left in stock - order soon."},
{"title": "Kidkusion Heavy Duty Deck Guard, Black - 16' L x 3' H | Made in USA; Indoor/Outdoor Balcony and Stairway Deck Rail Safety Net; Child Safety; Pet Safety; Toy Safety", "asin": "B01LY8W0LN", "price": "$38.99", "delivery": "FREE delivery Apr 29 - May 1 Or fastest delivery Mon, Apr 28"},
{"title": "Cat Balcony Rail Net Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Child Safety Screen Protection Crib Mesh for Pets Baby", "asin": "B0B31JRNZ9", "price": "$14.88", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "15.7IN x 10FT Plastic Mesh/Balcony Barrier Mesh/Garden Fence/Cat Netting, Screen for Pets Proof, Dogs, Rabbit, Plants Cover Safety Guard Fencing, Stair Railing mesh", "asin": "B0D6KJCPSW", "price": "$17.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Netting Balcony Pet Mesh Fence for Balcony Transparent Nylon Balcony Netting for Pets Anti-Fall Cat Net for Balcony and Windows\uff0810*13ft\uff09", "asin": "B09ZTB8GBM", "price": "$22.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"}]
<|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": "2025-04-23T20:32:20.304Z", // 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\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.118Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.784Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:24.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:25.183Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:26.504Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.057Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.913Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:29.854Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:44.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:46.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:48.814Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:50.736Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:53.308Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:54.367Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:56.259Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:57.946Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:59.424Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:00.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:01.760Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:02.699Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:03.813Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:08.833Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:11.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:12.836Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:13.881Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:14.707Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.060Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.723Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:19.004Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:20.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:22.157Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:24.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:33.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:37.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:38.533Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:41.516Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:46.088Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:47.799Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:50.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:49:09.575Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:49:19.353Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:37.129Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:42.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:44.065Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:46.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:48.178Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:52.629Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:54.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:58.427Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:50:01.796Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:50:02.753Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:50:22.856Z\", \"action\": \"purchase\", \"action_argument\": \"B0BP69X89N\"}\n{\"timestamp\": \"2025-04-19T03:51:36.642Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-19T03:54:35.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:40.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:43.314Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:46.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:49.266Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:54.153Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-23T20:30:32.001Z\", \"action\": \"input\", \"action_argument\": \"patio cat\"}\n{\"timestamp\": \"2025-04-23T20:30:42.388Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:30:48.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:31:24.619Z\", \"action\": \"click_product\", \"action_argument\": \"B0BKZKL1F7\"}\n{\"timestamp\": \"2025-04-23T20:31:30.911Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-23T20:31:42.421Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:31:43.076Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:31:45.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:32:13.978Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:32:15.905Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:32:20.304Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"green Balcony Net for Pets\"}],\n\"promotion_items\": [{\"title\": \"Cat Balcony Rail Net Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Dog Fence Nets Black Nylon Pets Anti-Fall Mesh Fence, 10 x 20ft\", \"asin\": \"B09DK6MHMV\", \"price\": \"$24.88\", \"quantity\": \"\"},\n{\"title\": \"Shappy Balcony Net for Pets 16.5 ft x 2.5 ft Anti Fall Cat Dogs Netting Balcony Mesh Fence Net Screen Protection Crib Mesh for Pets Patios Stairway Clear Stair Banister Guard Apartment(White)\", \"asin\": \"B09MJVT8FG\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Cat Balcony Net, Steel Wire Reinforced, Anti-Fall Fence, Safety Net, Extra Strong (10 X 13 Ft)\", \"asin\": \"B0CCNZFBGD\", \"price\": \"$26.00\", \"quantity\": \"\"},\n{\"title\": \"AlpineReach Plastic Wire Mesh 1.3ft x 10ft (15.7\\\" x 120\\\") Fence Roll with Zip Ties - Ideal for Poultry, Dogs, Rabbit Barrier & Gardening, Durable Chicken Mesh, Versatile Rigid Fencing & Netting, Black\", \"asin\": \"B0CXY88DKG\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DHVGDW7Q\", \"price\": \"\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"Banister Guard-10ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guard (Black)\", \"asin\": \"B0CDSK7KDT\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25 Only 6 left in stock - order soon.\"},\n{\"title\": \"Banister Guard-10ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (White)\", \"asin\": \"B0CDSMK668\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25 Only 2 left in stock - order soon.\"},\n{\"title\": \"Stair Netting Child Safety Rope Net for Pets\\uff0cApartment\\uff0cBalcony\\uff0cTrampoline\\uff0cPlayground\\uff0cDriveway Net for Kids Safety\\uff0cSports Netting Baseball Softball Net (Black, 3.3FTx9.9FT)\", \"asin\": \"B0D9VBJR7C\", \"price\": \"$20.00\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Roving Cove Stair Banister Guard 10ft x 3ft, Railing Safety Net for Baby Proofing, Child Safety Stairway Cover, Balcony Mesh Netting, Ebony Black\", \"asin\": \"B0BNSVW3KX\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"tupi Banister Guard for Baby - 15ft Lx 3ft H, Premium Balcony Netting for Pets, Child Safety Net, Stair Railing Proof Mesh for Kids, Toys, Pets - White\", \"asin\": \"B0D6RQZFKQ\", \"price\": \"$20.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25 Only 5 left in stock - order soon.\"},\n{\"title\": \"Hosuly Banister Guard 15 x 3 ft Balcony Netting for Kids Pets Stairway Safety Net Baby Fence Door Balcony Netting Safety Mesh Stair Net with No Drilling for Apartment Railing (Black)\", \"asin\": \"B0CHFFRS51\", \"price\": \"$21.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"KidKusion Deck Guard | Made in USA | 16' L x 38\\\" H | Clear | Outdoor Balcony and Stairway Deck Rail Safety Net | Child Safety; Pet Safety; Toy Safety, 4500\", \"asin\": \"B0002KWTF2\", \"price\": \"$27.98\", \"delivery\": \"FREE delivery Apr 29 - May 1 Or fastest delivery Mon, Apr 28\"},\n{\"title\": \"Banister Guard-10ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guard (Black)\", \"asin\": \"B0CDSK7KDT\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25 Only 6 left in stock - order soon.\"},\n{\"title\": \"Banister Guard-15ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (Black)\", \"asin\": \"B0C5TNLJ4C\", \"price\": \"$20.99\", \"delivery\": \"FREE delivery Apr 27 - 30 for Prime members\"},\n{\"title\": \"Cat Netting Balcony, 10x13ft Steel Wire Reinforced Balcony Screen for Pets, Anti-Fall Pet Mesh Fence Cat Safety Net for Balcony, Window, Stair, Patio\", \"asin\": \"B0CWRTCC5R\", \"price\": \"$28.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"JUMXSRLE Balcony Netting for Cats, Wire-Reinforced Cat Net, Bite and Tear-Resistant, UV and Weather-Resistant, Balcony Cat Anti-Fall Netting for Pets (10x3m-black)\", \"asin\": \"B0D4MNKPNP\", \"price\": \"$58.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Cat Balcony Net Cat Anti-Fall Fence Net Dog Fence Nets Transparent Nylon Pet Mesh Fence Anti-Fall Netting for Balcony Window Stairs Netting for Balcony Window Stairs\\uff081020ft, 10 * 20ft\", \"asin\": \"B091PWSMBV\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Cat Balcony Rail Net Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Child Safety Screen Protection Crib Mesh for Pets Baby\", \"asin\": \"B0B31JRNZ9\", \"price\": \"$14.88\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Child Safety Net, Durable Banister Guard for Baby Safety Stairs Railing Balcony Cribs, Banister Stair Mesh Baby Proofing, Easy to Install Stair Netting for Kids, Pets, Toys - (10ft Lx3ft H) Brown\", \"asin\": \"B0B592WCTP\", \"price\": \"$18.99\", \"delivery\": \"FREE delivery Jun 2 - 12 for Prime members\"},\n{\"title\": \"Pet & Garden Safeguard - 15.7IN x 16.4FT Roll - Black Plastic Netting, Multi-Use Decorative Fencing for Poultry, Dogs, Rabbits,Chicken and Snake Barrier\", \"asin\": \"B0CZ8M61V5\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"JIFTOK Ewaves Stairway Net - Baby Safety Rail - 180 inch x 32 inch - Banister Stair Net for Child, Small pet,Toy- Indoor & Outdoor(Black)\", \"asin\": \"B09GLR26Y6\", \"price\": \"$16.79\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Banister Guard for Baby - 15ft x 3ft, Child Safety Net, Rail Balcony Banister Stair Mesh for Kids, Toys, Pets - White\", \"asin\": \"B082SFB756\", \"price\": \"$23.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Cardinal Gates DSHD15 Heavy-Duty Outdoor Deck Netting - Plastic Balcony Netting for Pets & Kids - 15 Feet Long by 3 Feet Tall - Made in The USA - Black\", \"asin\": \"B01AT4E6TW\", \"price\": \"$34.29\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"VINGVO Cat Balcony Balcony, 20x10ft Nylon Pet Anti-Fall Fence Net, Cat Anti-Fall Fence Net Safety Net for Balcony, Window, Stair, Patio (26x10ft)\", \"asin\": \"B0DMF544HG\", \"price\": \"$33.64\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25 Only 10 left in stock - order soon.\"},\n{\"title\": \"Roving Cove Stair Banister Guard 5ft x 3ft, Railing Safety Net for Baby Proofing, Child Safety Stairway Cover, Balcony Mesh Netting, Almond Brown\", \"asin\": \"B01AER8AD2\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Banister Guard-10ft X 2.6ft Thick Balcony Safety Net for Kid Pet Balcony Guard Balcony Netting for Pet Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (Black)\", \"asin\": \"B0CLJCQBCK\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Apr 30 - May 4 for Prime members\"},\n{\"title\": \"DEAR LOV Retractable Baby Gate, Mesh Baby Gate or Mesh Dog Gate, 33\\\" Tall, Extends up to 55\\\" Wide, Child Safety Gate for Doorways, Stairs, Hallways, Indoor/Outdoor (33\\\"x55\\\",Black)\", \"asin\": \"B0B45VHJ89\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Steel Reinforced Cat Netting for Balcony - 10ft x 20ft - Cat Net for Catio \\u2013 Safety Netting for Pets - Animal Proof Screen - Strong Pet Net \\u2013 Kitten Balcony Protection - Barrier for Animals Fence\", \"asin\": \"B0D4R13C2Y\", \"price\": \"$36.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Banister Guard for Baby, Balcony Netting for Pets, 15ft x 3ft, Baby Safety Stairs Rail Net Provides Your Baby with a Environment, Baby Stair Net Fit for Child, Small Pet, Toy - Black\", \"asin\": \"B0BZYM896G\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Banister Guard 6.5ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guard (Black)\", \"asin\": \"B0C7WMJKBQ\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Cat Net Balcony Net Tear Resistant Transparent,High-Strength and Sturdy Staircase Railing Net,Anti Bird Net,Pet Safety Net (10x26ft,Thicker and Stronger,Transparent)\", \"asin\": \"B0CF8GVQTZ\", \"price\": \"$28.88\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25 Only 5 left in stock - order soon.\"},\n{\"title\": \"Balcony Netting for Pets, Stairway Net for Balcony, Pet Netting Balcony Net for Dogs Cats Kids Child Rail Net for Balcony Apartment, Baby Balcony Patios Stairway Net Clear (10ft*2.6ft Thick)\", \"asin\": \"B0B3SXPSCT\", \"price\": \"$23.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Cat Netting, Balcony Netting for Pets,Steel Wire Reinforced Balcony Screen for Pets, Anti-Fall Cat Net for Balcony and Windows,Stair, Patio\\uff08Black,10 * 26ft\\uff09\", \"asin\": \"B0DNP3SR45\", \"price\": \"$41.99\", \"delivery\": \"FREE delivery May 17 - Jun 6 for Prime members\"},\n{\"title\": \"SUNNY GUARD 3'x10' Brown Balcony Deck Privacy Screen Fence, Apartments Railing Screen, Heavy Duty Wind Screen for Outdoor,Backyard,Patio,Deck Privacy\\uff08We Make Custom Sizes\\uff09\", \"asin\": \"B08Q82V4GC\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Cat Netting Balcony, Stainless Steel Reinforced Bite Tear UV and Weather-Resistant Anti-Fall Netting for Pets, Safety Net for Cat, Small Catio for Apartment Balcony Protection (10x13 ft)\", \"asin\": \"B0DJBP6G9D\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Banister Guard-10ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (White)\", \"asin\": \"B0CDSMK668\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25 Only 2 left in stock - order soon.\"},\n{\"title\": \"Cat Balcony Net Cat Anti-Fall Fence Net Dog Fence Nets Transparent Nylon Pet Mesh Fence Anti-Fall Netting for Balcony Window Stairs Netting for Balcony Window Stairs\\uff081020ft, 10 * 20ft\", \"asin\": \"B091PWSMBV\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Cat Balcony Rail Net Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Dog Fence Nets Black Nylon Pets Anti-Fall Mesh Fence, 10 x 20ft\", \"asin\": \"B09DK6MHMV\", \"price\": \"$24.88\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Banister Guard-10ft X 2.6ft Thick Balcony Safety Net for Kid Pet Balcony Guard Balcony Netting for Pet Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (Black)\", \"asin\": \"B0CLJCQBCK\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Apr 30 - May 4 for Prime members\"},\n{\"title\": \"Banister Guard for Baby - 10ft x 3ft Balcony Netting for Pets, Stair Netting Child Safety Net, Stair Railing Proof Mesh for Kids, Dogs, Cats White\", \"asin\": \"B0CSYH5TGB\", \"price\": \"$11.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Stair Netting Child Safety Rope Net for Pets\\uff0cApartment\\uff0cBalcony\\uff0cTrampoline\\uff0cPlayground\\uff0cDriveway Net for Kids Safety\\uff0cSports Netting Baseball Softball Net (Black, 3.3FTx9.9FT)\", \"asin\": \"B0D9VBJR7C\", \"price\": \"$20.00\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Balcony Netting for Pets, Stairway Net for Balcony, Pet Netting Balcony Black Net for Dogs Cats Kids Child Rail Net for Balcony Apartment, Baby Balcony Patios Stairway Net Black (10ft*2.6ft Thick)\", \"asin\": \"B0C1VRKBSY\", \"price\": \"$23.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Roving Cove Stair Banister Guard 10ft x 3ft, Railing Safety Net for Baby Proofing, Child Safety Stairway Cover, Balcony Mesh Netting, Ebony Black\", \"asin\": \"B0BNSVW3KX\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"JIFTOK Baby Gate for Stairs, Banister Guard for Kids, Pets, Toys, 18 ft L x 2.66 ft H, Mesh Netting Safety Net for Balcony Rail Stair, Stairway Net Baby Safety Products for Indoor & Outdoor (Black)\", \"asin\": \"B09582FNXD\", \"price\": \"$21.24\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Cat Netting Balcony, Wire-Reinforced Cat Net, Bite and Tear-Resistant, UV and Weather-Resistant, Balcony Cat Anti-Fall Netting for Pets, Cat Protection Net for Windows Patio Balcony (6x3m-Black)\", \"asin\": \"B0D4MLV84N\", \"price\": \"$38.99\", \"delivery\": \"FREE delivery May 20 - Jun 9 for Prime members\"},\n{\"title\": \"YeeBeny Cat Netting Balcony, 10x13 Ft Steel Wire Reinforced Safety Net for Cat, Cat Balcony Protection Netting, Anti-Fall Pet Balcony Netting Suitable for Balcony Window Staircase Terrace\", \"asin\": \"B0DSPVC5Z4\", \"price\": \"$17.99\", \"delivery\": \"FREE delivery Apr 29 - May 2 for Prime members Only 3 left in stock - order soon.\"},\n{\"title\": \"Cupount Banister Guard for Baby- 10ft x 3.3ft Black Balcony Safety Netting for Pets - Stair Railing Baby Proof - Baby Gate for Stairs\", \"asin\": \"B0D8J3RKMF\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Cat Netting Mesh Fence for Balcony and Windows - Transparent Nylon Pet Net - Anti-Fall (10 * 20ft)\", \"asin\": \"B09ZT95KDN\", \"price\": \"$27.88\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25 Only 14 left in stock - order soon.\"},\n{\"title\": \"Cat Balcony Net, Steel Wire Reinforced, Anti-Fall Fence, Safety Net, Extra Strong (10 X 13 Ft)\", \"asin\": \"B0CCNZFBGD\", \"price\": \"$26.00\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"MaPorch Plastic Wire Mesh Fence - Black, 15.71\\\" x 10 ft - Plastic Chicken Wire Fencing for Dogs, Rabbits & Poultry - Chicken Netting - Snake Barrier - Balcony Netting for Pets - Balcony Cat Barrier\", \"asin\": \"B0936GX5JB\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery May 17 - Jun 5 for Prime members\"},\n{\"title\": \"Shappy Balcony Net for Pets 16.5 ft x 2.5 ft Anti Fall Cat Dogs Netting Balcony Mesh Fence Net Screen Protection Crib Mesh for Pets Patios Stairway Clear Stair Banister Guard Apartment(Black)\", \"asin\": \"B0BKZKL1F7\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25 Only 11 left in stock - order soon.\"},\n{\"title\": \"Banister Guard for Baby, 15ft x 3ft, Premium Balcony Netting for Pets, Child Safety Net, Rail Balcony Banister Stair Mesh for Kids, Toys, Pets, White\", \"asin\": \"B0D6RBNJYF\", \"price\": \"$21.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Balcony Netting for Pets\\uff0cApartment\\uff0cStair\\uff0cTrampoline\\uff0cPlayground\\uff0cChild Safety Rope Net\\uff0cDriveway Net for Kids Safety\\uff0cBaseball Softball Net Sports Netting (3.3ft\\u00d79.9ft, White)\", \"asin\": \"B0CKLBC32D\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Plastic Hardware Mesh Netting, Garden Netting, Temporary Fence, Tree Guards, Safety Net for Balcony, Deck, Stair Railing, Animal Barrier, Poultry, Deer, with 50 Zip Ties, 40'' x 25', Black\", \"asin\": \"B0CFL3MQ7K\", \"price\": \"$33.87\", \"delivery\": \"FREE delivery Sun, Apr 27\"},\n{\"title\": \"Flux Phenom The Original Magnetic Screen Door 38\\\"x82\\\" \\u2013 Easy Install, Strong Magnet Strength, Self-Sealing Mesh, Pet Tested, Hands-Free Entry, Door Screen Magnetic Closure, Keeps Bugs Out\", \"asin\": \"B01ESSA9VO\", \"price\": \"$27.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Mesh Screen with Magnetic Closure-Keeps Bugs Out Let Breeze in, Heavy Duty - Pet and Kid Friendly, Works with Front, Sliding Doors (38 x 82 Inch)\", \"asin\": \"B09YKX9DS7\", \"price\": \"$25.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Child Safety Net, Durable Banister Guard for Baby Safety Stairs Railing Balcony Cribs, Banister Stair Mesh Baby Proofing, Easy to Install Stair Netting for Kids, Pets, Toys - (10ft Lx2.5ft H) White\", \"asin\": \"B07ZQ578J5\", \"price\": \"$15.50\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"tupi Banister Guard for Baby - 15ft Lx 3ft H, Premium Balcony Netting for Pets, Child Safety Net, Stair Railing Proof Mesh for Kids, Toys, Pets - White\", \"asin\": \"B0D6RQZFKQ\", \"price\": \"$20.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25 Only 5 left in stock - order soon.\"},\n{\"title\": \"Child Safety Net - 10ft L x 2.5ft H, Balcony, Patios and Railing Stairs Netting, Safe Rail Net for Kids/Pet/Toy, Sturdy Mesh Fabric Material (Brown)\", \"asin\": \"B087CQZTP6\", \"price\": \"$15.90\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"JUMXSRLE Cat Netting Balcony, UV & Weather-Resistant Cat Balcony Safety Net, Transparent Nylon Pet Mesh Fence Cat Netting for Patio, Balcony, Rail, Stairs, Terraces - 10x13ft\", \"asin\": \"B0B2KVKZTM\", \"price\": \"$22.88\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Cat Balcony Rail Net, 10 x 26 ft Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Dog Fence Nets Black Nylon Pets Anti-Fall Mesh Fence\", \"asin\": \"B0DK4RY3WW\", \"price\": \"$35.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25 Only 5 left in stock - order soon.\"},\n{\"title\": \"Cat Netting Balcony,Black Balcony Net,Preventing Falls Net,Pet Protective Netting,Used to Fix Balconies,Terraces,Windows (13x33 ft)\", \"asin\": \"B0C5VZVZH9\", \"price\": \"$29.77\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Cat Balcony Rail Net Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Child Safety Screen Protection Crib Mesh for Pets\", \"asin\": \"B0B31JXJ5B\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Balcony Safety Net, Baby Proof Banister Guard for Baby, Pets, Kids, and Toys, Railing Mesh Netting for Balcony, Stairs, Stairway, Childproof Safety Fence for Indoor & Outdoor Use, White, 10ft x 2.6ft\", \"asin\": \"B0D8C2H19C\", \"price\": \"$23.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Balcony Netting for Pets Stairway Net for Balcony, 9.84ft x 2.4ft Thick Dogs Cats Balcony Mesh Netting Baby Fence Door Net Balcony Netting Safety Net for Railings Stair Guards (Black)\", \"asin\": \"B0D4Z37RJQ\", \"price\": \"$11.98\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25 Only 5 left in stock - order soon.\"},\n{\"title\": \"Kidkusion Heavy Duty Deck Guard, Black - 16' L x 3' H | Made in USA; Indoor/Outdoor Balcony and Stairway Deck Rail Safety Net; Child Safety; Pet Safety; Toy Safety\", \"asin\": \"B01LY8W0LN\", \"price\": \"$38.99\", \"delivery\": \"FREE delivery Apr 29 - May 1 Or fastest delivery Mon, Apr 28\"},\n{\"title\": \"Cat Balcony Rail Net Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Child Safety Screen Protection Crib Mesh for Pets Baby\", \"asin\": \"B0B31JRNZ9\", \"price\": \"$14.88\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"15.7IN x 10FT Plastic Mesh/Balcony Barrier Mesh/Garden Fence/Cat Netting, Screen for Pets Proof, Dogs, Rabbit, Plants Cover Safety Guard Fencing, Stair Railing mesh\", \"asin\": \"B0D6KJCPSW\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Cat Netting Balcony Pet Mesh Fence for Balcony Transparent Nylon Balcony Netting for Pets Anti-Fall Cat Net for Balcony and Windows\\uff0810*13ft\\uff09\", \"asin\": \"B09ZTB8GBM\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"}]\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\": \"2025-04-23T20:32:30.473Z\", // 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": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:09.575Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:19.353Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:37.129Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:42.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:44.065Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:46.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:48.178Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:52.629Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:54.589Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:58.427Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:01.796Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:02.753Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:22.856Z", "action": "purchase", "action_argument": "B0BP69X89N"}
{"timestamp": "2025-04-19T03:51:36.642Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:54:35.038Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:40.413Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:43.314Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:46.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:49.266Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:54.153Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-23T20:30:32.001Z", "action": "input", "action_argument": "patio cat"}
{"timestamp": "2025-04-23T20:30:42.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:30:48.621Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:31:24.619Z", "action": "click_product", "action_argument": "B0BKZKL1F7"}
{"timestamp": "2025-04-23T20:31:30.911Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-23T20:31:42.421Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:31:43.076Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:31:45.282Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:32:13.978Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:32:15.905Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:32:20.304Z", "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": "green Balcony Net for Pets"}],
"promotion_items": [{"title": "Cat Balcony Rail Net Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Dog Fence Nets Black Nylon Pets Anti-Fall Mesh Fence, 10 x 20ft", "asin": "B09DK6MHMV", "price": "$24.88", "quantity": ""},
{"title": "Shappy Balcony Net for Pets 16.5 ft x 2.5 ft Anti Fall Cat Dogs Netting Balcony Mesh Fence Net Screen Protection Crib Mesh for Pets Patios Stairway Clear Stair Banister Guard Apartment(White)", "asin": "B09MJVT8FG", "price": "$18.99", "quantity": ""},
{"title": "Cat Balcony Net, Steel Wire Reinforced, Anti-Fall Fence, Safety Net, Extra Strong (10 X 13 Ft)", "asin": "B0CCNZFBGD", "price": "$26.00", "quantity": ""},
{"title": "AlpineReach Plastic Wire Mesh 1.3ft x 10ft (15.7\" x 120\") Fence Roll with Zip Ties - Ideal for Poultry, Dogs, Rabbit Barrier & Gardening, Durable Chicken Mesh, Versatile Rigid Fencing & Netting, Black", "asin": "B0CXY88DKG", "price": "$19.99", "quantity": ""},
{"title": "", "asin": "B0DHVGDW7Q", "price": "", "quantity": ""}],
"search_results": [{"title": "Banister Guard-10ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guard (Black)", "asin": "B0CDSK7KDT", "price": "$18.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 6 left in stock - order soon."},
{"title": "Banister Guard-10ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (White)", "asin": "B0CDSMK668", "price": "$18.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 2 left in stock - order soon."},
{"title": "Stair Netting Child Safety Rope Net for Pets\uff0cApartment\uff0cBalcony\uff0cTrampoline\uff0cPlayground\uff0cDriveway Net for Kids Safety\uff0cSports Netting Baseball Softball Net (Black, 3.3FTx9.9FT)", "asin": "B0D9VBJR7C", "price": "$20.00", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Roving Cove Stair Banister Guard 10ft x 3ft, Railing Safety Net for Baby Proofing, Child Safety Stairway Cover, Balcony Mesh Netting, Ebony Black", "asin": "B0BNSVW3KX", "price": "$22.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "tupi Banister Guard for Baby - 15ft Lx 3ft H, Premium Balcony Netting for Pets, Child Safety Net, Stair Railing Proof Mesh for Kids, Toys, Pets - White", "asin": "B0D6RQZFKQ", "price": "$20.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 5 left in stock - order soon."},
{"title": "Hosuly Banister Guard 15 x 3 ft Balcony Netting for Kids Pets Stairway Safety Net Baby Fence Door Balcony Netting Safety Mesh Stair Net with No Drilling for Apartment Railing (Black)", "asin": "B0CHFFRS51", "price": "$21.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "KidKusion Deck Guard | Made in USA | 16' L x 38\" H | Clear | Outdoor Balcony and Stairway Deck Rail Safety Net | Child Safety; Pet Safety; Toy Safety, 4500", "asin": "B0002KWTF2", "price": "$27.98", "delivery": "FREE delivery Apr 29 - May 1 Or fastest delivery Mon, Apr 28"},
{"title": "Banister Guard-10ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guard (Black)", "asin": "B0CDSK7KDT", "price": "$18.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 6 left in stock - order soon."},
{"title": "Banister Guard-15ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (Black)", "asin": "B0C5TNLJ4C", "price": "$20.99", "delivery": "FREE delivery Apr 27 - 30 for Prime members"},
{"title": "Cat Netting Balcony, 10x13ft Steel Wire Reinforced Balcony Screen for Pets, Anti-Fall Pet Mesh Fence Cat Safety Net for Balcony, Window, Stair, Patio", "asin": "B0CWRTCC5R", "price": "$28.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "JUMXSRLE Balcony Netting for Cats, Wire-Reinforced Cat Net, Bite and Tear-Resistant, UV and Weather-Resistant, Balcony Cat Anti-Fall Netting for Pets (10x3m-black)", "asin": "B0D4MNKPNP", "price": "$58.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Balcony Net Cat Anti-Fall Fence Net Dog Fence Nets Transparent Nylon Pet Mesh Fence Anti-Fall Netting for Balcony Window Stairs Netting for Balcony Window Stairs\uff081020ft, 10 * 20ft", "asin": "B091PWSMBV", "price": "$22.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Balcony Rail Net Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Child Safety Screen Protection Crib Mesh for Pets Baby", "asin": "B0B31JRNZ9", "price": "$14.88", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Child Safety Net, Durable Banister Guard for Baby Safety Stairs Railing Balcony Cribs, Banister Stair Mesh Baby Proofing, Easy to Install Stair Netting for Kids, Pets, Toys - (10ft Lx3ft H) Brown", "asin": "B0B592WCTP", "price": "$18.99", "delivery": "FREE delivery Jun 2 - 12 for Prime members"},
{"title": "Pet & Garden Safeguard - 15.7IN x 16.4FT Roll - Black Plastic Netting, Multi-Use Decorative Fencing for Poultry, Dogs, Rabbits,Chicken and Snake Barrier", "asin": "B0CZ8M61V5", "price": "$12.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "JIFTOK Ewaves Stairway Net - Baby Safety Rail - 180 inch x 32 inch - Banister Stair Net for Child, Small pet,Toy- Indoor & Outdoor(Black)", "asin": "B09GLR26Y6", "price": "$16.79", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Banister Guard for Baby - 15ft x 3ft, Child Safety Net, Rail Balcony Banister Stair Mesh for Kids, Toys, Pets - White", "asin": "B082SFB756", "price": "$23.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cardinal Gates DSHD15 Heavy-Duty Outdoor Deck Netting - Plastic Balcony Netting for Pets & Kids - 15 Feet Long by 3 Feet Tall - Made in The USA - Black", "asin": "B01AT4E6TW", "price": "$34.29", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "VINGVO Cat Balcony Balcony, 20x10ft Nylon Pet Anti-Fall Fence Net, Cat Anti-Fall Fence Net Safety Net for Balcony, Window, Stair, Patio (26x10ft)", "asin": "B0DMF544HG", "price": "$33.64", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 10 left in stock - order soon."},
{"title": "Roving Cove Stair Banister Guard 5ft x 3ft, Railing Safety Net for Baby Proofing, Child Safety Stairway Cover, Balcony Mesh Netting, Almond Brown", "asin": "B01AER8AD2", "price": "$16.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Banister Guard-10ft X 2.6ft Thick Balcony Safety Net for Kid Pet Balcony Guard Balcony Netting for Pet Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (Black)", "asin": "B0CLJCQBCK", "price": "$15.99", "delivery": "FREE delivery Apr 30 - May 4 for Prime members"},
{"title": "DEAR LOV Retractable Baby Gate, Mesh Baby Gate or Mesh Dog Gate, 33\" Tall, Extends up to 55\" Wide, Child Safety Gate for Doorways, Stairs, Hallways, Indoor/Outdoor (33\"x55\",Black)", "asin": "B0B45VHJ89", "price": "$39.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Steel Reinforced Cat Netting for Balcony - 10ft x 20ft - Cat Net for Catio \u2013 Safety Netting for Pets - Animal Proof Screen - Strong Pet Net \u2013 Kitten Balcony Protection - Barrier for Animals Fence", "asin": "B0D4R13C2Y", "price": "$36.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Banister Guard for Baby, Balcony Netting for Pets, 15ft x 3ft, Baby Safety Stairs Rail Net Provides Your Baby with a Environment, Baby Stair Net Fit for Child, Small Pet, Toy - Black", "asin": "B0BZYM896G", "price": "$19.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Banister Guard 6.5ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guard (Black)", "asin": "B0C7WMJKBQ", "price": "$16.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Net Balcony Net Tear Resistant Transparent,High-Strength and Sturdy Staircase Railing Net,Anti Bird Net,Pet Safety Net (10x26ft,Thicker and Stronger,Transparent)", "asin": "B0CF8GVQTZ", "price": "$28.88", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 5 left in stock - order soon."},
{"title": "Balcony Netting for Pets, Stairway Net for Balcony, Pet Netting Balcony Net for Dogs Cats Kids Child Rail Net for Balcony Apartment, Baby Balcony Patios Stairway Net Clear (10ft*2.6ft Thick)", "asin": "B0B3SXPSCT", "price": "$23.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Netting, Balcony Netting for Pets,Steel Wire Reinforced Balcony Screen for Pets, Anti-Fall Cat Net for Balcony and Windows,Stair, Patio\uff08Black,10 * 26ft\uff09", "asin": "B0DNP3SR45", "price": "$41.99", "delivery": "FREE delivery May 17 - Jun 6 for Prime members"},
{"title": "SUNNY GUARD 3'x10' Brown Balcony Deck Privacy Screen Fence, Apartments Railing Screen, Heavy Duty Wind Screen for Outdoor,Backyard,Patio,Deck Privacy\uff08We Make Custom Sizes\uff09", "asin": "B08Q82V4GC", "price": "$16.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Netting Balcony, Stainless Steel Reinforced Bite Tear UV and Weather-Resistant Anti-Fall Netting for Pets, Safety Net for Cat, Small Catio for Apartment Balcony Protection (10x13 ft)", "asin": "B0DJBP6G9D", "price": "$29.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Banister Guard-10ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (White)", "asin": "B0CDSMK668", "price": "$18.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 2 left in stock - order soon."},
{"title": "Cat Balcony Net Cat Anti-Fall Fence Net Dog Fence Nets Transparent Nylon Pet Mesh Fence Anti-Fall Netting for Balcony Window Stairs Netting for Balcony Window Stairs\uff081020ft, 10 * 20ft", "asin": "B091PWSMBV", "price": "$22.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Balcony Rail Net Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Dog Fence Nets Black Nylon Pets Anti-Fall Mesh Fence, 10 x 20ft", "asin": "B09DK6MHMV", "price": "$24.88", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Banister Guard-10ft X 2.6ft Thick Balcony Safety Net for Kid Pet Balcony Guard Balcony Netting for Pet Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (Black)", "asin": "B0CLJCQBCK", "price": "$15.99", "delivery": "FREE delivery Apr 30 - May 4 for Prime members"},
{"title": "Banister Guard for Baby - 10ft x 3ft Balcony Netting for Pets, Stair Netting Child Safety Net, Stair Railing Proof Mesh for Kids, Dogs, Cats White", "asin": "B0CSYH5TGB", "price": "$11.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Stair Netting Child Safety Rope Net for Pets\uff0cApartment\uff0cBalcony\uff0cTrampoline\uff0cPlayground\uff0cDriveway Net for Kids Safety\uff0cSports Netting Baseball Softball Net (Black, 3.3FTx9.9FT)", "asin": "B0D9VBJR7C", "price": "$20.00", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Balcony Netting for Pets, Stairway Net for Balcony, Pet Netting Balcony Black Net for Dogs Cats Kids Child Rail Net for Balcony Apartment, Baby Balcony Patios Stairway Net Black (10ft*2.6ft Thick)", "asin": "B0C1VRKBSY", "price": "$23.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Roving Cove Stair Banister Guard 10ft x 3ft, Railing Safety Net for Baby Proofing, Child Safety Stairway Cover, Balcony Mesh Netting, Ebony Black", "asin": "B0BNSVW3KX", "price": "$22.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "JIFTOK Baby Gate for Stairs, Banister Guard for Kids, Pets, Toys, 18 ft L x 2.66 ft H, Mesh Netting Safety Net for Balcony Rail Stair, Stairway Net Baby Safety Products for Indoor & Outdoor (Black)", "asin": "B09582FNXD", "price": "$21.24", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Netting Balcony, Wire-Reinforced Cat Net, Bite and Tear-Resistant, UV and Weather-Resistant, Balcony Cat Anti-Fall Netting for Pets, Cat Protection Net for Windows Patio Balcony (6x3m-Black)", "asin": "B0D4MLV84N", "price": "$38.99", "delivery": "FREE delivery May 20 - Jun 9 for Prime members"},
{"title": "YeeBeny Cat Netting Balcony, 10x13 Ft Steel Wire Reinforced Safety Net for Cat, Cat Balcony Protection Netting, Anti-Fall Pet Balcony Netting Suitable for Balcony Window Staircase Terrace", "asin": "B0DSPVC5Z4", "price": "$17.99", "delivery": "FREE delivery Apr 29 - May 2 for Prime members Only 3 left in stock - order soon."},
{"title": "Cupount Banister Guard for Baby- 10ft x 3.3ft Black Balcony Safety Netting for Pets - Stair Railing Baby Proof - Baby Gate for Stairs", "asin": "B0D8J3RKMF", "price": "$18.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Netting Mesh Fence for Balcony and Windows - Transparent Nylon Pet Net - Anti-Fall (10 * 20ft)", "asin": "B09ZT95KDN", "price": "$27.88", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 14 left in stock - order soon."},
{"title": "Cat Balcony Net, Steel Wire Reinforced, Anti-Fall Fence, Safety Net, Extra Strong (10 X 13 Ft)", "asin": "B0CCNZFBGD", "price": "$26.00", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "MaPorch Plastic Wire Mesh Fence - Black, 15.71\" x 10 ft - Plastic Chicken Wire Fencing for Dogs, Rabbits & Poultry - Chicken Netting - Snake Barrier - Balcony Netting for Pets - Balcony Cat Barrier", "asin": "B0936GX5JB", "price": "$23.99", "delivery": "FREE delivery May 17 - Jun 5 for Prime members"},
{"title": "Shappy Balcony Net for Pets 16.5 ft x 2.5 ft Anti Fall Cat Dogs Netting Balcony Mesh Fence Net Screen Protection Crib Mesh for Pets Patios Stairway Clear Stair Banister Guard Apartment(Black)", "asin": "B0BKZKL1F7", "price": "$19.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 11 left in stock - order soon."},
{"title": "Banister Guard for Baby, 15ft x 3ft, Premium Balcony Netting for Pets, Child Safety Net, Rail Balcony Banister Stair Mesh for Kids, Toys, Pets, White", "asin": "B0D6RBNJYF", "price": "$21.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Balcony Netting for Pets\uff0cApartment\uff0cStair\uff0cTrampoline\uff0cPlayground\uff0cChild Safety Rope Net\uff0cDriveway Net for Kids Safety\uff0cBaseball Softball Net Sports Netting (3.3ft\u00d79.9ft, White)", "asin": "B0CKLBC32D", "price": "$22.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Plastic Hardware Mesh Netting, Garden Netting, Temporary Fence, Tree Guards, Safety Net for Balcony, Deck, Stair Railing, Animal Barrier, Poultry, Deer, with 50 Zip Ties, 40'' x 25', Black", "asin": "B0CFL3MQ7K", "price": "$33.87", "delivery": "FREE delivery Sun, Apr 27"},
{"title": "Flux Phenom The Original Magnetic Screen Door 38\"x82\" \u2013 Easy Install, Strong Magnet Strength, Self-Sealing Mesh, Pet Tested, Hands-Free Entry, Door Screen Magnetic Closure, Keeps Bugs Out", "asin": "B01ESSA9VO", "price": "$27.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Mesh Screen with Magnetic Closure-Keeps Bugs Out Let Breeze in, Heavy Duty - Pet and Kid Friendly, Works with Front, Sliding Doors (38 x 82 Inch)", "asin": "B09YKX9DS7", "price": "$25.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Child Safety Net, Durable Banister Guard for Baby Safety Stairs Railing Balcony Cribs, Banister Stair Mesh Baby Proofing, Easy to Install Stair Netting for Kids, Pets, Toys - (10ft Lx2.5ft H) White", "asin": "B07ZQ578J5", "price": "$15.50", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "tupi Banister Guard for Baby - 15ft Lx 3ft H, Premium Balcony Netting for Pets, Child Safety Net, Stair Railing Proof Mesh for Kids, Toys, Pets - White", "asin": "B0D6RQZFKQ", "price": "$20.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 5 left in stock - order soon."},
{"title": "Child Safety Net - 10ft L x 2.5ft H, Balcony, Patios and Railing Stairs Netting, Safe Rail Net for Kids/Pet/Toy, Sturdy Mesh Fabric Material (Brown)", "asin": "B087CQZTP6", "price": "$15.90", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "JUMXSRLE Cat Netting Balcony, UV & Weather-Resistant Cat Balcony Safety Net, Transparent Nylon Pet Mesh Fence Cat Netting for Patio, Balcony, Rail, Stairs, Terraces - 10x13ft", "asin": "B0B2KVKZTM", "price": "$22.88", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Balcony Rail Net, 10 x 26 ft Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Dog Fence Nets Black Nylon Pets Anti-Fall Mesh Fence", "asin": "B0DK4RY3WW", "price": "$35.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 5 left in stock - order soon."},
{"title": "Cat Netting Balcony,Black Balcony Net,Preventing Falls Net,Pet Protective Netting,Used to Fix Balconies,Terraces,Windows (13x33 ft)", "asin": "B0C5VZVZH9", "price": "$29.77", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Balcony Rail Net Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Child Safety Screen Protection Crib Mesh for Pets", "asin": "B0B31JXJ5B", "price": "$9.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Balcony Safety Net, Baby Proof Banister Guard for Baby, Pets, Kids, and Toys, Railing Mesh Netting for Balcony, Stairs, Stairway, Childproof Safety Fence for Indoor & Outdoor Use, White, 10ft x 2.6ft", "asin": "B0D8C2H19C", "price": "$23.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Balcony Netting for Pets Stairway Net for Balcony, 9.84ft x 2.4ft Thick Dogs Cats Balcony Mesh Netting Baby Fence Door Net Balcony Netting Safety Net for Railings Stair Guards (Black)", "asin": "B0D4Z37RJQ", "price": "$11.98", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 5 left in stock - order soon."},
{"title": "Kidkusion Heavy Duty Deck Guard, Black - 16' L x 3' H | Made in USA; Indoor/Outdoor Balcony and Stairway Deck Rail Safety Net; Child Safety; Pet Safety; Toy Safety", "asin": "B01LY8W0LN", "price": "$38.99", "delivery": "FREE delivery Apr 29 - May 1 Or fastest delivery Mon, Apr 28"},
{"title": "Cat Balcony Rail Net Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Child Safety Screen Protection Crib Mesh for Pets Baby", "asin": "B0B31JRNZ9", "price": "$14.88", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "15.7IN x 10FT Plastic Mesh/Balcony Barrier Mesh/Garden Fence/Cat Netting, Screen for Pets Proof, Dogs, Rabbit, Plants Cover Safety Guard Fencing, Stair Railing mesh", "asin": "B0D6KJCPSW", "price": "$17.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Netting Balcony Pet Mesh Fence for Balcony Transparent Nylon Balcony Netting for Pets Anti-Fall Cat Net for Balcony and Windows\uff0810*13ft\uff09", "asin": "B09ZTB8GBM", "price": "$22.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"}]
<|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": "2025-04-23T20:32:30.473Z", // 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>
|
2025-04-23T20:32:30.473Z
|
input
|
green Balcony
|
rule
|
2025-04-23T20:32:30.473Z
|
input
|
green Balcony
|
train
| 179 |
2025-04-23T20:32:30.473Z
|
input
|
green Balcony
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:09.575Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:19.353Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:37.129Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:42.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:44.065Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:46.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:48.178Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:52.629Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:54.589Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:58.427Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:01.796Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:02.753Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:22.856Z", "action": "purchase", "action_argument": "B0BP69X89N"}
{"timestamp": "2025-04-19T03:51:36.642Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:54:35.038Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:40.413Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:43.314Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:46.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:49.266Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:54.153Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-23T20:30:32.001Z", "action": "input", "action_argument": "patio cat"}
{"timestamp": "2025-04-23T20:30:42.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:30:48.621Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:31:24.619Z", "action": "click_product", "action_argument": "B0BKZKL1F7"}
{"timestamp": "2025-04-23T20:31:30.911Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-23T20:31:42.421Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:31:43.076Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:31:45.282Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:32:13.978Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:32:15.905Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:32:20.304Z", "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": "green Balcony Net for Pets"}],
"promotion_items": [{"title": "Cat Balcony Rail Net Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Dog Fence Nets Black Nylon Pets Anti-Fall Mesh Fence, 10 x 20ft", "asin": "B09DK6MHMV", "price": "$24.88", "quantity": ""},
{"title": "Shappy Balcony Net for Pets 16.5 ft x 2.5 ft Anti Fall Cat Dogs Netting Balcony Mesh Fence Net Screen Protection Crib Mesh for Pets Patios Stairway Clear Stair Banister Guard Apartment(White)", "asin": "B09MJVT8FG", "price": "$18.99", "quantity": ""},
{"title": "Cat Balcony Net, Steel Wire Reinforced, Anti-Fall Fence, Safety Net, Extra Strong (10 X 13 Ft)", "asin": "B0CCNZFBGD", "price": "$26.00", "quantity": ""},
{"title": "AlpineReach Plastic Wire Mesh 1.3ft x 10ft (15.7\" x 120\") Fence Roll with Zip Ties - Ideal for Poultry, Dogs, Rabbit Barrier & Gardening, Durable Chicken Mesh, Versatile Rigid Fencing & Netting, Black", "asin": "B0CXY88DKG", "price": "$19.99", "quantity": ""},
{"title": "", "asin": "B0DHVGDW7Q", "price": "", "quantity": ""}],
"search_results": [{"title": "Banister Guard-10ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guard (Black)", "asin": "B0CDSK7KDT", "price": "$18.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 6 left in stock - order soon."},
{"title": "Banister Guard-10ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (White)", "asin": "B0CDSMK668", "price": "$18.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 2 left in stock - order soon."},
{"title": "Stair Netting Child Safety Rope Net for Pets\uff0cApartment\uff0cBalcony\uff0cTrampoline\uff0cPlayground\uff0cDriveway Net for Kids Safety\uff0cSports Netting Baseball Softball Net (Black, 3.3FTx9.9FT)", "asin": "B0D9VBJR7C", "price": "$20.00", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Roving Cove Stair Banister Guard 10ft x 3ft, Railing Safety Net for Baby Proofing, Child Safety Stairway Cover, Balcony Mesh Netting, Ebony Black", "asin": "B0BNSVW3KX", "price": "$22.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "tupi Banister Guard for Baby - 15ft Lx 3ft H, Premium Balcony Netting for Pets, Child Safety Net, Stair Railing Proof Mesh for Kids, Toys, Pets - White", "asin": "B0D6RQZFKQ", "price": "$20.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 5 left in stock - order soon."},
{"title": "Hosuly Banister Guard 15 x 3 ft Balcony Netting for Kids Pets Stairway Safety Net Baby Fence Door Balcony Netting Safety Mesh Stair Net with No Drilling for Apartment Railing (Black)", "asin": "B0CHFFRS51", "price": "$21.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "KidKusion Deck Guard | Made in USA | 16' L x 38\" H | Clear | Outdoor Balcony and Stairway Deck Rail Safety Net | Child Safety; Pet Safety; Toy Safety, 4500", "asin": "B0002KWTF2", "price": "$27.98", "delivery": "FREE delivery Apr 29 - May 1 Or fastest delivery Mon, Apr 28"},
{"title": "Banister Guard-10ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guard (Black)", "asin": "B0CDSK7KDT", "price": "$18.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 6 left in stock - order soon."},
{"title": "Banister Guard-15ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (Black)", "asin": "B0C5TNLJ4C", "price": "$20.99", "delivery": "FREE delivery Apr 27 - 30 for Prime members"},
{"title": "Cat Netting Balcony, 10x13ft Steel Wire Reinforced Balcony Screen for Pets, Anti-Fall Pet Mesh Fence Cat Safety Net for Balcony, Window, Stair, Patio", "asin": "B0CWRTCC5R", "price": "$28.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "JUMXSRLE Balcony Netting for Cats, Wire-Reinforced Cat Net, Bite and Tear-Resistant, UV and Weather-Resistant, Balcony Cat Anti-Fall Netting for Pets (10x3m-black)", "asin": "B0D4MNKPNP", "price": "$58.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Balcony Net Cat Anti-Fall Fence Net Dog Fence Nets Transparent Nylon Pet Mesh Fence Anti-Fall Netting for Balcony Window Stairs Netting for Balcony Window Stairs\uff081020ft, 10 * 20ft", "asin": "B091PWSMBV", "price": "$22.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Balcony Rail Net Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Child Safety Screen Protection Crib Mesh for Pets Baby", "asin": "B0B31JRNZ9", "price": "$14.88", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Child Safety Net, Durable Banister Guard for Baby Safety Stairs Railing Balcony Cribs, Banister Stair Mesh Baby Proofing, Easy to Install Stair Netting for Kids, Pets, Toys - (10ft Lx3ft H) Brown", "asin": "B0B592WCTP", "price": "$18.99", "delivery": "FREE delivery Jun 2 - 12 for Prime members"},
{"title": "Pet & Garden Safeguard - 15.7IN x 16.4FT Roll - Black Plastic Netting, Multi-Use Decorative Fencing for Poultry, Dogs, Rabbits,Chicken and Snake Barrier", "asin": "B0CZ8M61V5", "price": "$12.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "JIFTOK Ewaves Stairway Net - Baby Safety Rail - 180 inch x 32 inch - Banister Stair Net for Child, Small pet,Toy- Indoor & Outdoor(Black)", "asin": "B09GLR26Y6", "price": "$16.79", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Banister Guard for Baby - 15ft x 3ft, Child Safety Net, Rail Balcony Banister Stair Mesh for Kids, Toys, Pets - White", "asin": "B082SFB756", "price": "$23.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cardinal Gates DSHD15 Heavy-Duty Outdoor Deck Netting - Plastic Balcony Netting for Pets & Kids - 15 Feet Long by 3 Feet Tall - Made in The USA - Black", "asin": "B01AT4E6TW", "price": "$34.29", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "VINGVO Cat Balcony Balcony, 20x10ft Nylon Pet Anti-Fall Fence Net, Cat Anti-Fall Fence Net Safety Net for Balcony, Window, Stair, Patio (26x10ft)", "asin": "B0DMF544HG", "price": "$33.64", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 10 left in stock - order soon."},
{"title": "Roving Cove Stair Banister Guard 5ft x 3ft, Railing Safety Net for Baby Proofing, Child Safety Stairway Cover, Balcony Mesh Netting, Almond Brown", "asin": "B01AER8AD2", "price": "$16.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Banister Guard-10ft X 2.6ft Thick Balcony Safety Net for Kid Pet Balcony Guard Balcony Netting for Pet Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (Black)", "asin": "B0CLJCQBCK", "price": "$15.99", "delivery": "FREE delivery Apr 30 - May 4 for Prime members"},
{"title": "DEAR LOV Retractable Baby Gate, Mesh Baby Gate or Mesh Dog Gate, 33\" Tall, Extends up to 55\" Wide, Child Safety Gate for Doorways, Stairs, Hallways, Indoor/Outdoor (33\"x55\",Black)", "asin": "B0B45VHJ89", "price": "$39.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Steel Reinforced Cat Netting for Balcony - 10ft x 20ft - Cat Net for Catio \u2013 Safety Netting for Pets - Animal Proof Screen - Strong Pet Net \u2013 Kitten Balcony Protection - Barrier for Animals Fence", "asin": "B0D4R13C2Y", "price": "$36.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Banister Guard for Baby, Balcony Netting for Pets, 15ft x 3ft, Baby Safety Stairs Rail Net Provides Your Baby with a Environment, Baby Stair Net Fit for Child, Small Pet, Toy - Black", "asin": "B0BZYM896G", "price": "$19.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Banister Guard 6.5ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guard (Black)", "asin": "B0C7WMJKBQ", "price": "$16.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Net Balcony Net Tear Resistant Transparent,High-Strength and Sturdy Staircase Railing Net,Anti Bird Net,Pet Safety Net (10x26ft,Thicker and Stronger,Transparent)", "asin": "B0CF8GVQTZ", "price": "$28.88", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 5 left in stock - order soon."},
{"title": "Balcony Netting for Pets, Stairway Net for Balcony, Pet Netting Balcony Net for Dogs Cats Kids Child Rail Net for Balcony Apartment, Baby Balcony Patios Stairway Net Clear (10ft*2.6ft Thick)", "asin": "B0B3SXPSCT", "price": "$23.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Netting, Balcony Netting for Pets,Steel Wire Reinforced Balcony Screen for Pets, Anti-Fall Cat Net for Balcony and Windows,Stair, Patio\uff08Black,10 * 26ft\uff09", "asin": "B0DNP3SR45", "price": "$41.99", "delivery": "FREE delivery May 17 - Jun 6 for Prime members"},
{"title": "SUNNY GUARD 3'x10' Brown Balcony Deck Privacy Screen Fence, Apartments Railing Screen, Heavy Duty Wind Screen for Outdoor,Backyard,Patio,Deck Privacy\uff08We Make Custom Sizes\uff09", "asin": "B08Q82V4GC", "price": "$16.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Netting Balcony, Stainless Steel Reinforced Bite Tear UV and Weather-Resistant Anti-Fall Netting for Pets, Safety Net for Cat, Small Catio for Apartment Balcony Protection (10x13 ft)", "asin": "B0DJBP6G9D", "price": "$29.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Banister Guard-10ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (White)", "asin": "B0CDSMK668", "price": "$18.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 2 left in stock - order soon."},
{"title": "Cat Balcony Net Cat Anti-Fall Fence Net Dog Fence Nets Transparent Nylon Pet Mesh Fence Anti-Fall Netting for Balcony Window Stairs Netting for Balcony Window Stairs\uff081020ft, 10 * 20ft", "asin": "B091PWSMBV", "price": "$22.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Balcony Rail Net Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Dog Fence Nets Black Nylon Pets Anti-Fall Mesh Fence, 10 x 20ft", "asin": "B09DK6MHMV", "price": "$24.88", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Banister Guard-10ft X 2.6ft Thick Balcony Safety Net for Kid Pet Balcony Guard Balcony Netting for Pet Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (Black)", "asin": "B0CLJCQBCK", "price": "$15.99", "delivery": "FREE delivery Apr 30 - May 4 for Prime members"},
{"title": "Banister Guard for Baby - 10ft x 3ft Balcony Netting for Pets, Stair Netting Child Safety Net, Stair Railing Proof Mesh for Kids, Dogs, Cats White", "asin": "B0CSYH5TGB", "price": "$11.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Stair Netting Child Safety Rope Net for Pets\uff0cApartment\uff0cBalcony\uff0cTrampoline\uff0cPlayground\uff0cDriveway Net for Kids Safety\uff0cSports Netting Baseball Softball Net (Black, 3.3FTx9.9FT)", "asin": "B0D9VBJR7C", "price": "$20.00", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Balcony Netting for Pets, Stairway Net for Balcony, Pet Netting Balcony Black Net for Dogs Cats Kids Child Rail Net for Balcony Apartment, Baby Balcony Patios Stairway Net Black (10ft*2.6ft Thick)", "asin": "B0C1VRKBSY", "price": "$23.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Roving Cove Stair Banister Guard 10ft x 3ft, Railing Safety Net for Baby Proofing, Child Safety Stairway Cover, Balcony Mesh Netting, Ebony Black", "asin": "B0BNSVW3KX", "price": "$22.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "JIFTOK Baby Gate for Stairs, Banister Guard for Kids, Pets, Toys, 18 ft L x 2.66 ft H, Mesh Netting Safety Net for Balcony Rail Stair, Stairway Net Baby Safety Products for Indoor & Outdoor (Black)", "asin": "B09582FNXD", "price": "$21.24", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Netting Balcony, Wire-Reinforced Cat Net, Bite and Tear-Resistant, UV and Weather-Resistant, Balcony Cat Anti-Fall Netting for Pets, Cat Protection Net for Windows Patio Balcony (6x3m-Black)", "asin": "B0D4MLV84N", "price": "$38.99", "delivery": "FREE delivery May 20 - Jun 9 for Prime members"},
{"title": "YeeBeny Cat Netting Balcony, 10x13 Ft Steel Wire Reinforced Safety Net for Cat, Cat Balcony Protection Netting, Anti-Fall Pet Balcony Netting Suitable for Balcony Window Staircase Terrace", "asin": "B0DSPVC5Z4", "price": "$17.99", "delivery": "FREE delivery Apr 29 - May 2 for Prime members Only 3 left in stock - order soon."},
{"title": "Cupount Banister Guard for Baby- 10ft x 3.3ft Black Balcony Safety Netting for Pets - Stair Railing Baby Proof - Baby Gate for Stairs", "asin": "B0D8J3RKMF", "price": "$18.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Netting Mesh Fence for Balcony and Windows - Transparent Nylon Pet Net - Anti-Fall (10 * 20ft)", "asin": "B09ZT95KDN", "price": "$27.88", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 14 left in stock - order soon."},
{"title": "Cat Balcony Net, Steel Wire Reinforced, Anti-Fall Fence, Safety Net, Extra Strong (10 X 13 Ft)", "asin": "B0CCNZFBGD", "price": "$26.00", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "MaPorch Plastic Wire Mesh Fence - Black, 15.71\" x 10 ft - Plastic Chicken Wire Fencing for Dogs, Rabbits & Poultry - Chicken Netting - Snake Barrier - Balcony Netting for Pets - Balcony Cat Barrier", "asin": "B0936GX5JB", "price": "$23.99", "delivery": "FREE delivery May 17 - Jun 5 for Prime members"},
{"title": "Shappy Balcony Net for Pets 16.5 ft x 2.5 ft Anti Fall Cat Dogs Netting Balcony Mesh Fence Net Screen Protection Crib Mesh for Pets Patios Stairway Clear Stair Banister Guard Apartment(Black)", "asin": "B0BKZKL1F7", "price": "$19.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 11 left in stock - order soon."},
{"title": "Banister Guard for Baby, 15ft x 3ft, Premium Balcony Netting for Pets, Child Safety Net, Rail Balcony Banister Stair Mesh for Kids, Toys, Pets, White", "asin": "B0D6RBNJYF", "price": "$21.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Balcony Netting for Pets\uff0cApartment\uff0cStair\uff0cTrampoline\uff0cPlayground\uff0cChild Safety Rope Net\uff0cDriveway Net for Kids Safety\uff0cBaseball Softball Net Sports Netting (3.3ft\u00d79.9ft, White)", "asin": "B0CKLBC32D", "price": "$22.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Plastic Hardware Mesh Netting, Garden Netting, Temporary Fence, Tree Guards, Safety Net for Balcony, Deck, Stair Railing, Animal Barrier, Poultry, Deer, with 50 Zip Ties, 40'' x 25', Black", "asin": "B0CFL3MQ7K", "price": "$33.87", "delivery": "FREE delivery Sun, Apr 27"},
{"title": "Flux Phenom The Original Magnetic Screen Door 38\"x82\" \u2013 Easy Install, Strong Magnet Strength, Self-Sealing Mesh, Pet Tested, Hands-Free Entry, Door Screen Magnetic Closure, Keeps Bugs Out", "asin": "B01ESSA9VO", "price": "$27.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Mesh Screen with Magnetic Closure-Keeps Bugs Out Let Breeze in, Heavy Duty - Pet and Kid Friendly, Works with Front, Sliding Doors (38 x 82 Inch)", "asin": "B09YKX9DS7", "price": "$25.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Child Safety Net, Durable Banister Guard for Baby Safety Stairs Railing Balcony Cribs, Banister Stair Mesh Baby Proofing, Easy to Install Stair Netting for Kids, Pets, Toys - (10ft Lx2.5ft H) White", "asin": "B07ZQ578J5", "price": "$15.50", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "tupi Banister Guard for Baby - 15ft Lx 3ft H, Premium Balcony Netting for Pets, Child Safety Net, Stair Railing Proof Mesh for Kids, Toys, Pets - White", "asin": "B0D6RQZFKQ", "price": "$20.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 5 left in stock - order soon."},
{"title": "Child Safety Net - 10ft L x 2.5ft H, Balcony, Patios and Railing Stairs Netting, Safe Rail Net for Kids/Pet/Toy, Sturdy Mesh Fabric Material (Brown)", "asin": "B087CQZTP6", "price": "$15.90", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "JUMXSRLE Cat Netting Balcony, UV & Weather-Resistant Cat Balcony Safety Net, Transparent Nylon Pet Mesh Fence Cat Netting for Patio, Balcony, Rail, Stairs, Terraces - 10x13ft", "asin": "B0B2KVKZTM", "price": "$22.88", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Balcony Rail Net, 10 x 26 ft Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Dog Fence Nets Black Nylon Pets Anti-Fall Mesh Fence", "asin": "B0DK4RY3WW", "price": "$35.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 5 left in stock - order soon."},
{"title": "Cat Netting Balcony,Black Balcony Net,Preventing Falls Net,Pet Protective Netting,Used to Fix Balconies,Terraces,Windows (13x33 ft)", "asin": "B0C5VZVZH9", "price": "$29.77", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Balcony Rail Net Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Child Safety Screen Protection Crib Mesh for Pets", "asin": "B0B31JXJ5B", "price": "$9.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Balcony Safety Net, Baby Proof Banister Guard for Baby, Pets, Kids, and Toys, Railing Mesh Netting for Balcony, Stairs, Stairway, Childproof Safety Fence for Indoor & Outdoor Use, White, 10ft x 2.6ft", "asin": "B0D8C2H19C", "price": "$23.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Balcony Netting for Pets Stairway Net for Balcony, 9.84ft x 2.4ft Thick Dogs Cats Balcony Mesh Netting Baby Fence Door Net Balcony Netting Safety Net for Railings Stair Guards (Black)", "asin": "B0D4Z37RJQ", "price": "$11.98", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 5 left in stock - order soon."},
{"title": "Kidkusion Heavy Duty Deck Guard, Black - 16' L x 3' H | Made in USA; Indoor/Outdoor Balcony and Stairway Deck Rail Safety Net; Child Safety; Pet Safety; Toy Safety", "asin": "B01LY8W0LN", "price": "$38.99", "delivery": "FREE delivery Apr 29 - May 1 Or fastest delivery Mon, Apr 28"},
{"title": "Cat Balcony Rail Net Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Child Safety Screen Protection Crib Mesh for Pets Baby", "asin": "B0B31JRNZ9", "price": "$14.88", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "15.7IN x 10FT Plastic Mesh/Balcony Barrier Mesh/Garden Fence/Cat Netting, Screen for Pets Proof, Dogs, Rabbit, Plants Cover Safety Guard Fencing, Stair Railing mesh", "asin": "B0D6KJCPSW", "price": "$17.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Netting Balcony Pet Mesh Fence for Balcony Transparent Nylon Balcony Netting for Pets Anti-Fall Cat Net for Balcony and Windows\uff0810*13ft\uff09", "asin": "B09ZTB8GBM", "price": "$22.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"}]
<|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": "2025-04-23T20:32:30.473Z", // 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\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.118Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.784Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:24.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:25.183Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:26.504Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.057Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.913Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:29.854Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:44.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:46.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:48.814Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:50.736Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:53.308Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:54.367Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:56.259Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:57.946Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:59.424Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:00.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:01.760Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:02.699Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:03.813Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:08.833Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:11.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:12.836Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:13.881Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:14.707Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.060Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.723Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:19.004Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:20.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:22.157Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:24.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:33.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:37.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:38.533Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:41.516Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:46.088Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:47.799Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:50.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:49:09.575Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:49:19.353Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:37.129Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:42.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:44.065Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:46.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:48.178Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:52.629Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:54.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:58.427Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:50:01.796Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:50:02.753Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:50:22.856Z\", \"action\": \"purchase\", \"action_argument\": \"B0BP69X89N\"}\n{\"timestamp\": \"2025-04-19T03:51:36.642Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-19T03:54:35.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:40.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:43.314Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:46.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:49.266Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:54.153Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-23T20:30:32.001Z\", \"action\": \"input\", \"action_argument\": \"patio cat\"}\n{\"timestamp\": \"2025-04-23T20:30:42.388Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:30:48.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:31:24.619Z\", \"action\": \"click_product\", \"action_argument\": \"B0BKZKL1F7\"}\n{\"timestamp\": \"2025-04-23T20:31:30.911Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-23T20:31:42.421Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:31:43.076Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:31:45.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:32:13.978Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:32:15.905Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:32:20.304Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:32:30.473Z\", \"action\": \"input\", \"action_argument\": \"green Balcony \"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"green Balcony \"}],\n\"promotion_items\": [{\"title\": \"Cat Balcony Rail Net Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Dog Fence Nets Black Nylon Pets Anti-Fall Mesh Fence, 10 x 20ft\", \"asin\": \"B09DK6MHMV\", \"price\": \"$24.88\", \"quantity\": \"\"},\n{\"title\": \"Shappy Balcony Net for Pets 16.5 ft x 2.5 ft Anti Fall Cat Dogs Netting Balcony Mesh Fence Net Screen Protection Crib Mesh for Pets Patios Stairway Clear Stair Banister Guard Apartment(White)\", \"asin\": \"B09MJVT8FG\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Cat Balcony Net, Steel Wire Reinforced, Anti-Fall Fence, Safety Net, Extra Strong (10 X 13 Ft)\", \"asin\": \"B0CCNZFBGD\", \"price\": \"$26.00\", \"quantity\": \"\"},\n{\"title\": \"AlpineReach Plastic Wire Mesh 1.3ft x 10ft (15.7\\\" x 120\\\") Fence Roll with Zip Ties - Ideal for Poultry, Dogs, Rabbit Barrier & Gardening, Durable Chicken Mesh, Versatile Rigid Fencing & Netting, Black\", \"asin\": \"B0CXY88DKG\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DHVGDW7Q\", \"price\": \"\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"Banister Guard-10ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guard (Black)\", \"asin\": \"B0CDSK7KDT\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25 Only 6 left in stock - order soon.\"},\n{\"title\": \"Banister Guard-10ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (White)\", \"asin\": \"B0CDSMK668\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25 Only 2 left in stock - order soon.\"},\n{\"title\": \"Stair Netting Child Safety Rope Net for Pets\\uff0cApartment\\uff0cBalcony\\uff0cTrampoline\\uff0cPlayground\\uff0cDriveway Net for Kids Safety\\uff0cSports Netting Baseball Softball Net (Black, 3.3FTx9.9FT)\", \"asin\": \"B0D9VBJR7C\", \"price\": \"$20.00\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Roving Cove Stair Banister Guard 10ft x 3ft, Railing Safety Net for Baby Proofing, Child Safety Stairway Cover, Balcony Mesh Netting, Ebony Black\", \"asin\": \"B0BNSVW3KX\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"tupi Banister Guard for Baby - 15ft Lx 3ft H, Premium Balcony Netting for Pets, Child Safety Net, Stair Railing Proof Mesh for Kids, Toys, Pets - White\", \"asin\": \"B0D6RQZFKQ\", \"price\": \"$20.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25 Only 5 left in stock - order soon.\"},\n{\"title\": \"Hosuly Banister Guard 15 x 3 ft Balcony Netting for Kids Pets Stairway Safety Net Baby Fence Door Balcony Netting Safety Mesh Stair Net with No Drilling for Apartment Railing (Black)\", \"asin\": \"B0CHFFRS51\", \"price\": \"$21.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"KidKusion Deck Guard | Made in USA | 16' L x 38\\\" H | Clear | Outdoor Balcony and Stairway Deck Rail Safety Net | Child Safety; Pet Safety; Toy Safety, 4500\", \"asin\": \"B0002KWTF2\", \"price\": \"$27.98\", \"delivery\": \"FREE delivery Apr 29 - May 1 Or fastest delivery Mon, Apr 28\"},\n{\"title\": \"Banister Guard-10ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guard (Black)\", \"asin\": \"B0CDSK7KDT\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25 Only 6 left in stock - order soon.\"},\n{\"title\": \"Banister Guard-15ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (Black)\", \"asin\": \"B0C5TNLJ4C\", \"price\": \"$20.99\", \"delivery\": \"FREE delivery Apr 27 - 30 for Prime members\"},\n{\"title\": \"Cat Netting Balcony, 10x13ft Steel Wire Reinforced Balcony Screen for Pets, Anti-Fall Pet Mesh Fence Cat Safety Net for Balcony, Window, Stair, Patio\", \"asin\": \"B0CWRTCC5R\", \"price\": \"$28.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"JUMXSRLE Balcony Netting for Cats, Wire-Reinforced Cat Net, Bite and Tear-Resistant, UV and Weather-Resistant, Balcony Cat Anti-Fall Netting for Pets (10x3m-black)\", \"asin\": \"B0D4MNKPNP\", \"price\": \"$58.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Cat Balcony Net Cat Anti-Fall Fence Net Dog Fence Nets Transparent Nylon Pet Mesh Fence Anti-Fall Netting for Balcony Window Stairs Netting for Balcony Window Stairs\\uff081020ft, 10 * 20ft\", \"asin\": \"B091PWSMBV\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Cat Balcony Rail Net Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Child Safety Screen Protection Crib Mesh for Pets Baby\", \"asin\": \"B0B31JRNZ9\", \"price\": \"$14.88\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Child Safety Net, Durable Banister Guard for Baby Safety Stairs Railing Balcony Cribs, Banister Stair Mesh Baby Proofing, Easy to Install Stair Netting for Kids, Pets, Toys - (10ft Lx3ft H) Brown\", \"asin\": \"B0B592WCTP\", \"price\": \"$18.99\", \"delivery\": \"FREE delivery Jun 2 - 12 for Prime members\"},\n{\"title\": \"Pet & Garden Safeguard - 15.7IN x 16.4FT Roll - Black Plastic Netting, Multi-Use Decorative Fencing for Poultry, Dogs, Rabbits,Chicken and Snake Barrier\", \"asin\": \"B0CZ8M61V5\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"JIFTOK Ewaves Stairway Net - Baby Safety Rail - 180 inch x 32 inch - Banister Stair Net for Child, Small pet,Toy- Indoor & Outdoor(Black)\", \"asin\": \"B09GLR26Y6\", \"price\": \"$16.79\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Banister Guard for Baby - 15ft x 3ft, Child Safety Net, Rail Balcony Banister Stair Mesh for Kids, Toys, Pets - White\", \"asin\": \"B082SFB756\", \"price\": \"$23.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Cardinal Gates DSHD15 Heavy-Duty Outdoor Deck Netting - Plastic Balcony Netting for Pets & Kids - 15 Feet Long by 3 Feet Tall - Made in The USA - Black\", \"asin\": \"B01AT4E6TW\", \"price\": \"$34.29\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"VINGVO Cat Balcony Balcony, 20x10ft Nylon Pet Anti-Fall Fence Net, Cat Anti-Fall Fence Net Safety Net for Balcony, Window, Stair, Patio (26x10ft)\", \"asin\": \"B0DMF544HG\", \"price\": \"$33.64\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25 Only 10 left in stock - order soon.\"},\n{\"title\": \"Roving Cove Stair Banister Guard 5ft x 3ft, Railing Safety Net for Baby Proofing, Child Safety Stairway Cover, Balcony Mesh Netting, Almond Brown\", \"asin\": \"B01AER8AD2\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Banister Guard-10ft X 2.6ft Thick Balcony Safety Net for Kid Pet Balcony Guard Balcony Netting for Pet Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (Black)\", \"asin\": \"B0CLJCQBCK\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Apr 30 - May 4 for Prime members\"},\n{\"title\": \"DEAR LOV Retractable Baby Gate, Mesh Baby Gate or Mesh Dog Gate, 33\\\" Tall, Extends up to 55\\\" Wide, Child Safety Gate for Doorways, Stairs, Hallways, Indoor/Outdoor (33\\\"x55\\\",Black)\", \"asin\": \"B0B45VHJ89\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Steel Reinforced Cat Netting for Balcony - 10ft x 20ft - Cat Net for Catio \\u2013 Safety Netting for Pets - Animal Proof Screen - Strong Pet Net \\u2013 Kitten Balcony Protection - Barrier for Animals Fence\", \"asin\": \"B0D4R13C2Y\", \"price\": \"$36.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Banister Guard for Baby, Balcony Netting for Pets, 15ft x 3ft, Baby Safety Stairs Rail Net Provides Your Baby with a Environment, Baby Stair Net Fit for Child, Small Pet, Toy - Black\", \"asin\": \"B0BZYM896G\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Banister Guard 6.5ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guard (Black)\", \"asin\": \"B0C7WMJKBQ\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Cat Net Balcony Net Tear Resistant Transparent,High-Strength and Sturdy Staircase Railing Net,Anti Bird Net,Pet Safety Net (10x26ft,Thicker and Stronger,Transparent)\", \"asin\": \"B0CF8GVQTZ\", \"price\": \"$28.88\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25 Only 5 left in stock - order soon.\"},\n{\"title\": \"Balcony Netting for Pets, Stairway Net for Balcony, Pet Netting Balcony Net for Dogs Cats Kids Child Rail Net for Balcony Apartment, Baby Balcony Patios Stairway Net Clear (10ft*2.6ft Thick)\", \"asin\": \"B0B3SXPSCT\", \"price\": \"$23.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Cat Netting, Balcony Netting for Pets,Steel Wire Reinforced Balcony Screen for Pets, Anti-Fall Cat Net for Balcony and Windows,Stair, Patio\\uff08Black,10 * 26ft\\uff09\", \"asin\": \"B0DNP3SR45\", \"price\": \"$41.99\", \"delivery\": \"FREE delivery May 17 - Jun 6 for Prime members\"},\n{\"title\": \"SUNNY GUARD 3'x10' Brown Balcony Deck Privacy Screen Fence, Apartments Railing Screen, Heavy Duty Wind Screen for Outdoor,Backyard,Patio,Deck Privacy\\uff08We Make Custom Sizes\\uff09\", \"asin\": \"B08Q82V4GC\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Cat Netting Balcony, Stainless Steel Reinforced Bite Tear UV and Weather-Resistant Anti-Fall Netting for Pets, Safety Net for Cat, Small Catio for Apartment Balcony Protection (10x13 ft)\", \"asin\": \"B0DJBP6G9D\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Banister Guard-10ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (White)\", \"asin\": \"B0CDSMK668\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25 Only 2 left in stock - order soon.\"},\n{\"title\": \"Cat Balcony Net Cat Anti-Fall Fence Net Dog Fence Nets Transparent Nylon Pet Mesh Fence Anti-Fall Netting for Balcony Window Stairs Netting for Balcony Window Stairs\\uff081020ft, 10 * 20ft\", \"asin\": \"B091PWSMBV\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Cat Balcony Rail Net Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Dog Fence Nets Black Nylon Pets Anti-Fall Mesh Fence, 10 x 20ft\", \"asin\": \"B09DK6MHMV\", \"price\": \"$24.88\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Banister Guard-10ft X 2.6ft Thick Balcony Safety Net for Kid Pet Balcony Guard Balcony Netting for Pet Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (Black)\", \"asin\": \"B0CLJCQBCK\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Apr 30 - May 4 for Prime members\"},\n{\"title\": \"Banister Guard for Baby - 10ft x 3ft Balcony Netting for Pets, Stair Netting Child Safety Net, Stair Railing Proof Mesh for Kids, Dogs, Cats White\", \"asin\": \"B0CSYH5TGB\", \"price\": \"$11.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Stair Netting Child Safety Rope Net for Pets\\uff0cApartment\\uff0cBalcony\\uff0cTrampoline\\uff0cPlayground\\uff0cDriveway Net for Kids Safety\\uff0cSports Netting Baseball Softball Net (Black, 3.3FTx9.9FT)\", \"asin\": \"B0D9VBJR7C\", \"price\": \"$20.00\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Balcony Netting for Pets, Stairway Net for Balcony, Pet Netting Balcony Black Net for Dogs Cats Kids Child Rail Net for Balcony Apartment, Baby Balcony Patios Stairway Net Black (10ft*2.6ft Thick)\", \"asin\": \"B0C1VRKBSY\", \"price\": \"$23.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Roving Cove Stair Banister Guard 10ft x 3ft, Railing Safety Net for Baby Proofing, Child Safety Stairway Cover, Balcony Mesh Netting, Ebony Black\", \"asin\": \"B0BNSVW3KX\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"JIFTOK Baby Gate for Stairs, Banister Guard for Kids, Pets, Toys, 18 ft L x 2.66 ft H, Mesh Netting Safety Net for Balcony Rail Stair, Stairway Net Baby Safety Products for Indoor & Outdoor (Black)\", \"asin\": \"B09582FNXD\", \"price\": \"$21.24\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Cat Netting Balcony, Wire-Reinforced Cat Net, Bite and Tear-Resistant, UV and Weather-Resistant, Balcony Cat Anti-Fall Netting for Pets, Cat Protection Net for Windows Patio Balcony (6x3m-Black)\", \"asin\": \"B0D4MLV84N\", \"price\": \"$38.99\", \"delivery\": \"FREE delivery May 20 - Jun 9 for Prime members\"},\n{\"title\": \"YeeBeny Cat Netting Balcony, 10x13 Ft Steel Wire Reinforced Safety Net for Cat, Cat Balcony Protection Netting, Anti-Fall Pet Balcony Netting Suitable for Balcony Window Staircase Terrace\", \"asin\": \"B0DSPVC5Z4\", \"price\": \"$17.99\", \"delivery\": \"FREE delivery Apr 29 - May 2 for Prime members Only 3 left in stock - order soon.\"},\n{\"title\": \"Cupount Banister Guard for Baby- 10ft x 3.3ft Black Balcony Safety Netting for Pets - Stair Railing Baby Proof - Baby Gate for Stairs\", \"asin\": \"B0D8J3RKMF\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Cat Netting Mesh Fence for Balcony and Windows - Transparent Nylon Pet Net - Anti-Fall (10 * 20ft)\", \"asin\": \"B09ZT95KDN\", \"price\": \"$27.88\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25 Only 14 left in stock - order soon.\"},\n{\"title\": \"Cat Balcony Net, Steel Wire Reinforced, Anti-Fall Fence, Safety Net, Extra Strong (10 X 13 Ft)\", \"asin\": \"B0CCNZFBGD\", \"price\": \"$26.00\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"MaPorch Plastic Wire Mesh Fence - Black, 15.71\\\" x 10 ft - Plastic Chicken Wire Fencing for Dogs, Rabbits & Poultry - Chicken Netting - Snake Barrier - Balcony Netting for Pets - Balcony Cat Barrier\", \"asin\": \"B0936GX5JB\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery May 17 - Jun 5 for Prime members\"},\n{\"title\": \"Shappy Balcony Net for Pets 16.5 ft x 2.5 ft Anti Fall Cat Dogs Netting Balcony Mesh Fence Net Screen Protection Crib Mesh for Pets Patios Stairway Clear Stair Banister Guard Apartment(Black)\", \"asin\": \"B0BKZKL1F7\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25 Only 11 left in stock - order soon.\"},\n{\"title\": \"Banister Guard for Baby, 15ft x 3ft, Premium Balcony Netting for Pets, Child Safety Net, Rail Balcony Banister Stair Mesh for Kids, Toys, Pets, White\", \"asin\": \"B0D6RBNJYF\", \"price\": \"$21.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Balcony Netting for Pets\\uff0cApartment\\uff0cStair\\uff0cTrampoline\\uff0cPlayground\\uff0cChild Safety Rope Net\\uff0cDriveway Net for Kids Safety\\uff0cBaseball Softball Net Sports Netting (3.3ft\\u00d79.9ft, White)\", \"asin\": \"B0CKLBC32D\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Plastic Hardware Mesh Netting, Garden Netting, Temporary Fence, Tree Guards, Safety Net for Balcony, Deck, Stair Railing, Animal Barrier, Poultry, Deer, with 50 Zip Ties, 40'' x 25', Black\", \"asin\": \"B0CFL3MQ7K\", \"price\": \"$33.87\", \"delivery\": \"FREE delivery Sun, Apr 27\"},\n{\"title\": \"Flux Phenom The Original Magnetic Screen Door 38\\\"x82\\\" \\u2013 Easy Install, Strong Magnet Strength, Self-Sealing Mesh, Pet Tested, Hands-Free Entry, Door Screen Magnetic Closure, Keeps Bugs Out\", \"asin\": \"B01ESSA9VO\", \"price\": \"$27.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Mesh Screen with Magnetic Closure-Keeps Bugs Out Let Breeze in, Heavy Duty - Pet and Kid Friendly, Works with Front, Sliding Doors (38 x 82 Inch)\", \"asin\": \"B09YKX9DS7\", \"price\": \"$25.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Child Safety Net, Durable Banister Guard for Baby Safety Stairs Railing Balcony Cribs, Banister Stair Mesh Baby Proofing, Easy to Install Stair Netting for Kids, Pets, Toys - (10ft Lx2.5ft H) White\", \"asin\": \"B07ZQ578J5\", \"price\": \"$15.50\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"tupi Banister Guard for Baby - 15ft Lx 3ft H, Premium Balcony Netting for Pets, Child Safety Net, Stair Railing Proof Mesh for Kids, Toys, Pets - White\", \"asin\": \"B0D6RQZFKQ\", \"price\": \"$20.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25 Only 5 left in stock - order soon.\"},\n{\"title\": \"Child Safety Net - 10ft L x 2.5ft H, Balcony, Patios and Railing Stairs Netting, Safe Rail Net for Kids/Pet/Toy, Sturdy Mesh Fabric Material (Brown)\", \"asin\": \"B087CQZTP6\", \"price\": \"$15.90\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"JUMXSRLE Cat Netting Balcony, UV & Weather-Resistant Cat Balcony Safety Net, Transparent Nylon Pet Mesh Fence Cat Netting for Patio, Balcony, Rail, Stairs, Terraces - 10x13ft\", \"asin\": \"B0B2KVKZTM\", \"price\": \"$22.88\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Cat Balcony Rail Net, 10 x 26 ft Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Dog Fence Nets Black Nylon Pets Anti-Fall Mesh Fence\", \"asin\": \"B0DK4RY3WW\", \"price\": \"$35.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25 Only 5 left in stock - order soon.\"},\n{\"title\": \"Cat Netting Balcony,Black Balcony Net,Preventing Falls Net,Pet Protective Netting,Used to Fix Balconies,Terraces,Windows (13x33 ft)\", \"asin\": \"B0C5VZVZH9\", \"price\": \"$29.77\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Cat Balcony Rail Net Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Child Safety Screen Protection Crib Mesh for Pets\", \"asin\": \"B0B31JXJ5B\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Balcony Safety Net, Baby Proof Banister Guard for Baby, Pets, Kids, and Toys, Railing Mesh Netting for Balcony, Stairs, Stairway, Childproof Safety Fence for Indoor & Outdoor Use, White, 10ft x 2.6ft\", \"asin\": \"B0D8C2H19C\", \"price\": \"$23.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Balcony Netting for Pets Stairway Net for Balcony, 9.84ft x 2.4ft Thick Dogs Cats Balcony Mesh Netting Baby Fence Door Net Balcony Netting Safety Net for Railings Stair Guards (Black)\", \"asin\": \"B0D4Z37RJQ\", \"price\": \"$11.98\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25 Only 5 left in stock - order soon.\"},\n{\"title\": \"Kidkusion Heavy Duty Deck Guard, Black - 16' L x 3' H | Made in USA; Indoor/Outdoor Balcony and Stairway Deck Rail Safety Net; Child Safety; Pet Safety; Toy Safety\", \"asin\": \"B01LY8W0LN\", \"price\": \"$38.99\", \"delivery\": \"FREE delivery Apr 29 - May 1 Or fastest delivery Mon, Apr 28\"},\n{\"title\": \"Cat Balcony Rail Net Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Child Safety Screen Protection Crib Mesh for Pets Baby\", \"asin\": \"B0B31JRNZ9\", \"price\": \"$14.88\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"15.7IN x 10FT Plastic Mesh/Balcony Barrier Mesh/Garden Fence/Cat Netting, Screen for Pets Proof, Dogs, Rabbit, Plants Cover Safety Guard Fencing, Stair Railing mesh\", \"asin\": \"B0D6KJCPSW\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Cat Netting Balcony Pet Mesh Fence for Balcony Transparent Nylon Balcony Netting for Pets Anti-Fall Cat Net for Balcony and Windows\\uff0810*13ft\\uff09\", \"asin\": \"B09ZTB8GBM\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"}]\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\": \"2025-04-23T20:32:30.489Z\", // 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": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
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Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
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{"title": "Hosuly Banister Guard 15 x 3 ft Balcony Netting for Kids Pets Stairway Safety Net Baby Fence Door Balcony Netting Safety Mesh Stair Net with No Drilling for Apartment Railing (Black)", "asin": "B0CHFFRS51", "price": "$21.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "KidKusion Deck Guard | Made in USA | 16' L x 38\" H | Clear | Outdoor Balcony and Stairway Deck Rail Safety Net | Child Safety; Pet Safety; Toy Safety, 4500", "asin": "B0002KWTF2", "price": "$27.98", "delivery": "FREE delivery Apr 29 - May 1 Or fastest delivery Mon, Apr 28"},
{"title": "Banister Guard-10ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guard (Black)", "asin": "B0CDSK7KDT", "price": "$18.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 6 left in stock - order soon."},
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{"title": "Pet & Garden Safeguard - 15.7IN x 16.4FT Roll - Black Plastic Netting, Multi-Use Decorative Fencing for Poultry, Dogs, Rabbits,Chicken and Snake Barrier", "asin": "B0CZ8M61V5", "price": "$12.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "JIFTOK Ewaves Stairway Net - Baby Safety Rail - 180 inch x 32 inch - Banister Stair Net for Child, Small pet,Toy- Indoor & Outdoor(Black)", "asin": "B09GLR26Y6", "price": "$16.79", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
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{"title": "Cardinal Gates DSHD15 Heavy-Duty Outdoor Deck Netting - Plastic Balcony Netting for Pets & Kids - 15 Feet Long by 3 Feet Tall - Made in The USA - Black", "asin": "B01AT4E6TW", "price": "$34.29", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "VINGVO Cat Balcony Balcony, 20x10ft Nylon Pet Anti-Fall Fence Net, Cat Anti-Fall Fence Net Safety Net for Balcony, Window, Stair, Patio (26x10ft)", "asin": "B0DMF544HG", "price": "$33.64", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 10 left in stock - order soon."},
{"title": "Roving Cove Stair Banister Guard 5ft x 3ft, Railing Safety Net for Baby Proofing, Child Safety Stairway Cover, Balcony Mesh Netting, Almond Brown", "asin": "B01AER8AD2", "price": "$16.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Banister Guard-10ft X 2.6ft Thick Balcony Safety Net for Kid Pet Balcony Guard Balcony Netting for Pet Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (Black)", "asin": "B0CLJCQBCK", "price": "$15.99", "delivery": "FREE delivery Apr 30 - May 4 for Prime members"},
{"title": "DEAR LOV Retractable Baby Gate, Mesh Baby Gate or Mesh Dog Gate, 33\" Tall, Extends up to 55\" Wide, Child Safety Gate for Doorways, Stairs, Hallways, Indoor/Outdoor (33\"x55\",Black)", "asin": "B0B45VHJ89", "price": "$39.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Steel Reinforced Cat Netting for Balcony - 10ft x 20ft - Cat Net for Catio \u2013 Safety Netting for Pets - Animal Proof Screen - Strong Pet Net \u2013 Kitten Balcony Protection - Barrier for Animals Fence", "asin": "B0D4R13C2Y", "price": "$36.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Banister Guard for Baby, Balcony Netting for Pets, 15ft x 3ft, Baby Safety Stairs Rail Net Provides Your Baby with a Environment, Baby Stair Net Fit for Child, Small Pet, Toy - Black", "asin": "B0BZYM896G", "price": "$19.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Banister Guard 6.5ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guard (Black)", "asin": "B0C7WMJKBQ", "price": "$16.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Net Balcony Net Tear Resistant Transparent,High-Strength and Sturdy Staircase Railing Net,Anti Bird Net,Pet Safety Net (10x26ft,Thicker and Stronger,Transparent)", "asin": "B0CF8GVQTZ", "price": "$28.88", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 5 left in stock - order soon."},
{"title": "Balcony Netting for Pets, Stairway Net for Balcony, Pet Netting Balcony Net for Dogs Cats Kids Child Rail Net for Balcony Apartment, Baby Balcony Patios Stairway Net Clear (10ft*2.6ft Thick)", "asin": "B0B3SXPSCT", "price": "$23.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Netting, Balcony Netting for Pets,Steel Wire Reinforced Balcony Screen for Pets, Anti-Fall Cat Net for Balcony and Windows,Stair, Patio\uff08Black,10 * 26ft\uff09", "asin": "B0DNP3SR45", "price": "$41.99", "delivery": "FREE delivery May 17 - Jun 6 for Prime members"},
{"title": "SUNNY GUARD 3'x10' Brown Balcony Deck Privacy Screen Fence, Apartments Railing Screen, Heavy Duty Wind Screen for Outdoor,Backyard,Patio,Deck Privacy\uff08We Make Custom Sizes\uff09", "asin": "B08Q82V4GC", "price": "$16.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Netting Balcony, Stainless Steel Reinforced Bite Tear UV and Weather-Resistant Anti-Fall Netting for Pets, Safety Net for Cat, Small Catio for Apartment Balcony Protection (10x13 ft)", "asin": "B0DJBP6G9D", "price": "$29.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Banister Guard-10ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (White)", "asin": "B0CDSMK668", "price": "$18.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 2 left in stock - order soon."},
{"title": "Cat Balcony Net Cat Anti-Fall Fence Net Dog Fence Nets Transparent Nylon Pet Mesh Fence Anti-Fall Netting for Balcony Window Stairs Netting for Balcony Window Stairs\uff081020ft, 10 * 20ft", "asin": "B091PWSMBV", "price": "$22.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Balcony Rail Net Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Dog Fence Nets Black Nylon Pets Anti-Fall Mesh Fence, 10 x 20ft", "asin": "B09DK6MHMV", "price": "$24.88", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Banister Guard-10ft X 2.6ft Thick Balcony Safety Net for Kid Pet Balcony Guard Balcony Netting for Pet Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (Black)", "asin": "B0CLJCQBCK", "price": "$15.99", "delivery": "FREE delivery Apr 30 - May 4 for Prime members"},
{"title": "Banister Guard for Baby - 10ft x 3ft Balcony Netting for Pets, Stair Netting Child Safety Net, Stair Railing Proof Mesh for Kids, Dogs, Cats White", "asin": "B0CSYH5TGB", "price": "$11.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Stair Netting Child Safety Rope Net for Pets\uff0cApartment\uff0cBalcony\uff0cTrampoline\uff0cPlayground\uff0cDriveway Net for Kids Safety\uff0cSports Netting Baseball Softball Net (Black, 3.3FTx9.9FT)", "asin": "B0D9VBJR7C", "price": "$20.00", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Balcony Netting for Pets, Stairway Net for Balcony, Pet Netting Balcony Black Net for Dogs Cats Kids Child Rail Net for Balcony Apartment, Baby Balcony Patios Stairway Net Black (10ft*2.6ft Thick)", "asin": "B0C1VRKBSY", "price": "$23.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Roving Cove Stair Banister Guard 10ft x 3ft, Railing Safety Net for Baby Proofing, Child Safety Stairway Cover, Balcony Mesh Netting, Ebony Black", "asin": "B0BNSVW3KX", "price": "$22.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "JIFTOK Baby Gate for Stairs, Banister Guard for Kids, Pets, Toys, 18 ft L x 2.66 ft H, Mesh Netting Safety Net for Balcony Rail Stair, Stairway Net Baby Safety Products for Indoor & Outdoor (Black)", "asin": "B09582FNXD", "price": "$21.24", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Netting Balcony, Wire-Reinforced Cat Net, Bite and Tear-Resistant, UV and Weather-Resistant, Balcony Cat Anti-Fall Netting for Pets, Cat Protection Net for Windows Patio Balcony (6x3m-Black)", "asin": "B0D4MLV84N", "price": "$38.99", "delivery": "FREE delivery May 20 - Jun 9 for Prime members"},
{"title": "YeeBeny Cat Netting Balcony, 10x13 Ft Steel Wire Reinforced Safety Net for Cat, Cat Balcony Protection Netting, Anti-Fall Pet Balcony Netting Suitable for Balcony Window Staircase Terrace", "asin": "B0DSPVC5Z4", "price": "$17.99", "delivery": "FREE delivery Apr 29 - May 2 for Prime members Only 3 left in stock - order soon."},
{"title": "Cupount Banister Guard for Baby- 10ft x 3.3ft Black Balcony Safety Netting for Pets - Stair Railing Baby Proof - Baby Gate for Stairs", "asin": "B0D8J3RKMF", "price": "$18.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Netting Mesh Fence for Balcony and Windows - Transparent Nylon Pet Net - Anti-Fall (10 * 20ft)", "asin": "B09ZT95KDN", "price": "$27.88", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 14 left in stock - order soon."},
{"title": "Cat Balcony Net, Steel Wire Reinforced, Anti-Fall Fence, Safety Net, Extra Strong (10 X 13 Ft)", "asin": "B0CCNZFBGD", "price": "$26.00", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "MaPorch Plastic Wire Mesh Fence - Black, 15.71\" x 10 ft - Plastic Chicken Wire Fencing for Dogs, Rabbits & Poultry - Chicken Netting - Snake Barrier - Balcony Netting for Pets - Balcony Cat Barrier", "asin": "B0936GX5JB", "price": "$23.99", "delivery": "FREE delivery May 17 - Jun 5 for Prime members"},
{"title": "Shappy Balcony Net for Pets 16.5 ft x 2.5 ft Anti Fall Cat Dogs Netting Balcony Mesh Fence Net Screen Protection Crib Mesh for Pets Patios Stairway Clear Stair Banister Guard Apartment(Black)", "asin": "B0BKZKL1F7", "price": "$19.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 11 left in stock - order soon."},
{"title": "Banister Guard for Baby, 15ft x 3ft, Premium Balcony Netting for Pets, Child Safety Net, Rail Balcony Banister Stair Mesh for Kids, Toys, Pets, White", "asin": "B0D6RBNJYF", "price": "$21.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Balcony Netting for Pets\uff0cApartment\uff0cStair\uff0cTrampoline\uff0cPlayground\uff0cChild Safety Rope Net\uff0cDriveway Net for Kids Safety\uff0cBaseball Softball Net Sports Netting (3.3ft\u00d79.9ft, White)", "asin": "B0CKLBC32D", "price": "$22.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Plastic Hardware Mesh Netting, Garden Netting, Temporary Fence, Tree Guards, Safety Net for Balcony, Deck, Stair Railing, Animal Barrier, Poultry, Deer, with 50 Zip Ties, 40'' x 25', Black", "asin": "B0CFL3MQ7K", "price": "$33.87", "delivery": "FREE delivery Sun, Apr 27"},
{"title": "Flux Phenom The Original Magnetic Screen Door 38\"x82\" \u2013 Easy Install, Strong Magnet Strength, Self-Sealing Mesh, Pet Tested, Hands-Free Entry, Door Screen Magnetic Closure, Keeps Bugs Out", "asin": "B01ESSA9VO", "price": "$27.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Mesh Screen with Magnetic Closure-Keeps Bugs Out Let Breeze in, Heavy Duty - Pet and Kid Friendly, Works with Front, Sliding Doors (38 x 82 Inch)", "asin": "B09YKX9DS7", "price": "$25.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Child Safety Net, Durable Banister Guard for Baby Safety Stairs Railing Balcony Cribs, Banister Stair Mesh Baby Proofing, Easy to Install Stair Netting for Kids, Pets, Toys - (10ft Lx2.5ft H) White", "asin": "B07ZQ578J5", "price": "$15.50", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "tupi Banister Guard for Baby - 15ft Lx 3ft H, Premium Balcony Netting for Pets, Child Safety Net, Stair Railing Proof Mesh for Kids, Toys, Pets - White", "asin": "B0D6RQZFKQ", "price": "$20.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 5 left in stock - order soon."},
{"title": "Child Safety Net - 10ft L x 2.5ft H, Balcony, Patios and Railing Stairs Netting, Safe Rail Net for Kids/Pet/Toy, Sturdy Mesh Fabric Material (Brown)", "asin": "B087CQZTP6", "price": "$15.90", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "JUMXSRLE Cat Netting Balcony, UV & Weather-Resistant Cat Balcony Safety Net, Transparent Nylon Pet Mesh Fence Cat Netting for Patio, Balcony, Rail, Stairs, Terraces - 10x13ft", "asin": "B0B2KVKZTM", "price": "$22.88", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Balcony Rail Net, 10 x 26 ft Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Dog Fence Nets Black Nylon Pets Anti-Fall Mesh Fence", "asin": "B0DK4RY3WW", "price": "$35.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 5 left in stock - order soon."},
{"title": "Cat Netting Balcony,Black Balcony Net,Preventing Falls Net,Pet Protective Netting,Used to Fix Balconies,Terraces,Windows (13x33 ft)", "asin": "B0C5VZVZH9", "price": "$29.77", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Balcony Rail Net Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Child Safety Screen Protection Crib Mesh for Pets", "asin": "B0B31JXJ5B", "price": "$9.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Balcony Safety Net, Baby Proof Banister Guard for Baby, Pets, Kids, and Toys, Railing Mesh Netting for Balcony, Stairs, Stairway, Childproof Safety Fence for Indoor & Outdoor Use, White, 10ft x 2.6ft", "asin": "B0D8C2H19C", "price": "$23.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Balcony Netting for Pets Stairway Net for Balcony, 9.84ft x 2.4ft Thick Dogs Cats Balcony Mesh Netting Baby Fence Door Net Balcony Netting Safety Net for Railings Stair Guards (Black)", "asin": "B0D4Z37RJQ", "price": "$11.98", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 5 left in stock - order soon."},
{"title": "Kidkusion Heavy Duty Deck Guard, Black - 16' L x 3' H | Made in USA; Indoor/Outdoor Balcony and Stairway Deck Rail Safety Net; Child Safety; Pet Safety; Toy Safety", "asin": "B01LY8W0LN", "price": "$38.99", "delivery": "FREE delivery Apr 29 - May 1 Or fastest delivery Mon, Apr 28"},
{"title": "Cat Balcony Rail Net Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Child Safety Screen Protection Crib Mesh for Pets Baby", "asin": "B0B31JRNZ9", "price": "$14.88", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "15.7IN x 10FT Plastic Mesh/Balcony Barrier Mesh/Garden Fence/Cat Netting, Screen for Pets Proof, Dogs, Rabbit, Plants Cover Safety Guard Fencing, Stair Railing mesh", "asin": "B0D6KJCPSW", "price": "$17.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Netting Balcony Pet Mesh Fence for Balcony Transparent Nylon Balcony Netting for Pets Anti-Fall Cat Net for Balcony and Windows\uff0810*13ft\uff09", "asin": "B09ZTB8GBM", "price": "$22.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"}]
<|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": "2025-04-23T20:32:30.489Z", // 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>
|
2025-04-23T20:32:30.489Z
|
click
|
suggested_term
|
rule
|
2025-04-23T20:32:30.489Z
|
click
|
suggested_term
|
train
| 180 |
2025-04-23T20:32:30.489Z
|
click
|
suggested_term
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:09.575Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:19.353Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:37.129Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:42.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:44.065Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:46.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:48.178Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:52.629Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:54.589Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:58.427Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:01.796Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:02.753Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:22.856Z", "action": "purchase", "action_argument": "B0BP69X89N"}
{"timestamp": "2025-04-19T03:51:36.642Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:54:35.038Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:40.413Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:43.314Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:46.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:49.266Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:54.153Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-23T20:30:32.001Z", "action": "input", "action_argument": "patio cat"}
{"timestamp": "2025-04-23T20:30:42.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:30:48.621Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:31:24.619Z", "action": "click_product", "action_argument": "B0BKZKL1F7"}
{"timestamp": "2025-04-23T20:31:30.911Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-23T20:31:42.421Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:31:43.076Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:31:45.282Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:32:13.978Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:32:15.905Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:32:20.304Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:32:30.473Z", "action": "input", "action_argument": "green Balcony "}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "green Balcony "}],
"promotion_items": [{"title": "Cat Balcony Rail Net Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Dog Fence Nets Black Nylon Pets Anti-Fall Mesh Fence, 10 x 20ft", "asin": "B09DK6MHMV", "price": "$24.88", "quantity": ""},
{"title": "Shappy Balcony Net for Pets 16.5 ft x 2.5 ft Anti Fall Cat Dogs Netting Balcony Mesh Fence Net Screen Protection Crib Mesh for Pets Patios Stairway Clear Stair Banister Guard Apartment(White)", "asin": "B09MJVT8FG", "price": "$18.99", "quantity": ""},
{"title": "Cat Balcony Net, Steel Wire Reinforced, Anti-Fall Fence, Safety Net, Extra Strong (10 X 13 Ft)", "asin": "B0CCNZFBGD", "price": "$26.00", "quantity": ""},
{"title": "AlpineReach Plastic Wire Mesh 1.3ft x 10ft (15.7\" x 120\") Fence Roll with Zip Ties - Ideal for Poultry, Dogs, Rabbit Barrier & Gardening, Durable Chicken Mesh, Versatile Rigid Fencing & Netting, Black", "asin": "B0CXY88DKG", "price": "$19.99", "quantity": ""},
{"title": "", "asin": "B0DHVGDW7Q", "price": "", "quantity": ""}],
"search_results": [{"title": "Banister Guard-10ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guard (Black)", "asin": "B0CDSK7KDT", "price": "$18.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 6 left in stock - order soon."},
{"title": "Banister Guard-10ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (White)", "asin": "B0CDSMK668", "price": "$18.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 2 left in stock - order soon."},
{"title": "Stair Netting Child Safety Rope Net for Pets\uff0cApartment\uff0cBalcony\uff0cTrampoline\uff0cPlayground\uff0cDriveway Net for Kids Safety\uff0cSports Netting Baseball Softball Net (Black, 3.3FTx9.9FT)", "asin": "B0D9VBJR7C", "price": "$20.00", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Roving Cove Stair Banister Guard 10ft x 3ft, Railing Safety Net for Baby Proofing, Child Safety Stairway Cover, Balcony Mesh Netting, Ebony Black", "asin": "B0BNSVW3KX", "price": "$22.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "tupi Banister Guard for Baby - 15ft Lx 3ft H, Premium Balcony Netting for Pets, Child Safety Net, Stair Railing Proof Mesh for Kids, Toys, Pets - White", "asin": "B0D6RQZFKQ", "price": "$20.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 5 left in stock - order soon."},
{"title": "Hosuly Banister Guard 15 x 3 ft Balcony Netting for Kids Pets Stairway Safety Net Baby Fence Door Balcony Netting Safety Mesh Stair Net with No Drilling for Apartment Railing (Black)", "asin": "B0CHFFRS51", "price": "$21.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "KidKusion Deck Guard | Made in USA | 16' L x 38\" H | Clear | Outdoor Balcony and Stairway Deck Rail Safety Net | Child Safety; Pet Safety; Toy Safety, 4500", "asin": "B0002KWTF2", "price": "$27.98", "delivery": "FREE delivery Apr 29 - May 1 Or fastest delivery Mon, Apr 28"},
{"title": "Banister Guard-10ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guard (Black)", "asin": "B0CDSK7KDT", "price": "$18.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 6 left in stock - order soon."},
{"title": "Banister Guard-15ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (Black)", "asin": "B0C5TNLJ4C", "price": "$20.99", "delivery": "FREE delivery Apr 27 - 30 for Prime members"},
{"title": "Cat Netting Balcony, 10x13ft Steel Wire Reinforced Balcony Screen for Pets, Anti-Fall Pet Mesh Fence Cat Safety Net for Balcony, Window, Stair, Patio", "asin": "B0CWRTCC5R", "price": "$28.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "JUMXSRLE Balcony Netting for Cats, Wire-Reinforced Cat Net, Bite and Tear-Resistant, UV and Weather-Resistant, Balcony Cat Anti-Fall Netting for Pets (10x3m-black)", "asin": "B0D4MNKPNP", "price": "$58.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Balcony Net Cat Anti-Fall Fence Net Dog Fence Nets Transparent Nylon Pet Mesh Fence Anti-Fall Netting for Balcony Window Stairs Netting for Balcony Window Stairs\uff081020ft, 10 * 20ft", "asin": "B091PWSMBV", "price": "$22.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Balcony Rail Net Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Child Safety Screen Protection Crib Mesh for Pets Baby", "asin": "B0B31JRNZ9", "price": "$14.88", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Child Safety Net, Durable Banister Guard for Baby Safety Stairs Railing Balcony Cribs, Banister Stair Mesh Baby Proofing, Easy to Install Stair Netting for Kids, Pets, Toys - (10ft Lx3ft H) Brown", "asin": "B0B592WCTP", "price": "$18.99", "delivery": "FREE delivery Jun 2 - 12 for Prime members"},
{"title": "Pet & Garden Safeguard - 15.7IN x 16.4FT Roll - Black Plastic Netting, Multi-Use Decorative Fencing for Poultry, Dogs, Rabbits,Chicken and Snake Barrier", "asin": "B0CZ8M61V5", "price": "$12.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "JIFTOK Ewaves Stairway Net - Baby Safety Rail - 180 inch x 32 inch - Banister Stair Net for Child, Small pet,Toy- Indoor & Outdoor(Black)", "asin": "B09GLR26Y6", "price": "$16.79", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Banister Guard for Baby - 15ft x 3ft, Child Safety Net, Rail Balcony Banister Stair Mesh for Kids, Toys, Pets - White", "asin": "B082SFB756", "price": "$23.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cardinal Gates DSHD15 Heavy-Duty Outdoor Deck Netting - Plastic Balcony Netting for Pets & Kids - 15 Feet Long by 3 Feet Tall - Made in The USA - Black", "asin": "B01AT4E6TW", "price": "$34.29", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "VINGVO Cat Balcony Balcony, 20x10ft Nylon Pet Anti-Fall Fence Net, Cat Anti-Fall Fence Net Safety Net for Balcony, Window, Stair, Patio (26x10ft)", "asin": "B0DMF544HG", "price": "$33.64", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 10 left in stock - order soon."},
{"title": "Roving Cove Stair Banister Guard 5ft x 3ft, Railing Safety Net for Baby Proofing, Child Safety Stairway Cover, Balcony Mesh Netting, Almond Brown", "asin": "B01AER8AD2", "price": "$16.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Banister Guard-10ft X 2.6ft Thick Balcony Safety Net for Kid Pet Balcony Guard Balcony Netting for Pet Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (Black)", "asin": "B0CLJCQBCK", "price": "$15.99", "delivery": "FREE delivery Apr 30 - May 4 for Prime members"},
{"title": "DEAR LOV Retractable Baby Gate, Mesh Baby Gate or Mesh Dog Gate, 33\" Tall, Extends up to 55\" Wide, Child Safety Gate for Doorways, Stairs, Hallways, Indoor/Outdoor (33\"x55\",Black)", "asin": "B0B45VHJ89", "price": "$39.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Steel Reinforced Cat Netting for Balcony - 10ft x 20ft - Cat Net for Catio \u2013 Safety Netting for Pets - Animal Proof Screen - Strong Pet Net \u2013 Kitten Balcony Protection - Barrier for Animals Fence", "asin": "B0D4R13C2Y", "price": "$36.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Banister Guard for Baby, Balcony Netting for Pets, 15ft x 3ft, Baby Safety Stairs Rail Net Provides Your Baby with a Environment, Baby Stair Net Fit for Child, Small Pet, Toy - Black", "asin": "B0BZYM896G", "price": "$19.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Banister Guard 6.5ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guard (Black)", "asin": "B0C7WMJKBQ", "price": "$16.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Net Balcony Net Tear Resistant Transparent,High-Strength and Sturdy Staircase Railing Net,Anti Bird Net,Pet Safety Net (10x26ft,Thicker and Stronger,Transparent)", "asin": "B0CF8GVQTZ", "price": "$28.88", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 5 left in stock - order soon."},
{"title": "Balcony Netting for Pets, Stairway Net for Balcony, Pet Netting Balcony Net for Dogs Cats Kids Child Rail Net for Balcony Apartment, Baby Balcony Patios Stairway Net Clear (10ft*2.6ft Thick)", "asin": "B0B3SXPSCT", "price": "$23.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Netting, Balcony Netting for Pets,Steel Wire Reinforced Balcony Screen for Pets, Anti-Fall Cat Net for Balcony and Windows,Stair, Patio\uff08Black,10 * 26ft\uff09", "asin": "B0DNP3SR45", "price": "$41.99", "delivery": "FREE delivery May 17 - Jun 6 for Prime members"},
{"title": "SUNNY GUARD 3'x10' Brown Balcony Deck Privacy Screen Fence, Apartments Railing Screen, Heavy Duty Wind Screen for Outdoor,Backyard,Patio,Deck Privacy\uff08We Make Custom Sizes\uff09", "asin": "B08Q82V4GC", "price": "$16.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Netting Balcony, Stainless Steel Reinforced Bite Tear UV and Weather-Resistant Anti-Fall Netting for Pets, Safety Net for Cat, Small Catio for Apartment Balcony Protection (10x13 ft)", "asin": "B0DJBP6G9D", "price": "$29.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Banister Guard-10ft X 3ft Thick Balcony Safety Net for Kids Pet Balcony Guard Balcony Netting for Pets Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (White)", "asin": "B0CDSMK668", "price": "$18.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 2 left in stock - order soon."},
{"title": "Cat Balcony Net Cat Anti-Fall Fence Net Dog Fence Nets Transparent Nylon Pet Mesh Fence Anti-Fall Netting for Balcony Window Stairs Netting for Balcony Window Stairs\uff081020ft, 10 * 20ft", "asin": "B091PWSMBV", "price": "$22.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Balcony Rail Net Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Dog Fence Nets Black Nylon Pets Anti-Fall Mesh Fence, 10 x 20ft", "asin": "B09DK6MHMV", "price": "$24.88", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Banister Guard-10ft X 2.6ft Thick Balcony Safety Net for Kid Pet Balcony Guard Balcony Netting for Pet Rail Net for Balcony Apartment Cat Netting Safety Netting for Railings Stair Guards (Black)", "asin": "B0CLJCQBCK", "price": "$15.99", "delivery": "FREE delivery Apr 30 - May 4 for Prime members"},
{"title": "Banister Guard for Baby - 10ft x 3ft Balcony Netting for Pets, Stair Netting Child Safety Net, Stair Railing Proof Mesh for Kids, Dogs, Cats White", "asin": "B0CSYH5TGB", "price": "$11.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Stair Netting Child Safety Rope Net for Pets\uff0cApartment\uff0cBalcony\uff0cTrampoline\uff0cPlayground\uff0cDriveway Net for Kids Safety\uff0cSports Netting Baseball Softball Net (Black, 3.3FTx9.9FT)", "asin": "B0D9VBJR7C", "price": "$20.00", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Balcony Netting for Pets, Stairway Net for Balcony, Pet Netting Balcony Black Net for Dogs Cats Kids Child Rail Net for Balcony Apartment, Baby Balcony Patios Stairway Net Black (10ft*2.6ft Thick)", "asin": "B0C1VRKBSY", "price": "$23.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Roving Cove Stair Banister Guard 10ft x 3ft, Railing Safety Net for Baby Proofing, Child Safety Stairway Cover, Balcony Mesh Netting, Ebony Black", "asin": "B0BNSVW3KX", "price": "$22.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "JIFTOK Baby Gate for Stairs, Banister Guard for Kids, Pets, Toys, 18 ft L x 2.66 ft H, Mesh Netting Safety Net for Balcony Rail Stair, Stairway Net Baby Safety Products for Indoor & Outdoor (Black)", "asin": "B09582FNXD", "price": "$21.24", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Netting Balcony, Wire-Reinforced Cat Net, Bite and Tear-Resistant, UV and Weather-Resistant, Balcony Cat Anti-Fall Netting for Pets, Cat Protection Net for Windows Patio Balcony (6x3m-Black)", "asin": "B0D4MLV84N", "price": "$38.99", "delivery": "FREE delivery May 20 - Jun 9 for Prime members"},
{"title": "YeeBeny Cat Netting Balcony, 10x13 Ft Steel Wire Reinforced Safety Net for Cat, Cat Balcony Protection Netting, Anti-Fall Pet Balcony Netting Suitable for Balcony Window Staircase Terrace", "asin": "B0DSPVC5Z4", "price": "$17.99", "delivery": "FREE delivery Apr 29 - May 2 for Prime members Only 3 left in stock - order soon."},
{"title": "Cupount Banister Guard for Baby- 10ft x 3.3ft Black Balcony Safety Netting for Pets - Stair Railing Baby Proof - Baby Gate for Stairs", "asin": "B0D8J3RKMF", "price": "$18.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Netting Mesh Fence for Balcony and Windows - Transparent Nylon Pet Net - Anti-Fall (10 * 20ft)", "asin": "B09ZT95KDN", "price": "$27.88", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 14 left in stock - order soon."},
{"title": "Cat Balcony Net, Steel Wire Reinforced, Anti-Fall Fence, Safety Net, Extra Strong (10 X 13 Ft)", "asin": "B0CCNZFBGD", "price": "$26.00", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "MaPorch Plastic Wire Mesh Fence - Black, 15.71\" x 10 ft - Plastic Chicken Wire Fencing for Dogs, Rabbits & Poultry - Chicken Netting - Snake Barrier - Balcony Netting for Pets - Balcony Cat Barrier", "asin": "B0936GX5JB", "price": "$23.99", "delivery": "FREE delivery May 17 - Jun 5 for Prime members"},
{"title": "Shappy Balcony Net for Pets 16.5 ft x 2.5 ft Anti Fall Cat Dogs Netting Balcony Mesh Fence Net Screen Protection Crib Mesh for Pets Patios Stairway Clear Stair Banister Guard Apartment(Black)", "asin": "B0BKZKL1F7", "price": "$19.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 11 left in stock - order soon."},
{"title": "Banister Guard for Baby, 15ft x 3ft, Premium Balcony Netting for Pets, Child Safety Net, Rail Balcony Banister Stair Mesh for Kids, Toys, Pets, White", "asin": "B0D6RBNJYF", "price": "$21.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Balcony Netting for Pets\uff0cApartment\uff0cStair\uff0cTrampoline\uff0cPlayground\uff0cChild Safety Rope Net\uff0cDriveway Net for Kids Safety\uff0cBaseball Softball Net Sports Netting (3.3ft\u00d79.9ft, White)", "asin": "B0CKLBC32D", "price": "$22.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Plastic Hardware Mesh Netting, Garden Netting, Temporary Fence, Tree Guards, Safety Net for Balcony, Deck, Stair Railing, Animal Barrier, Poultry, Deer, with 50 Zip Ties, 40'' x 25', Black", "asin": "B0CFL3MQ7K", "price": "$33.87", "delivery": "FREE delivery Sun, Apr 27"},
{"title": "Flux Phenom The Original Magnetic Screen Door 38\"x82\" \u2013 Easy Install, Strong Magnet Strength, Self-Sealing Mesh, Pet Tested, Hands-Free Entry, Door Screen Magnetic Closure, Keeps Bugs Out", "asin": "B01ESSA9VO", "price": "$27.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Mesh Screen with Magnetic Closure-Keeps Bugs Out Let Breeze in, Heavy Duty - Pet and Kid Friendly, Works with Front, Sliding Doors (38 x 82 Inch)", "asin": "B09YKX9DS7", "price": "$25.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Child Safety Net, Durable Banister Guard for Baby Safety Stairs Railing Balcony Cribs, Banister Stair Mesh Baby Proofing, Easy to Install Stair Netting for Kids, Pets, Toys - (10ft Lx2.5ft H) White", "asin": "B07ZQ578J5", "price": "$15.50", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "tupi Banister Guard for Baby - 15ft Lx 3ft H, Premium Balcony Netting for Pets, Child Safety Net, Stair Railing Proof Mesh for Kids, Toys, Pets - White", "asin": "B0D6RQZFKQ", "price": "$20.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 5 left in stock - order soon."},
{"title": "Child Safety Net - 10ft L x 2.5ft H, Balcony, Patios and Railing Stairs Netting, Safe Rail Net for Kids/Pet/Toy, Sturdy Mesh Fabric Material (Brown)", "asin": "B087CQZTP6", "price": "$15.90", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "JUMXSRLE Cat Netting Balcony, UV & Weather-Resistant Cat Balcony Safety Net, Transparent Nylon Pet Mesh Fence Cat Netting for Patio, Balcony, Rail, Stairs, Terraces - 10x13ft", "asin": "B0B2KVKZTM", "price": "$22.88", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Balcony Rail Net, 10 x 26 ft Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Dog Fence Nets Black Nylon Pets Anti-Fall Mesh Fence", "asin": "B0DK4RY3WW", "price": "$35.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 5 left in stock - order soon."},
{"title": "Cat Netting Balcony,Black Balcony Net,Preventing Falls Net,Pet Protective Netting,Used to Fix Balconies,Terraces,Windows (13x33 ft)", "asin": "B0C5VZVZH9", "price": "$29.77", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Balcony Rail Net Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Child Safety Screen Protection Crib Mesh for Pets", "asin": "B0B31JXJ5B", "price": "$9.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Balcony Safety Net, Baby Proof Banister Guard for Baby, Pets, Kids, and Toys, Railing Mesh Netting for Balcony, Stairs, Stairway, Childproof Safety Fence for Indoor & Outdoor Use, White, 10ft x 2.6ft", "asin": "B0D8C2H19C", "price": "$23.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Balcony Netting for Pets Stairway Net for Balcony, 9.84ft x 2.4ft Thick Dogs Cats Balcony Mesh Netting Baby Fence Door Net Balcony Netting Safety Net for Railings Stair Guards (Black)", "asin": "B0D4Z37RJQ", "price": "$11.98", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 5 left in stock - order soon."},
{"title": "Kidkusion Heavy Duty Deck Guard, Black - 16' L x 3' H | Made in USA; Indoor/Outdoor Balcony and Stairway Deck Rail Safety Net; Child Safety; Pet Safety; Toy Safety", "asin": "B01LY8W0LN", "price": "$38.99", "delivery": "FREE delivery Apr 29 - May 1 Or fastest delivery Mon, Apr 28"},
{"title": "Cat Balcony Rail Net Cat Anti-Fall Netting Pet Balcony Mesh Fence Net Child Safety Screen Protection Crib Mesh for Pets Baby", "asin": "B0B31JRNZ9", "price": "$14.88", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "15.7IN x 10FT Plastic Mesh/Balcony Barrier Mesh/Garden Fence/Cat Netting, Screen for Pets Proof, Dogs, Rabbit, Plants Cover Safety Guard Fencing, Stair Railing mesh", "asin": "B0D6KJCPSW", "price": "$17.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Cat Netting Balcony Pet Mesh Fence for Balcony Transparent Nylon Balcony Netting for Pets Anti-Fall Cat Net for Balcony and Windows\uff0810*13ft\uff09", "asin": "B09ZTB8GBM", "price": "$22.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"}]
<|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": "2025-04-23T20:32:30.489Z", // 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\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.118Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.784Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:24.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:25.183Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:26.504Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.057Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.913Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:29.854Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:44.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:46.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:48.814Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:50.736Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:53.308Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:54.367Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:56.259Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:57.946Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:59.424Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:00.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:01.760Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:02.699Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:03.813Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:08.833Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:11.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:12.836Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:13.881Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:14.707Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.060Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.723Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:19.004Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:20.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:22.157Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:24.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:33.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:37.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": 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2PACK\", \"asin\": \"B07MQ97459\", \"price\": \"$73.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"DearHouse Balcony Privacy Screen Cover, 3.5ft x16.5ft Privacy Screen Balcony Shield for Porch Deck Outdoor Backyard Patio Balconys, Includes 35 pc Cable Ties\", \"asin\": \"B07V1D8V9P\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"POYEE 3'\\u00d716' Green Balcony Privacy Screen Fence Cover UV Protection Weather Resistant Waterproof Shade Cloth for Outdoor Patio Apartment Backyard Porch Deck Railing with Zip Ties\", \"asin\": \"B0BTLWMVF3\", \"price\": \"$17.98\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25 Only 6 left in stock (more on the way).\"},\n{\"title\": \"KASZOO Artificial Ivy Privacy Fence Screen, 120x40in Artificial Faux Privacy Fence Artificial Hedge Fence Panel Balcony Privacy Screen Decoration for Patio, Balcony, Wall, Backyard Indoor Outdoor\", \"asin\": \"B0CTKLSHM2\", \"price\": \"$21.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25 Only 4 left in stock - order soon.\"},\n{\"title\": \"E&K Sunrise 3' x 15' Balcony Privacy Fence Screen Cover with Zip Ties Outdoor Screen Fence UV Protection for Deck Patio Backyard Apartment Pool Porch (Green)\", \"asin\": \"B08GNL7HTV\", \"price\": \"$18.98\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25 Only 5 left in stock - order soon.\"},\n{\"title\": \"Artificial Ivy Privacy Fence Wall Screen,120X40 in UV-Anti Faux Greenery Backdrop Ivy Vine Leaf Hedges Fence Panels for Patio, Balcony, Garden, Backyard\", \"asin\": \"B0CWH7F8N5\", \"price\": \"$22.59\", \"delivery\": \"FREE delivery May 11 - 25 for Prime members\"},\n{\"title\": \"Artificial Ivy Privacy Fence Screen,128\\\" by 60\\\" (53.5 SQFT) UV-Anti Faux Hedge Fence and Fake Ivy Vine Leaf Wall Panels for Indoor&Outdoor Green Backdrop, Garden Greenery Decor\", \"asin\": \"B0DM18628K\", \"price\": \"$43.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Artificial Ivy Privacy Fence Screen,140\\\" by 60\\\" (58.5 SQFT) UV-Anti Faux Hedge Fence and Fake Ivy Vine Leaf Wall Panels for Indoor&Outdoor Green Backdrop, Garden Greenery Decor\", \"asin\": \"B0CQVDNDLH\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"iCover Artificial Ivy Privacy Screen for Fence, 39x118in Strengthened Joint Prevent Leaves Falling Off, Faux Hedge Panels Greenery Vines, Decorative Fences for Outdoor, Garden\", \"asin\": \"B09MLTCW8L\", \"price\": \"$33.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"3'x15' Deck Balcony Privacy Screen Fence Apartment Balcony Mesh Screen with Zip Ties Chain Link Fence Cover UV Protection for Outdoor Patio Backyard Pool Porch Railing, Green\", \"asin\": \"B0762BM11V\", \"price\": \"$20.98\", \"delivery\": \"FREE delivery May 5 - 6 Or fastest delivery Mon, Apr 28\"},\n{\"title\": \"MEANCHEN 3'\\u00d710' Balcony Privacy Screen Fence Cover UV Protection Weather Resistant Waterproof for Apartment Outdoor Patio Backyard Porch Railing Deck with 100pcs Zip Ties, Green\", \"asin\": \"B0C332LGWF\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25 Only 14 left in stock - order soon.\"},\n{\"title\": \"Faux Ivy Privacy Fence Screen 120 * 40 Inch Artificial Faux Ivy Hedge Expandable Faux Privacy Fence with 100 pcs Zip Ties Decoration for Wall Screen, Outdoor Garden, Wedding Decor (12PCS)\", \"asin\": \"B0D3TRLRQ2\", \"price\": \"$30.59\", \"delivery\": \"FREE delivery Apr 28 - May 1 for Prime members\"},\n{\"title\": \"Mini Greenhouse for Outdoors Indoor: Ohuhu Small Plants Green House with 5 Tier Shelves, Portable Plastic Greenhouses with Heavy Duty Transparent PVC Cover for Garden Patio Backyard Porch Balcony\", \"asin\": \"B0D633X75L\", \"price\": \"$53.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Privacy Screen 6' x 50' for Fence, Patios, Balcony, Heavy Duty Fence Privacy Screen 170 GSM 90% Blockage Fencing Mesh Shade for Wall Garden Outdoor Home Decoration, Green\", \"asin\": \"B0DYTSKKDS\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Mon, May 5 for Prime members\"},\n{\"title\": \"Best Choice Products Outdoor Garden 94x59-inch Artificial Faux Ivy Hedge Leaf and Vine Privacy Fence Wall Screen - Green\", \"asin\": \"B008QZSITG\", \"price\": \"$44.99\", \"delivery\": \"FREE delivery Sat, Apr 26\"},\n{\"title\": \"SUNNY GUARD 3'x10' Dark Green Balcony Privacy Screen Fence, Apartments Deck Railing Screen, Heavy Duty Wind Screen for Outdoor,Backyard,Patio,Deck Privacy\\uff08We Make Custom Sizes\\uff09\", \"asin\": \"B08Q7S1BSX\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Ohuhu Mini Greenhouse for Indoor Outdoor, Small Plastic Plant Green House 4-Tier Rack Stand Portable Greenhouses with Durable PE Cover for Seedling, 2.5x1.6x5.2 FT, Ideal Gardening Gifts for Women Men\", \"asin\": \"B07S1LRTRK\", \"price\": \"$48.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25 Only 1 left in stock - order soon.\"},\n{\"title\": \"Expandable Faux Ivy Fence Privacy Screen with Artificial Flower,Greenery Expandable Stretchable Covers Panel for Balcony Patio Apartment Garden Outdoor Decor 36X92INCH\", \"asin\": \"B09J2HGK1D\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Tue, Apr 29 for Prime members Only 8 left in stock - order soon.\"},\n{\"title\": \"4 Tier Mini Greenhouse - Portable Greenhouse with Locking Wheels and PVC Cover for Indoor or Outdoor - 27 x 19 x 63-Inch Green House by Home-Complete\", \"asin\": \"B01D7GHEES\", \"price\": \"$44.95\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"120\\\"x40\\\" Artificial Ivy Privacy Fence Screen, Faux Greenery Backdrop Ivy Vine Leaf Hedges Wall Fence Panels Green Wall Decor for Patio, Balcony, Garden, Backyard Indoor Outdoor\", \"asin\": \"B0DNSTJCBG\", \"price\": \"$23.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"SUNNY GUARD Privacy Screen Fence 6' x 50' Dark Green Heavy Duty Dustproof Denoise Fencing Mesh Fabric Shade Net Cover for Outdoor Wall Garden Yard Pool Deck(We Make Custom Size)\", \"asin\": \"B0C8NB3CVY\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Fence Privacy Screen 4' x 50', Heavy Duty 220 GSM Outdoor Privacy Screen, 90% Blockage Privacy Fence Panels for Outside with Brass Grommet, Fence Cover for Back Yard, Balcony (Green)\", \"asin\": \"B0DR7ZYTDR\", \"price\": \"$37.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Sunnyglade 6 feet x 50 feet Privacy Screen Fence Heavy Duty Fencing Mesh Shade Net Cover for Wall Garden Yard Backyard (6 ft X 50 ft, Green)\", \"asin\": \"B07MFP4PPQ\", \"price\": \"$46.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"4' x 50' Fence Privacy Screen, Upgrade 220 GSM Privacy Fence Panels for Outside, Commercial Grade Fence Cover with Brass Grommets for Outdoor, Backyard, Patio, Balcony (Green)\", \"asin\": \"B0DR7XTQ7V\", \"price\": \"$40.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"MIULEE Pack of 2 Outdoor Throw Pillow Covers Waterproof Decorative Soft Pillowcases Linen Farmhouse Square Cushion Shams for Patio Balcony Couch Garden 18x18 Inch\\uff0cGreen\", \"asin\": \"B0BR7R6DQJ\", \"price\": \"$13.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25 Only 18 left in stock - order soon.\"},\n{\"title\": \"Garden Mesh Netting Kit, 10x30FT Green Ultra Fine Mesh Netting \\uff066 Sets of 8FT Fiberglass Garden Hoops for Raised Beds, Insect Netting Row Cover Net Protect Plants Vegetable Fruits Flowers\", \"asin\": \"B0DRVYSHBD\", \"price\": \"$32.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"MIULEE Outdoor Waterproof Throw Pillow Covers Set of 2 Relax Decorative Outdoor Rectangular Pillowcases for Chair Patio Garden Couch Tent Balcony Sofa Olive Green 12x20 Inch\", \"asin\": \"B0CJR59DD7\", \"price\": \"$11.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Artificial Ivy Privacy Fence Screen, 120x40 inch Dense Leaves Fence Panel, Super Privacy Greenery Wall Faux Ivy Greenery Backdrop Ivy for Patio, Balcony, Garden, Backyard Indoor Outdoor Decor\", \"asin\": \"B0DNT351QJ\", \"price\": \"$21.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"}]\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\": \"2025-04-23T20:32:38.943Z\", // 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": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:09.575Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:19.353Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:37.129Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:42.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:44.065Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:46.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:48.178Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:52.629Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:54.589Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:58.427Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:01.796Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:02.753Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:22.856Z", "action": "purchase", "action_argument": "B0BP69X89N"}
{"timestamp": "2025-04-19T03:51:36.642Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:54:35.038Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:40.413Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:43.314Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:46.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:49.266Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:54.153Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-23T20:30:32.001Z", "action": "input", "action_argument": "patio cat"}
{"timestamp": "2025-04-23T20:30:42.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:30:48.621Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:31:24.619Z", "action": "click_product", "action_argument": "B0BKZKL1F7"}
{"timestamp": "2025-04-23T20:31:30.911Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-23T20:31:42.421Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:31:43.076Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:31:45.282Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:32:13.978Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:32:15.905Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:32:20.304Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:32:30.473Z", "action": "input", "action_argument": "green Balcony "}
{"timestamp": "2025-04-23T20:32:30.489Z", "action": "click", "action_argument": "suggested_term"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "green balcony cover"}],
"promotion_items": [{"title": "SUNLAX 3'x10' Sand Balcony Privacy Screen Fence Windscreen Cover Fabric Shade Netting Mesh Cloth with Grommets UV Protection for Patio, Backyard, Porch, Railing Shield 90% (We Make Custom Sizes)", "asin": "B08LDD19NQ", "price": "$18.99", "quantity": ""},
{"title": "Balcony Privacy Screen Cover Mesh Windscreen Weather-Resistant UV Protection for Backyard Deck, Patio, Balcony, Pool, Porch, Fence, Railing, Gardening (Brown,3'x 15')", "asin": "B07SQ4Z4RP", "price": "$22.99", "quantity": ""},
{"title": "Orgrimmar Privacy Screen Fence Green 6\u2019x50\u2019 Heavy Duty Garden Fence Mesh Shade Net Cover for Outdoor Wall Porch Patio Backyard Balcony", "asin": "B08NG85RHL", "price": "$46.99", "quantity": ""},
{"title": "3'x20'Balcony Privacy Screen Cover Fence Cover UV Protection Weatherproof Windscreen Heavy Duty for Patio, Backyard,Brown", "asin": "B095M38VMG", "price": "$29.99", "quantity": ""},
{"title": "LOVE STORY 3.3'x19.5' Charcoal Balcony Screen Privacy Fence Cover (HDPE) UV Protection Weather-Resistant 3 FT Height Shield for Deck, Patio, Backyard, Outdoor Pool, Porch, Railing", "asin": "B08BJ4ZJ8Z", "price": "$28.98", "quantity": ""},
{"title": "SUNNY GUARD 3FTx16FT White Balcony Privacy Screen Fence, Apartments Railing Heavy Duty Wind Screen for Outdoor, Deck\uff0cBackyard,Patio Privacy\uff08We Make Custom Sizes\uff09", "asin": "B08HCJ8164", "price": "$28.99", "quantity": ""},
{"title": "Morning Glory Purple Scenic Designer Fence Screen (6ft x 25ft)", "asin": "B09D8NX8DM", "price": "$179.99", "quantity": ""},
{"title": "DOEWORKS Expandable Fence Privacy Screen for Balcony Patio Outdoor, Faux Ivy Fencing Panel for Backdrop Garden Backyard Home Decorations - 2PACK", "asin": "B07MQ97459", "price": "$73.99", "quantity": ""},
{"title": "GLANT Expandable Fence Privacy Screen for Balcony Patio Outdoor,Decorative Faux Ivy Fencing Panel,Artificial Hedges (Single Sided Leaves) (1, Green-Verdant)", "asin": "B08HJ6Q85K", "price": "$34.66", "quantity": ""},
{"title": "Artificial Evergreen Privacy Fence Screen 39.7x157.5in Privacy Hedges Wall Faux, PVC Dark Green Backdrop Fence for Outdoor Indoor Garden Balcony Decor", "asin": "B0D2HJGGD9", "price": "$29.99", "quantity": ""}],
"search_results": [{"title": "SUNLAX 3'x10' Dark Green Balcony Privacy Screen Fence Windscreen Cover Fabric Shade Netting Mesh Cloth with Grommets UV Protection for Patio, Backyard, Porch, Railing Shield 90% (We Make Custom Sizes)", "asin": "B0BP7QPM9R", "price": "$18.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "LOVE STORY 3'x10' Dark Green Balcony Screen Privacy Fence Cover UV Protection (HDPE) Weather-Resistant 3 FT Height Shield for Deck, Patio, Backyard, Outdoor Pool, Porch, Railing", "asin": "B0CHMJZ15P", "price": "$15.96", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Coolaroo 457778 Shade Fabric with 90% UV Protection (6'x15'), 6' x 15', Rainforest", "asin": "B0053G9SHM", "price": "$33.26", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "GLANT Expandable Fence Privacy Screen for Balcony Patio Outdoor,Decorative Faux Ivy Fencing Panel,Artificial Hedges (Single Sided Leaves) (1, Green-Verdant)", "asin": "B08HJ6Q85K", "price": "$34.66", "delivery": "FREE delivery Sun, Apr 27"},
{"title": "LOVE STORY 4\u2019 x15\u2019 Dark Green Waterproof Balcony Privacy Screen Cover - Opaque Fence Covering Privacy, 100% Polyester Fabric, UV Protection Shield for Apartment Railing,Outdoor Patio, Deck, Porch", "asin": "B0CJ2Q1MWM", "price": "$22.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Artificial Ivy Privacy Fence Wall Screen,40X120 in UV-Anti Faux Greenery Backdrop Ivy Vine Leaf Hedges Fence Panels for Patio, Balcony, Garden, Backyard Indoor Outdoor Green Wall Decor", "asin": "B0CB4N7CYP", "price": "$29.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "LOVE STORY 3'x16' Dark Green Balcony Screen Privacy Fence Cover UV Protection (HDPE) Weather-Resistant 3 FT Height Shield for Deck, Patio, Backyard, Outdoor Pool, Porch, Railing", "asin": "B0CHMKQ7DY", "price": "$19.98", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "SUNLAX 3'x10' Dark Green Balcony Privacy Screen Fence Windscreen Cover Fabric Shade Netting Mesh Cloth with Grommets UV Protection for Patio, Backyard, Porch, Railing Shield 90% (We Make Custom Sizes)", "asin": "B0BP7QPM9R", "price": "$18.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Artificial Grass Wall Panel,10\"x 10\"(12P) 4-Layer Leaf UV-Anti Greenery Faux Boxwood for Indoor,Outdoor Patio Balcony Privacy & Ivy Fence Covering Privacy, Garden, Backyard Wall Backdrop Decor", "asin": "B0D8W8DZJZ", "price": "$26.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Artificial Ivy Privacy Fence 118x39.4in Grass Wall Screen Fake Vines Balcony Fence Privacy Screen Cover, Faux Ivy Leaf Hedge Panels Wall Decoration", "asin": "B0CWKB8B2D", "price": "$21.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "SUNNY GUARD 3FTx16FT White Balcony Privacy Screen Fence, Apartments Railing Heavy Duty Wind Screen for Outdoor, Deck\uff0cBackyard,Patio Privacy\uff08We Make Custom Sizes\uff09", "asin": "B08HCJ8164", "price": "$28.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Balcony Privacy Screen Cover Mesh Windscreen Weather-Resistant UV Protection for Backyard Deck, Patio, Balcony, Pool, Porch, Fence, Railing, Gardening (Grey,3'x 15')", "asin": "B07T7FRNHR", "price": "$19.99", "delivery": "FREE delivery Sun, Apr 27 Only 4 left in stock - order soon."},
{"title": "DOEWORKS Expandable Fence Privacy Screen for Balcony Patio Outdoor, Faux Ivy Fencing Panel for Backdrop Garden Backyard Home Decorations - 2PACK", "asin": "B07MQ97459", "price": "$73.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "1 Pack 39\"x117\" Artificial Ivy Leaf Privacy Fence Screen Faux Leaves Fence Cover Wall Decoration for Outdoor Garden Patio Porch Deck Balcony Yard (Dark Green)", "asin": "B0B1GVPZ9H", "price": "$35.13", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 9 left in stock - order soon."},
{"title": "GLANT Expandable Fence Privacy Screen for Balcony Patio Outdoor,Decorative Faux Ivy Fencing Panel,Artificial Hedges (Single Sided Leaves) (1, Green-Ivy)", "asin": "B08Z7J4C5K", "price": "$39.99", "delivery": "FREE delivery Sun, Apr 27"},
{"title": "UPGRADE Balcony Privacy Screen Fence Commercial Shade Cover 3' x 16' with Ties Durable and UV Resistant Perfect for Deck Patios-Dark Green, Customizable", "asin": "B0BYDXMPNS", "price": "$24.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "LOVE STORY 3\u2019 x10\u2019 Dark Green Waterproof Balcony Privacy Screen Cover - Opaque Fence Covering Privacy, 100% Polyester Fabric, UV Protection Shield for Apartment Railing,Outdoor Patio, Deck, Porch", "asin": "B0CJ2QF8YH", "price": "$14.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Expandable Fence Privacy Screen for Balcony Patio Outdoor,Decorative Faux Ivy Fencing Panel,Artificial Hedges (Single Sided Leaves)\u2026\u2026", "asin": "B07GNDXZFH", "price": "$34.99", "delivery": "FREE delivery Sat, Apr 26"},
{"title": "Artificial Evergreen Privacy Fence Screen 39.7x157.5in Privacy Hedges Wall Faux, PVC Dark Green Backdrop Fence for Outdoor Indoor Garden Balcony Decor", "asin": "B0D2HJGGD9", "price": "$29.99", "delivery": "FREE delivery Mon, May 5 for Prime members Only 10 left in stock - order soon."},
{"title": "DOEWORKS Expandable Fence Privacy Screen for Balcony Patio Outdoor, 2PCS Faux Ivy Fencing Panel for Backdrop Garden Backyard Home Decorations", "asin": "B081DTZS6Y", "price": "$75.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "3'x20'Balcony Privacy Screen Cover Fence Cover UV Protection Weatherproof Windscreen Heavy Duty for Patio, Backyard,Sand", "asin": "B095M2CL8P", "price": "$29.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 4 left in stock - order soon."},
{"title": "DOEWORKS Expandable Fence Privacy Screen for Balcony Patio Outdoor(Double Sides Leaves), 1PC Faux Ivy Fencing Panel for Backdrop Garden Backyard Home Decorations", "asin": "B081DTR3P7", "price": "$55.99", "delivery": "FREE delivery Sat, Apr 26"},
{"title": "Expandable Fence Privacy Screen for Balcony Patio Outdoor,Decorative Faux Ivy Fencing Panel,Artificial Hedges (Single Sided Leaves) (1, Green Flowers)", "asin": "B09574GPJJ", "price": "$38.99", "delivery": "FREE delivery Sat, Apr 26"},
{"title": "Artificial Ivy Privacy Fence Screen, 120x40 inch Dense Leaf Green Ivy Wall Panel, Super Privacy Greenery Backdrop Faux Ivy Greenery for Patio, Balcony, Garden, Backyard Indoor Outdoor Decor", "asin": "B0DNT3XX57", "price": "$22.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "120x40inch Artificial Ivy Privacy Fence Wall Screen, Faux Greenery Backdrop Ivy Vine Leaf Hedges Fence Panels for Patio, Balcony, Garden, Backyard Indoor Outdoor Decor", "asin": "B0CTKLWKQB", "price": "$22.69", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Faux Ivy Fence Privacy Screen Outdoor Expandable Artificial Greenery Roll Fake Hedge Wall Patio Green Plastic Leaf Plant Vine Grass Panels Gate Covering Garden Yard Balcony (157.5 X 39.4 in)", "asin": "B095BKQBLF", "price": "$50.99", "delivery": "FREE delivery May 7 - 15 for Prime members"},
{"title": "VIVOSUN Lean-to Greenhouse, 6.6\u2019 x 3.3\u2019 x 6.9\u2019 Portable Wall House with Green PE Cover and Shelf for Compact Garden 79x39x83-Inch", "asin": "B08HRZG4CN", "price": "$79.99", "delivery": "FREE delivery Mon, Apr 28 for Prime members"},
{"title": "39\"x156\" Faux Leaf Privacy Fence Screen Artificial Laurel Leaves Fence Cover Wall Decoration for Patio Porch Deck Balcony Yard Indoor Outdoor (Light Green)", "asin": "B0B1P7WWLJ", "price": "$41.78", "delivery": "FREE delivery Mon, Apr 28 for Prime members Only 6 left in stock - order soon."},
{"title": "10x10Inch 12Pcs Grass Wall Panels, 4 Layers UV-Anti Boxwood Greenery Hedge with 50 Zip Ties, No Odor Artificial Fake Grass Backdrop for Indoor Outdoor Privacy, Birthday Wedding Decor, 8.3 SQ FT", "asin": "B0CP52JQBJ", "price": "$29.98", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "DOEWORKS Expandable Fence Privacy Screen for Balcony Patio Outdoor, 1PC Faux Ivy Fencing Panel for Backdrop Garden Backyard Home Decorations", "asin": "B081DTN7KS", "price": "$45.99", "delivery": "FREE delivery Sat, Apr 26"},
{"title": "DearHouse 118x39.4in Artificial Ivy Privacy Fence Wall Screen, Artificial Hedges Fence and Faux Ivy Vine Leaf Decoration for Outdoor Garden Decor", "asin": "B07TYLL6RP", "price": "$37.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "120x40 Inch Artificial Ivy Privacy Fence Screen, Faux Ivy Greenery Backdrop Ivy Vine Leaf Hedges Fencing Panels Greenery Wall Privacy for Patio, Balcony, Garden, Backyard Indoor Outdoor Decor", "asin": "B0DNST29CQ", "price": "$22.59", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Bybeton Artificial Ivy Privacy Fence Screen - 40\" X 120\" UV-Anti Fake Leaves Vines - Patio Balcony Privacy, Garden, Backyard Greenery Wall Decor", "asin": "B09FZ5VYFC", "price": "$35.99", "delivery": "FREE delivery May 14 - Jun 4 for Prime members"},
{"title": "3ft x 16.5ft Balcony Privacy Screen Fence, 90% Blockage Mesh Shade Net Cover, Heavy Duty Apartments Railing Screen for Outdoor, Porch, Patio, Deck, Backyard (Green)", "asin": "B0D1NR75YC", "price": "$18.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "TANG 3' x 50' Dark Green Balcony Privacy Screen Fence 200GSM Deck Fence Outdoor Privacy Cover Weather Resistant for Patio Apartment Deck Porch Backyard Railing Screen", "asin": "B0784PV919", "price": "$38.98", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 9 left in stock - order soon."},
{"title": "Artificial Ivy Privacy Fence Screen 40x100in Privacy Hedges Wall Faux UV-Anti Panel for Indoor Outdoor Garden Balcony Decor", "asin": "B0CSVRLBV4", "price": "$22.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "DOEWORKS Expandable Fence Privacy Screen for Balcony Patio Outdoor, Faux Ivy Fencing Panel for Backdrop Garden Backyard Home Decorations - 2PACK", "asin": "B07MQ97459", "price": "$73.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "DearHouse Balcony Privacy Screen Cover, 3.5ft x16.5ft Privacy Screen Balcony Shield for Porch Deck Outdoor Backyard Patio Balconys, Includes 35 pc Cable Ties", "asin": "B07V1D8V9P", "price": "$24.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "POYEE 3'\u00d716' Green Balcony Privacy Screen Fence Cover UV Protection Weather Resistant Waterproof Shade Cloth for Outdoor Patio Apartment Backyard Porch Deck Railing with Zip Ties", "asin": "B0BTLWMVF3", "price": "$17.98", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 6 left in stock (more on the way)."},
{"title": "KASZOO Artificial Ivy Privacy Fence Screen, 120x40in Artificial Faux Privacy Fence Artificial Hedge Fence Panel Balcony Privacy Screen Decoration for Patio, Balcony, Wall, Backyard Indoor Outdoor", "asin": "B0CTKLSHM2", "price": "$21.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 4 left in stock - order soon."},
{"title": "E&K Sunrise 3' x 15' Balcony Privacy Fence Screen Cover with Zip Ties Outdoor Screen Fence UV Protection for Deck Patio Backyard Apartment Pool Porch (Green)", "asin": "B08GNL7HTV", "price": "$18.98", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 5 left in stock - order soon."},
{"title": "Artificial Ivy Privacy Fence Wall Screen,120X40 in UV-Anti Faux Greenery Backdrop Ivy Vine Leaf Hedges Fence Panels for Patio, Balcony, Garden, Backyard", "asin": "B0CWH7F8N5", "price": "$22.59", "delivery": "FREE delivery May 11 - 25 for Prime members"},
{"title": "Artificial Ivy Privacy Fence Screen,128\" by 60\" (53.5 SQFT) UV-Anti Faux Hedge Fence and Fake Ivy Vine Leaf Wall Panels for Indoor&Outdoor Green Backdrop, Garden Greenery Decor", "asin": "B0DM18628K", "price": "$43.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Artificial Ivy Privacy Fence Screen,140\" by 60\" (58.5 SQFT) UV-Anti Faux Hedge Fence and Fake Ivy Vine Leaf Wall Panels for Indoor&Outdoor Green Backdrop, Garden Greenery Decor", "asin": "B0CQVDNDLH", "price": "$39.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "iCover Artificial Ivy Privacy Screen for Fence, 39x118in Strengthened Joint Prevent Leaves Falling Off, Faux Hedge Panels Greenery Vines, Decorative Fences for Outdoor, Garden", "asin": "B09MLTCW8L", "price": "$33.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "3'x15' Deck Balcony Privacy Screen Fence Apartment Balcony Mesh Screen with Zip Ties Chain Link Fence Cover UV Protection for Outdoor Patio Backyard Pool Porch Railing, Green", "asin": "B0762BM11V", "price": "$20.98", "delivery": "FREE delivery May 5 - 6 Or fastest delivery Mon, Apr 28"},
{"title": "MEANCHEN 3'\u00d710' Balcony Privacy Screen Fence Cover UV Protection Weather Resistant Waterproof for Apartment Outdoor Patio Backyard Porch Railing Deck with 100pcs Zip Ties, Green", "asin": "B0C332LGWF", "price": "$9.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 14 left in stock - order soon."},
{"title": "Faux Ivy Privacy Fence Screen 120 * 40 Inch Artificial Faux Ivy Hedge Expandable Faux Privacy Fence with 100 pcs Zip Ties Decoration for Wall Screen, Outdoor Garden, Wedding Decor (12PCS)", "asin": "B0D3TRLRQ2", "price": "$30.59", "delivery": "FREE delivery Apr 28 - May 1 for Prime members"},
{"title": "Mini Greenhouse for Outdoors Indoor: Ohuhu Small Plants Green House with 5 Tier Shelves, Portable Plastic Greenhouses with Heavy Duty Transparent PVC Cover for Garden Patio Backyard Porch Balcony", "asin": "B0D633X75L", "price": "$53.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Privacy Screen 6' x 50' for Fence, Patios, Balcony, Heavy Duty Fence Privacy Screen 170 GSM 90% Blockage Fencing Mesh Shade for Wall Garden Outdoor Home Decoration, Green", "asin": "B0DYTSKKDS", "price": "$37.99", "delivery": "FREE delivery Mon, May 5 for Prime members"},
{"title": "Best Choice Products Outdoor Garden 94x59-inch Artificial Faux Ivy Hedge Leaf and Vine Privacy Fence Wall Screen - Green", "asin": "B008QZSITG", "price": "$44.99", "delivery": "FREE delivery Sat, Apr 26"},
{"title": "SUNNY GUARD 3'x10' Dark Green Balcony Privacy Screen Fence, Apartments Deck Railing Screen, Heavy Duty Wind Screen for Outdoor,Backyard,Patio,Deck Privacy\uff08We Make Custom Sizes\uff09", "asin": "B08Q7S1BSX", "price": "$18.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Ohuhu Mini Greenhouse for Indoor Outdoor, Small Plastic Plant Green House 4-Tier Rack Stand Portable Greenhouses with Durable PE Cover for Seedling, 2.5x1.6x5.2 FT, Ideal Gardening Gifts for Women Men", "asin": "B07S1LRTRK", "price": "$48.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 1 left in stock - order soon."},
{"title": "Expandable Faux Ivy Fence Privacy Screen with Artificial Flower,Greenery Expandable Stretchable Covers Panel for Balcony Patio Apartment Garden Outdoor Decor 36X92INCH", "asin": "B09J2HGK1D", "price": "$37.99", "delivery": "FREE delivery Tue, Apr 29 for Prime members Only 8 left in stock - order soon."},
{"title": "4 Tier Mini Greenhouse - Portable Greenhouse with Locking Wheels and PVC Cover for Indoor or Outdoor - 27 x 19 x 63-Inch Green House by Home-Complete", "asin": "B01D7GHEES", "price": "$44.95", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "120\"x40\" Artificial Ivy Privacy Fence Screen, Faux Greenery Backdrop Ivy Vine Leaf Hedges Wall Fence Panels Green Wall Decor for Patio, Balcony, Garden, Backyard Indoor Outdoor", "asin": "B0DNSTJCBG", "price": "$23.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "SUNNY GUARD Privacy Screen Fence 6' x 50' Dark Green Heavy Duty Dustproof Denoise Fencing Mesh Fabric Shade Net Cover for Outdoor Wall Garden Yard Pool Deck(We Make Custom Size)", "asin": "B0C8NB3CVY", "price": "$39.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Fence Privacy Screen 4' x 50', Heavy Duty 220 GSM Outdoor Privacy Screen, 90% Blockage Privacy Fence Panels for Outside with Brass Grommet, Fence Cover for Back Yard, Balcony (Green)", "asin": "B0DR7ZYTDR", "price": "$37.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Sunnyglade 6 feet x 50 feet Privacy Screen Fence Heavy Duty Fencing Mesh Shade Net Cover for Wall Garden Yard Backyard (6 ft X 50 ft, Green)", "asin": "B07MFP4PPQ", "price": "$46.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "4' x 50' Fence Privacy Screen, Upgrade 220 GSM Privacy Fence Panels for Outside, Commercial Grade Fence Cover with Brass Grommets for Outdoor, Backyard, Patio, Balcony (Green)", "asin": "B0DR7XTQ7V", "price": "$40.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "MIULEE Pack of 2 Outdoor Throw Pillow Covers Waterproof Decorative Soft Pillowcases Linen Farmhouse Square Cushion Shams for Patio Balcony Couch Garden 18x18 Inch\uff0cGreen", "asin": "B0BR7R6DQJ", "price": "$13.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 18 left in stock - order soon."},
{"title": "Garden Mesh Netting Kit, 10x30FT Green Ultra Fine Mesh Netting \uff066 Sets of 8FT Fiberglass Garden Hoops for Raised Beds, Insect Netting Row Cover Net Protect Plants Vegetable Fruits Flowers", "asin": "B0DRVYSHBD", "price": "$32.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "MIULEE Outdoor Waterproof Throw Pillow Covers Set of 2 Relax Decorative Outdoor Rectangular Pillowcases for Chair Patio Garden Couch Tent Balcony Sofa Olive Green 12x20 Inch", "asin": "B0CJR59DD7", "price": "$11.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Artificial Ivy Privacy Fence Screen, 120x40 inch Dense Leaves Fence Panel, Super Privacy Greenery Wall Faux Ivy Greenery Backdrop Ivy for Patio, Balcony, Garden, Backyard Indoor Outdoor Decor", "asin": "B0DNT351QJ", "price": "$21.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"}]
<|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": "2025-04-23T20:32:38.943Z", // 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>
|
2025-04-23T20:32:38.943Z
|
click_product
|
B0053G9SHM
|
rule
|
2025-04-23T20:32:38.943Z
|
click_product
|
B0053G9SHM
|
train
| 181 |
2025-04-23T20:32:38.943Z
|
click_product
|
B0053G9SHM
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
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Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
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{"title": "LOVE STORY 3.3'x19.5' Charcoal Balcony Screen Privacy Fence Cover (HDPE) UV Protection Weather-Resistant 3 FT Height Shield for Deck, Patio, Backyard, Outdoor Pool, Porch, Railing", "asin": "B08BJ4ZJ8Z", "price": "$28.98", "quantity": ""},
{"title": "SUNNY GUARD 3FTx16FT White Balcony Privacy Screen Fence, Apartments Railing Heavy Duty Wind Screen for Outdoor, Deck\uff0cBackyard,Patio Privacy\uff08We Make Custom Sizes\uff09", "asin": "B08HCJ8164", "price": "$28.99", "quantity": ""},
{"title": "Morning Glory Purple Scenic Designer Fence Screen (6ft x 25ft)", "asin": "B09D8NX8DM", "price": "$179.99", "quantity": ""},
{"title": "DOEWORKS Expandable Fence Privacy Screen for Balcony Patio Outdoor, Faux Ivy Fencing Panel for Backdrop Garden Backyard Home Decorations - 2PACK", "asin": "B07MQ97459", "price": "$73.99", "quantity": ""},
{"title": "GLANT Expandable Fence Privacy Screen for Balcony Patio Outdoor,Decorative Faux Ivy Fencing Panel,Artificial Hedges (Single Sided Leaves) (1, Green-Verdant)", "asin": "B08HJ6Q85K", "price": "$34.66", "quantity": ""},
{"title": "Artificial Evergreen Privacy Fence Screen 39.7x157.5in Privacy Hedges Wall Faux, PVC Dark Green Backdrop Fence for Outdoor Indoor Garden Balcony Decor", "asin": "B0D2HJGGD9", "price": "$29.99", "quantity": ""}],
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{"title": "LOVE STORY 3'x10' Dark Green Balcony Screen Privacy Fence Cover UV Protection (HDPE) Weather-Resistant 3 FT Height Shield for Deck, Patio, Backyard, Outdoor Pool, Porch, Railing", "asin": "B0CHMJZ15P", "price": "$15.96", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
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{"title": "LOVE STORY 4\u2019 x15\u2019 Dark Green Waterproof Balcony Privacy Screen Cover - Opaque Fence Covering Privacy, 100% Polyester Fabric, UV Protection Shield for Apartment Railing,Outdoor Patio, Deck, Porch", "asin": "B0CJ2Q1MWM", "price": "$22.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Artificial Ivy Privacy Fence Wall Screen,40X120 in UV-Anti Faux Greenery Backdrop Ivy Vine Leaf Hedges Fence Panels for Patio, Balcony, Garden, Backyard Indoor Outdoor Green Wall Decor", "asin": "B0CB4N7CYP", "price": "$29.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "LOVE STORY 3'x16' Dark Green Balcony Screen Privacy Fence Cover UV Protection (HDPE) Weather-Resistant 3 FT Height Shield for Deck, Patio, Backyard, Outdoor Pool, Porch, Railing", "asin": "B0CHMKQ7DY", "price": "$19.98", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "SUNLAX 3'x10' Dark Green Balcony Privacy Screen Fence Windscreen Cover Fabric Shade Netting Mesh Cloth with Grommets UV Protection for Patio, Backyard, Porch, Railing Shield 90% (We Make Custom Sizes)", "asin": "B0BP7QPM9R", "price": "$18.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Artificial Grass Wall Panel,10\"x 10\"(12P) 4-Layer Leaf UV-Anti Greenery Faux Boxwood for Indoor,Outdoor Patio Balcony Privacy & Ivy Fence Covering Privacy, Garden, Backyard Wall Backdrop Decor", "asin": "B0D8W8DZJZ", "price": "$26.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Artificial Ivy Privacy Fence 118x39.4in Grass Wall Screen Fake Vines Balcony Fence Privacy Screen Cover, Faux Ivy Leaf Hedge Panels Wall Decoration", "asin": "B0CWKB8B2D", "price": "$21.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "SUNNY GUARD 3FTx16FT White Balcony Privacy Screen Fence, Apartments Railing Heavy Duty Wind Screen for Outdoor, Deck\uff0cBackyard,Patio Privacy\uff08We Make Custom Sizes\uff09", "asin": "B08HCJ8164", "price": "$28.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Balcony Privacy Screen Cover Mesh Windscreen Weather-Resistant UV Protection for Backyard Deck, Patio, Balcony, Pool, Porch, Fence, Railing, Gardening (Grey,3'x 15')", "asin": "B07T7FRNHR", "price": "$19.99", "delivery": "FREE delivery Sun, Apr 27 Only 4 left in stock - order soon."},
{"title": "DOEWORKS Expandable Fence Privacy Screen for Balcony Patio Outdoor, Faux Ivy Fencing Panel for Backdrop Garden Backyard Home Decorations - 2PACK", "asin": "B07MQ97459", "price": "$73.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "1 Pack 39\"x117\" Artificial Ivy Leaf Privacy Fence Screen Faux Leaves Fence Cover Wall Decoration for Outdoor Garden Patio Porch Deck Balcony Yard (Dark Green)", "asin": "B0B1GVPZ9H", "price": "$35.13", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 9 left in stock - order soon."},
{"title": "GLANT Expandable Fence Privacy Screen for Balcony Patio Outdoor,Decorative Faux Ivy Fencing Panel,Artificial Hedges (Single Sided Leaves) (1, Green-Ivy)", "asin": "B08Z7J4C5K", "price": "$39.99", "delivery": "FREE delivery Sun, Apr 27"},
{"title": "UPGRADE Balcony Privacy Screen Fence Commercial Shade Cover 3' x 16' with Ties Durable and UV Resistant Perfect for Deck Patios-Dark Green, Customizable", "asin": "B0BYDXMPNS", "price": "$24.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "LOVE STORY 3\u2019 x10\u2019 Dark Green Waterproof Balcony Privacy Screen Cover - Opaque Fence Covering Privacy, 100% Polyester Fabric, UV Protection Shield for Apartment Railing,Outdoor Patio, Deck, Porch", "asin": "B0CJ2QF8YH", "price": "$14.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Expandable Fence Privacy Screen for Balcony Patio Outdoor,Decorative Faux Ivy Fencing Panel,Artificial Hedges (Single Sided Leaves)\u2026\u2026", "asin": "B07GNDXZFH", "price": "$34.99", "delivery": "FREE delivery Sat, Apr 26"},
{"title": "Artificial Evergreen Privacy Fence Screen 39.7x157.5in Privacy Hedges Wall Faux, PVC Dark Green Backdrop Fence for Outdoor Indoor Garden Balcony Decor", "asin": "B0D2HJGGD9", "price": "$29.99", "delivery": "FREE delivery Mon, May 5 for Prime members Only 10 left in stock - order soon."},
{"title": "DOEWORKS Expandable Fence Privacy Screen for Balcony Patio Outdoor, 2PCS Faux Ivy Fencing Panel for Backdrop Garden Backyard Home Decorations", "asin": "B081DTZS6Y", "price": "$75.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "3'x20'Balcony Privacy Screen Cover Fence Cover UV Protection Weatherproof Windscreen Heavy Duty for Patio, Backyard,Sand", "asin": "B095M2CL8P", "price": "$29.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 4 left in stock - order soon."},
{"title": "DOEWORKS Expandable Fence Privacy Screen for Balcony Patio Outdoor(Double Sides Leaves), 1PC Faux Ivy Fencing Panel for Backdrop Garden Backyard Home Decorations", "asin": "B081DTR3P7", "price": "$55.99", "delivery": "FREE delivery Sat, Apr 26"},
{"title": "Expandable Fence Privacy Screen for Balcony Patio Outdoor,Decorative Faux Ivy Fencing Panel,Artificial Hedges (Single Sided Leaves) (1, Green Flowers)", "asin": "B09574GPJJ", "price": "$38.99", "delivery": "FREE delivery Sat, Apr 26"},
{"title": "Artificial Ivy Privacy Fence Screen, 120x40 inch Dense Leaf Green Ivy Wall Panel, Super Privacy Greenery Backdrop Faux Ivy Greenery for Patio, Balcony, Garden, Backyard Indoor Outdoor Decor", "asin": "B0DNT3XX57", "price": "$22.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "120x40inch Artificial Ivy Privacy Fence Wall Screen, Faux Greenery Backdrop Ivy Vine Leaf Hedges Fence Panels for Patio, Balcony, Garden, Backyard Indoor Outdoor Decor", "asin": "B0CTKLWKQB", "price": "$22.69", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Faux Ivy Fence Privacy Screen Outdoor Expandable Artificial Greenery Roll Fake Hedge Wall Patio Green Plastic Leaf Plant Vine Grass Panels Gate Covering Garden Yard Balcony (157.5 X 39.4 in)", "asin": "B095BKQBLF", "price": "$50.99", "delivery": "FREE delivery May 7 - 15 for Prime members"},
{"title": "VIVOSUN Lean-to Greenhouse, 6.6\u2019 x 3.3\u2019 x 6.9\u2019 Portable Wall House with Green PE Cover and Shelf for Compact Garden 79x39x83-Inch", "asin": "B08HRZG4CN", "price": "$79.99", "delivery": "FREE delivery Mon, Apr 28 for Prime members"},
{"title": "39\"x156\" Faux Leaf Privacy Fence Screen Artificial Laurel Leaves Fence Cover Wall Decoration for Patio Porch Deck Balcony Yard Indoor Outdoor (Light Green)", "asin": "B0B1P7WWLJ", "price": "$41.78", "delivery": "FREE delivery Mon, Apr 28 for Prime members Only 6 left in stock - order soon."},
{"title": "10x10Inch 12Pcs Grass Wall Panels, 4 Layers UV-Anti Boxwood Greenery Hedge with 50 Zip Ties, No Odor Artificial Fake Grass Backdrop for Indoor Outdoor Privacy, Birthday Wedding Decor, 8.3 SQ FT", "asin": "B0CP52JQBJ", "price": "$29.98", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "DOEWORKS Expandable Fence Privacy Screen for Balcony Patio Outdoor, 1PC Faux Ivy Fencing Panel for Backdrop Garden Backyard Home Decorations", "asin": "B081DTN7KS", "price": "$45.99", "delivery": "FREE delivery Sat, Apr 26"},
{"title": "DearHouse 118x39.4in Artificial Ivy Privacy Fence Wall Screen, Artificial Hedges Fence and Faux Ivy Vine Leaf Decoration for Outdoor Garden Decor", "asin": "B07TYLL6RP", "price": "$37.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "120x40 Inch Artificial Ivy Privacy Fence Screen, Faux Ivy Greenery Backdrop Ivy Vine Leaf Hedges Fencing Panels Greenery Wall Privacy for Patio, Balcony, Garden, Backyard Indoor Outdoor Decor", "asin": "B0DNST29CQ", "price": "$22.59", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Bybeton Artificial Ivy Privacy Fence Screen - 40\" X 120\" UV-Anti Fake Leaves Vines - Patio Balcony Privacy, Garden, Backyard Greenery Wall Decor", "asin": "B09FZ5VYFC", "price": "$35.99", "delivery": "FREE delivery May 14 - Jun 4 for Prime members"},
{"title": "3ft x 16.5ft Balcony Privacy Screen Fence, 90% Blockage Mesh Shade Net Cover, Heavy Duty Apartments Railing Screen for Outdoor, Porch, Patio, Deck, Backyard (Green)", "asin": "B0D1NR75YC", "price": "$18.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "TANG 3' x 50' Dark Green Balcony Privacy Screen Fence 200GSM Deck Fence Outdoor Privacy Cover Weather Resistant for Patio Apartment Deck Porch Backyard Railing Screen", "asin": "B0784PV919", "price": "$38.98", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 9 left in stock - order soon."},
{"title": "Artificial Ivy Privacy Fence Screen 40x100in Privacy Hedges Wall Faux UV-Anti Panel for Indoor Outdoor Garden Balcony Decor", "asin": "B0CSVRLBV4", "price": "$22.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "DOEWORKS Expandable Fence Privacy Screen for Balcony Patio Outdoor, Faux Ivy Fencing Panel for Backdrop Garden Backyard Home Decorations - 2PACK", "asin": "B07MQ97459", "price": "$73.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "DearHouse Balcony Privacy Screen Cover, 3.5ft x16.5ft Privacy Screen Balcony Shield for Porch Deck Outdoor Backyard Patio Balconys, Includes 35 pc Cable Ties", "asin": "B07V1D8V9P", "price": "$24.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "POYEE 3'\u00d716' Green Balcony Privacy Screen Fence Cover UV Protection Weather Resistant Waterproof Shade Cloth for Outdoor Patio Apartment Backyard Porch Deck Railing with Zip Ties", "asin": "B0BTLWMVF3", "price": "$17.98", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 6 left in stock (more on the way)."},
{"title": "KASZOO Artificial Ivy Privacy Fence Screen, 120x40in Artificial Faux Privacy Fence Artificial Hedge Fence Panel Balcony Privacy Screen Decoration for Patio, Balcony, Wall, Backyard Indoor Outdoor", "asin": "B0CTKLSHM2", "price": "$21.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 4 left in stock - order soon."},
{"title": "E&K Sunrise 3' x 15' Balcony Privacy Fence Screen Cover with Zip Ties Outdoor Screen Fence UV Protection for Deck Patio Backyard Apartment Pool Porch (Green)", "asin": "B08GNL7HTV", "price": "$18.98", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 5 left in stock - order soon."},
{"title": "Artificial Ivy Privacy Fence Wall Screen,120X40 in UV-Anti Faux Greenery Backdrop Ivy Vine Leaf Hedges Fence Panels for Patio, Balcony, Garden, Backyard", "asin": "B0CWH7F8N5", "price": "$22.59", "delivery": "FREE delivery May 11 - 25 for Prime members"},
{"title": "Artificial Ivy Privacy Fence Screen,128\" by 60\" (53.5 SQFT) UV-Anti Faux Hedge Fence and Fake Ivy Vine Leaf Wall Panels for Indoor&Outdoor Green Backdrop, Garden Greenery Decor", "asin": "B0DM18628K", "price": "$43.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Artificial Ivy Privacy Fence Screen,140\" by 60\" (58.5 SQFT) UV-Anti Faux Hedge Fence and Fake Ivy Vine Leaf Wall Panels for Indoor&Outdoor Green Backdrop, Garden Greenery Decor", "asin": "B0CQVDNDLH", "price": "$39.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "iCover Artificial Ivy Privacy Screen for Fence, 39x118in Strengthened Joint Prevent Leaves Falling Off, Faux Hedge Panels Greenery Vines, Decorative Fences for Outdoor, Garden", "asin": "B09MLTCW8L", "price": "$33.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "3'x15' Deck Balcony Privacy Screen Fence Apartment Balcony Mesh Screen with Zip Ties Chain Link Fence Cover UV Protection for Outdoor Patio Backyard Pool Porch Railing, Green", "asin": "B0762BM11V", "price": "$20.98", "delivery": "FREE delivery May 5 - 6 Or fastest delivery Mon, Apr 28"},
{"title": "MEANCHEN 3'\u00d710' Balcony Privacy Screen Fence Cover UV Protection Weather Resistant Waterproof for Apartment Outdoor Patio Backyard Porch Railing Deck with 100pcs Zip Ties, Green", "asin": "B0C332LGWF", "price": "$9.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 14 left in stock - order soon."},
{"title": "Faux Ivy Privacy Fence Screen 120 * 40 Inch Artificial Faux Ivy Hedge Expandable Faux Privacy Fence with 100 pcs Zip Ties Decoration for Wall Screen, Outdoor Garden, Wedding Decor (12PCS)", "asin": "B0D3TRLRQ2", "price": "$30.59", "delivery": "FREE delivery Apr 28 - May 1 for Prime members"},
{"title": "Mini Greenhouse for Outdoors Indoor: Ohuhu Small Plants Green House with 5 Tier Shelves, Portable Plastic Greenhouses with Heavy Duty Transparent PVC Cover for Garden Patio Backyard Porch Balcony", "asin": "B0D633X75L", "price": "$53.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Privacy Screen 6' x 50' for Fence, Patios, Balcony, Heavy Duty Fence Privacy Screen 170 GSM 90% Blockage Fencing Mesh Shade for Wall Garden Outdoor Home Decoration, Green", "asin": "B0DYTSKKDS", "price": "$37.99", "delivery": "FREE delivery Mon, May 5 for Prime members"},
{"title": "Best Choice Products Outdoor Garden 94x59-inch Artificial Faux Ivy Hedge Leaf and Vine Privacy Fence Wall Screen - Green", "asin": "B008QZSITG", "price": "$44.99", "delivery": "FREE delivery Sat, Apr 26"},
{"title": "SUNNY GUARD 3'x10' Dark Green Balcony Privacy Screen Fence, Apartments Deck Railing Screen, Heavy Duty Wind Screen for Outdoor,Backyard,Patio,Deck Privacy\uff08We Make Custom Sizes\uff09", "asin": "B08Q7S1BSX", "price": "$18.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Ohuhu Mini Greenhouse for Indoor Outdoor, Small Plastic Plant Green House 4-Tier Rack Stand Portable Greenhouses with Durable PE Cover for Seedling, 2.5x1.6x5.2 FT, Ideal Gardening Gifts for Women Men", "asin": "B07S1LRTRK", "price": "$48.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 1 left in stock - order soon."},
{"title": "Expandable Faux Ivy Fence Privacy Screen with Artificial Flower,Greenery Expandable Stretchable Covers Panel for Balcony Patio Apartment Garden Outdoor Decor 36X92INCH", "asin": "B09J2HGK1D", "price": "$37.99", "delivery": "FREE delivery Tue, Apr 29 for Prime members Only 8 left in stock - order soon."},
{"title": "4 Tier Mini Greenhouse - Portable Greenhouse with Locking Wheels and PVC Cover for Indoor or Outdoor - 27 x 19 x 63-Inch Green House by Home-Complete", "asin": "B01D7GHEES", "price": "$44.95", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "120\"x40\" Artificial Ivy Privacy Fence Screen, Faux Greenery Backdrop Ivy Vine Leaf Hedges Wall Fence Panels Green Wall Decor for Patio, Balcony, Garden, Backyard Indoor Outdoor", "asin": "B0DNSTJCBG", "price": "$23.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "SUNNY GUARD Privacy Screen Fence 6' x 50' Dark Green Heavy Duty Dustproof Denoise Fencing Mesh Fabric Shade Net Cover for Outdoor Wall Garden Yard Pool Deck(We Make Custom Size)", "asin": "B0C8NB3CVY", "price": "$39.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Fence Privacy Screen 4' x 50', Heavy Duty 220 GSM Outdoor Privacy Screen, 90% Blockage Privacy Fence Panels for Outside with Brass Grommet, Fence Cover for Back Yard, Balcony (Green)", "asin": "B0DR7ZYTDR", "price": "$37.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Sunnyglade 6 feet x 50 feet Privacy Screen Fence Heavy Duty Fencing Mesh Shade Net Cover for Wall Garden Yard Backyard (6 ft X 50 ft, Green)", "asin": "B07MFP4PPQ", "price": "$46.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "4' x 50' Fence Privacy Screen, Upgrade 220 GSM Privacy Fence Panels for Outside, Commercial Grade Fence Cover with Brass Grommets for Outdoor, Backyard, Patio, Balcony (Green)", "asin": "B0DR7XTQ7V", "price": "$40.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "MIULEE Pack of 2 Outdoor Throw Pillow Covers Waterproof Decorative Soft Pillowcases Linen Farmhouse Square Cushion Shams for Patio Balcony Couch Garden 18x18 Inch\uff0cGreen", "asin": "B0BR7R6DQJ", "price": "$13.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 18 left in stock - order soon."},
{"title": "Garden Mesh Netting Kit, 10x30FT Green Ultra Fine Mesh Netting \uff066 Sets of 8FT Fiberglass Garden Hoops for Raised Beds, Insect Netting Row Cover Net Protect Plants Vegetable Fruits Flowers", "asin": "B0DRVYSHBD", "price": "$32.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "MIULEE Outdoor Waterproof Throw Pillow Covers Set of 2 Relax Decorative Outdoor Rectangular Pillowcases for Chair Patio Garden Couch Tent Balcony Sofa Olive Green 12x20 Inch", "asin": "B0CJR59DD7", "price": "$11.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Artificial Ivy Privacy Fence Screen, 120x40 inch Dense Leaves Fence Panel, Super Privacy Greenery Wall Faux Ivy Greenery Backdrop Ivy for Patio, Balcony, Garden, Backyard Indoor Outdoor Decor", "asin": "B0DNT351QJ", "price": "$21.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"}]
<|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": "2025-04-23T20:32:38.943Z", // 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\": \"2025-04-16T23:17:14.698Z\", \"action\": \"input\", \"action_argument\": \"prime cat food\"}\n{\"timestamp\": \"2025-04-16T23:17:22.808Z\", \"action\": \"click_product\", \"action_argument\": \"B0BXZXX43Q\"}\n{\"timestamp\": \"2025-04-17T23:06:47.147Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:48.996Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:50.854Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:06:52.710Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T23:07:34.371Z\", \"action\": \"click_product\", \"action_argument\": \"B0C8VZ1H67\"}\n{\"timestamp\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.118Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.784Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:24.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:25.183Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:26.504Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.057Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.913Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:29.854Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:44.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:46.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:48.814Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:50.736Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:53.308Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:54.367Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:56.259Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:57.946Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:59.424Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:00.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:01.760Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:02.699Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:03.813Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:08.833Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:11.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:12.836Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:13.881Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:14.707Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.060Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.723Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:19.004Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:20.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:22.157Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:24.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:33.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:37.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:38.533Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:41.516Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:46.088Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:47.799Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:50.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:49:09.575Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:49:19.353Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:37.129Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:42.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:44.065Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:46.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:48.178Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:52.629Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:54.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:58.427Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:50:01.796Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:50:02.753Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:50:22.856Z\", \"action\": \"purchase\", \"action_argument\": \"B0BP69X89N\"}\n{\"timestamp\": \"2025-04-19T03:51:36.642Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-19T03:54:35.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:40.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:43.314Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:46.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:49.266Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:54.153Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-23T20:30:32.001Z\", \"action\": \"input\", \"action_argument\": \"patio cat\"}\n{\"timestamp\": \"2025-04-23T20:30:42.388Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:30:48.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:31:24.619Z\", \"action\": \"click_product\", \"action_argument\": \"B0BKZKL1F7\"}\n{\"timestamp\": \"2025-04-23T20:31:30.911Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-23T20:31:42.421Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:31:43.076Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:31:45.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:32:13.978Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:32:15.905Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:32:20.304Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:32:30.473Z\", \"action\": \"input\", \"action_argument\": \"green Balcony \"}\n{\"timestamp\": \"2025-04-23T20:32:30.489Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-23T20:32:38.943Z\", \"action\": \"click_product\", \"action_argument\": \"B0053G9SHM\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"green balcony cover\"}],\n\"promotion_items\": [{\"title\": \"GLANT Expandable Fence Privacy Screen for Balcony Patio Outdoor,Decorative Faux Ivy Fencing Panel,Artificial Hedges (Single Sided Leaves) (1, Green-Verdant)\", \"asin\": \"\", \"price\": \"$34.66\", \"quantity\": \"\"},\n{\"title\": \"LOVE STORY 3'x10' Dark Green Balcony Screen Privacy Fence Cover UV Protection (HDPE) Weather-Resistant 3 FT Height Shield for Deck, Patio, Backyard, Outdoor Pool, Porch, Railing\", \"asin\": \"\", \"price\": \"$15.96\", \"quantity\": \"\"},\n{\"title\": \"Balcony Privacy Screen Cover Mesh Windscreen Weather-Resistant UV Protection for Backyard Deck, Patio, Balcony, Pool, Porch, Fence, Railing, Gardening (Grey,3'x 15')\", \"asin\": \"\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"SUNLAX 3'x10' Sand Balcony Privacy Screen Fence Windscreen Cover Fabric Shade Netting Mesh Cloth with Grommets UV Protection for Patio, Backyard, Porch, Railing Shield 90% (We Make Custom Sizes)\", \"asin\": \"\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Morning Glory Purple Scenic Designer Fence Screen (6ft x 25ft)\", \"asin\": \"B09D8NX8DM\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"DOEWORKS Expandable Fence Privacy Screen for Balcony Patio Outdoor, Faux Ivy Fencing Panel for Backdrop Garden Backyard Home Decorations - 2PACK\", \"asin\": \"B07MQ97459\", \"price\": \"$73.99\", \"quantity\": \"\"},\n{\"title\": \"GLANT Expandable Fence Privacy Screen for Balcony Patio Outdoor,Decorative Faux Ivy Fencing Panel,Artificial Hedges (Single Sided Leaves) (1, Green-Verdant)\", \"asin\": \"B08HJ6Q85K\", \"price\": \"$34.66\", \"quantity\": \"\"},\n{\"title\": \"SUNNY GUARD 3FTx16FT White Balcony Privacy Screen Fence, Apartments Railing Heavy Duty Wind Screen for Outdoor, Deck\\uff0cBackyard,Patio Privacy\\uff08We Make Custom Sizes\\uff09\", \"asin\": \"B08HCJ8164\", \"price\": \"$28.99\", \"quantity\": \"\"},\n{\"title\": \"FAIR WIND Shade Cloth 90% Sun Shade Fabric Privacy Screen Shade Cover Patio Canopy with Grommets Shade Net for Garden Outdoor Pergola 6 x 10 FT - Mocha\", \"asin\": \"B0BX5BDB4X\", \"price\": \"$30.99\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"Coolaroo 457778 Shade Fabric with 90% UV Protection (6'x15'), 6' x 15', Rainforest\", \"asin\": \"B0053G9SHM\", \"price\": \"$33.26\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"SUNLAX 3'x10' Dark Green Balcony Privacy Screen Fence Windscreen Cover Fabric Shade Netting Mesh Cloth with Grommets UV Protection for Patio, Backyard, Porch, Railing Shield 90% (We Make Custom Sizes)\", \"asin\": \"B0BP7QPM9R\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Coolaroo 70% UV Block Shade Cloth Fabric Roll for Privacy, Carport, Fence, Windscreen, 6' x 15', Forest Green\", \"asin\": \"B000P7FVX4\", \"price\": \"$41.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"LOVE STORY 3'x10' Dark Green Balcony Screen Privacy Fence Cover UV Protection (HDPE) Weather-Resistant 3 FT Height Shield for Deck, Patio, Backyard, Outdoor Pool, Porch, Railing\", \"asin\": \"B0CHMJZ15P\", \"price\": \"$15.96\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"LOVE STORY 3\\u2019 x10\\u2019 Dark Green Waterproof Balcony Privacy Screen Cover - Opaque Fence Covering Privacy, 100% Polyester Fabric, UV Protection Shield for Apartment Railing,Outdoor Patio, Deck, Porch\", \"asin\": \"B0CJ2QF8YH\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Artificial Ivy Privacy Fence Wall Screen,40X120 in UV-Anti Faux Greenery Backdrop Ivy Vine Leaf Hedges Fence Panels for Patio, Balcony, Garden, Backyard Indoor Outdoor Green Wall Decor\", \"asin\": \"B0CB4N7CYP\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"LOVE STORY 3'x16' Dark Green Balcony Screen Privacy Fence Cover UV Protection (HDPE) Weather-Resistant 3 FT Height Shield for Deck, Patio, Backyard, Outdoor Pool, Porch, Railing\", \"asin\": \"B0CHMKQ7DY\", \"price\": \"$19.98\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"SUNLAX 3'x10' Dark Green Balcony Privacy Screen Fence Windscreen Cover Fabric Shade Netting Mesh Cloth with Grommets UV Protection for Patio, Backyard, Porch, Railing Shield 90% (We Make Custom Sizes)\", \"asin\": \"B0BP7QPM9R\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Artificial Grass Wall Panel,10\\\"x 10\\\"(12P) 4-Layer Leaf UV-Anti Greenery Faux Boxwood for Indoor,Outdoor Patio Balcony Privacy & Ivy Fence Covering Privacy, Garden, Backyard Wall Backdrop Decor\", \"asin\": \"B0D8W8DZJZ\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Artificial Ivy Privacy Fence 118x39.4in Grass Wall Screen Fake Vines Balcony Fence Privacy Screen Cover, Faux Ivy Leaf Hedge Panels Wall Decoration\", \"asin\": \"B0CWKB8B2D\", \"price\": \"$21.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"GLANT Expandable Fence Privacy Screen for Balcony Patio Outdoor,Decorative Faux Ivy Fencing Panel,Artificial Hedges (Single Sided Leaves) (1, Green-Verdant)\", \"asin\": \"B08HJ6Q85K\", \"price\": \"$34.66\", \"delivery\": \"FREE delivery Sun, Apr 27\"},\n{\"title\": \"Balcony Privacy Screen Cover Mesh Windscreen Weather-Resistant UV Protection for Backyard Deck, Patio, Balcony, Pool, Porch, Fence, Railing, Gardening (Grey,3'x 15')\", \"asin\": \"B07T7FRNHR\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Sun, Apr 27 Only 4 left in stock - order soon.\"},\n{\"title\": \"Garden Shade Cloth - for Plants Heat Protection 6'x3', 70% Vegetable Greenhouse Canopy with Grommets, Chicken Coop & Dog Kennel Cover, Outdoor Sun Tarp of Backyard & Balcony\", \"asin\": \"B0BV29TL6P\", \"price\": \"$9.89\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"BeGrit Shade Cloth for Garden 50% 6x10ft with Grommets Sunblock Sun Mesh UV Resistant Net for Plants,Greenhouse,Patio,Chicken Coop(Green)\", \"asin\": \"B0BV6Q1TPY\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"GLANT Expandable Fence Privacy Screen for Balcony Patio Outdoor,Decorative Faux Ivy Fencing Panel,Artificial Hedges (Single Sided Leaves) (1, Green-Ivy)\", \"asin\": \"B08Z7J4C5K\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Sun, Apr 27\"},\n{\"title\": \"UPGRADE Balcony Privacy Screen Fence Commercial Shade Cover 3' x 16' with Ties Durable and UV Resistant Perfect for Deck Patios-Dark Green, Customizable\", \"asin\": \"B0BYDXMPNS\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"LOVE STORY 3\\u2019 x10\\u2019 Dark Green Waterproof Balcony Privacy Screen Cover - Opaque Fence Covering Privacy, 100% Polyester Fabric, UV Protection Shield for Apartment Railing,Outdoor Patio, Deck, Porch\", \"asin\": \"B0CJ2QF8YH\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Expandable Fence Privacy Screen for Balcony Patio Outdoor,Decorative Faux Ivy Fencing Panel,Artificial Hedges (Single Sided Leaves)\\u2026\\u2026\", \"asin\": \"B07GNDXZFH\", \"price\": \"$34.99\", \"delivery\": \"FREE delivery Sat, Apr 26\"},\n{\"title\": \"6'x14' Artificial Laurel Leaf Privacy Fence Screen Faux Leaves Fence Cover Wall Decoration for Outdoor Garden Patio Porch Deck Balcony Yard (1 Pack, Light Green)\", \"asin\": \"B0B75ZR9S7\", \"price\": \"$67.43\", \"delivery\": \"FREE delivery Wed, Apr 30 for Prime members Only 5 left in stock - order soon.\"},\n{\"title\": \"SUNNY GUARD 3'x10' Light Grey Balcony Deck Privacy Screen Fence, Apartments Railing, Heavy Duty Wind Screen for Outdoor,Deck,Backyard,Patio Privacy\\uff08We Make Custom Sizes\\uff09\", \"asin\": \"B08C2LN2RL\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"DOEWORKS Expandable Fence Privacy Screen for Balcony Patio Outdoor, Faux Ivy Fencing Panel for Backdrop Garden Backyard Home Decorations - 2PACK\", \"asin\": \"B07MQ97459\", \"price\": \"$73.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"4'x14' Faux Leaf Privacy Fence Screen Artificial Laurel Leaves Fence Cover Wall Decoration for Patio Porch Deck Balcony Yard Indoor Outdoor (Dark Green)\", \"asin\": \"B0B1VY4C8M\", \"price\": \"$48.98\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25 Only 3 left in stock - order soon.\"},\n{\"title\": \"Expandable Fence Privacy Screen for Balcony Patio Outdoor,Decorative Faux Ivy Fencing Panel,Artificial Hedges (Single Sided Leaves) (1, Green Flowers)\", \"asin\": \"B09574GPJJ\", \"price\": \"$38.99\", \"delivery\": \"FREE delivery Sat, Apr 26\"},\n{\"title\": \"Artificial Ivy Privacy Fence Screen, 120x40 inch Dense Leaf Green Ivy Wall Panel, Super Privacy Greenery Backdrop Faux Ivy Greenery for Patio, Balcony, Garden, Backyard Indoor Outdoor Decor\", \"asin\": \"B0DNT3XX57\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"120x40inch Artificial Ivy Privacy Fence Wall Screen, Faux Greenery Backdrop Ivy Vine Leaf Hedges Fence Panels for Patio, Balcony, Garden, Backyard Indoor Outdoor Decor\", \"asin\": \"B0CTKLWKQB\", \"price\": \"$22.69\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Faux Ivy Fence Privacy Screen Outdoor Expandable Artificial Greenery Roll Fake Hedge Wall Patio Green Plastic Leaf Plant Vine Grass Panels Gate Covering Garden Yard Balcony (157.5 X 39.4 in)\", \"asin\": \"B095BKQBLF\", \"price\": \"$50.99\", \"delivery\": \"FREE delivery May 7 - 15 for Prime members\"},\n{\"title\": \"VIVOSUN Lean-to Greenhouse, 6.6\\u2019 x 3.3\\u2019 x 6.9\\u2019 Portable Wall House with Green PE Cover and Shelf for Compact Garden 79x39x83-Inch\", \"asin\": \"B08HRZG4CN\", \"price\": \"$79.99\", \"delivery\": \"FREE delivery Mon, Apr 28 for Prime members\"},\n{\"title\": \"UCINNOVATE 6.5X10 ft Green Shade Cloth, 70% Sunscreen Fabric UV Resistant Mesh Shade Tarp for Heat Protection, Sunblock Plant Shade with Grommets, Sun Shade Net for Patio Greenhouse Fence Pergola\", \"asin\": \"B0B1VH14T9\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25 Only 12 left in stock - order soon.\"},\n{\"title\": \"UPGRADE Privacy Screen Fence 4' x 50' Commercial Shade Cover with Brass Grommets Heavy Duty Perfect for Outdoor Back Yard-Dark Green, Customizable\", \"asin\": \"B07GXQ7CRX\", \"price\": \"$44.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"DOEWORKS Expandable Fence Privacy Screen for Balcony Patio Outdoor, 1PC Faux Ivy Fencing Panel for Backdrop Garden Backyard Home Decorations\", \"asin\": \"B081DTN7KS\", \"price\": \"$45.99\", \"delivery\": \"FREE delivery Sat, Apr 26\"},\n{\"title\": \"DearHouse 118x39.4in Artificial Ivy Privacy Fence Wall Screen, Artificial Hedges Fence and Faux Ivy Vine Leaf Decoration for Outdoor Garden Decor\", \"asin\": \"B07TYLL6RP\", \"price\": \"$37.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"120x40 Inch Artificial Ivy Privacy Fence Screen, Faux Ivy Greenery Backdrop Ivy Vine Leaf Hedges Fencing Panels Greenery Wall Privacy for Patio, Balcony, Garden, Backyard Indoor Outdoor Decor\", \"asin\": \"B0DNST29CQ\", \"price\": \"$22.59\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Bybeton Artificial Ivy Privacy Fence Screen - 40\\\" X 120\\\" UV-Anti Fake Leaves Vines - Patio Balcony Privacy, Garden, Backyard Greenery Wall Decor\", \"asin\": \"B09FZ5VYFC\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery May 14 - Jun 4 for Prime members\"},\n{\"title\": \"3ft x 16.5ft Balcony Privacy Screen Fence, 90% Blockage Mesh Shade Net Cover, Heavy Duty Apartments Railing Screen for Outdoor, Porch, Patio, Deck, Backyard (Green)\", \"asin\": \"B0D1NR75YC\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"TANG 3' x 50' Dark Green Balcony Privacy Screen Fence 200GSM Deck Fence Outdoor Privacy Cover Weather Resistant for Patio Apartment Deck Porch Backyard Railing Screen\", \"asin\": \"B0784PV919\", \"price\": \"$38.98\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25 Only 9 left in stock - order soon.\"},\n{\"title\": \"Artificial Ivy Privacy Fence Screen 40x100in Privacy Hedges Wall Faux UV-Anti Panel for Indoor Outdoor Garden Balcony Decor\", \"asin\": \"B0CSVRLBV4\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"DOEWORKS Expandable Fence Privacy Screen for Balcony Patio Outdoor, Faux Ivy Fencing Panel for Backdrop Garden Backyard Home Decorations - 2PACK\", \"asin\": \"B07MQ97459\", \"price\": \"$73.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"DearHouse Balcony Privacy Screen Cover, 3.5ft x16.5ft Privacy Screen Balcony Shield for Porch Deck Outdoor Backyard Patio Balconys, Includes 35 pc Cable Ties\", \"asin\": \"B07V1D8V9P\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"POYEE 3'\\u00d716' Green Balcony Privacy Screen Fence Cover UV Protection Weather Resistant Waterproof Shade Cloth for Outdoor Patio Apartment Backyard Porch Deck Railing with Zip Ties\", \"asin\": \"B0BTLWMVF3\", \"price\": \"$17.98\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25 Only 6 left in stock (more on the way).\"},\n{\"title\": \"KASZOO Artificial Ivy Privacy Fence Screen, 120x40in Artificial Faux Privacy Fence Artificial Hedge Fence Panel Balcony Privacy Screen Decoration for Patio, Balcony, Wall, Backyard Indoor Outdoor\", \"asin\": \"B0CTKLSHM2\", \"price\": \"$21.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25 Only 4 left in stock - order soon.\"},\n{\"title\": \"E&K Sunrise 3' x 15' Balcony Privacy Fence Screen Cover with Zip Ties Outdoor Screen Fence UV Protection for Deck Patio Backyard Apartment Pool Porch (Green)\", \"asin\": \"B08GNL7HTV\", \"price\": \"$18.98\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25 Only 5 left in stock - order soon.\"},\n{\"title\": \"Artificial Ivy Privacy Fence Wall Screen,120X40 in UV-Anti Faux Greenery Backdrop Ivy Vine Leaf Hedges Fence Panels for Patio, Balcony, Garden, Backyard\", \"asin\": \"B0CWH7F8N5\", \"price\": \"$22.59\", \"delivery\": \"FREE delivery May 11 - 25 for Prime members\"},\n{\"title\": \"Artificial Ivy Privacy Fence Screen,128\\\" by 60\\\" (53.5 SQFT) UV-Anti Faux Hedge Fence and Fake Ivy Vine Leaf Wall Panels for Indoor&Outdoor Green Backdrop, Garden Greenery Decor\", \"asin\": \"B0DM18628K\", \"price\": \"$43.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Artificial Ivy Privacy Fence Screen,140\\\" by 60\\\" (58.5 SQFT) UV-Anti Faux Hedge Fence and Fake Ivy Vine Leaf Wall Panels for Indoor&Outdoor Green Backdrop, Garden Greenery Decor\", \"asin\": \"B0CQVDNDLH\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"iCover Artificial Ivy Privacy Screen for Fence, 39x118in Strengthened Joint Prevent Leaves Falling Off, Faux Hedge Panels Greenery Vines, Decorative Fences for Outdoor, Garden\", \"asin\": \"B09MLTCW8L\", \"price\": \"$33.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"3'x15' Deck Balcony Privacy Screen Fence Apartment Balcony Mesh Screen with Zip Ties Chain Link Fence Cover UV Protection for Outdoor Patio Backyard Pool Porch Railing, Green\", \"asin\": \"B0762BM11V\", \"price\": \"$20.98\", \"delivery\": \"FREE delivery May 5 - 6 Or fastest delivery Mon, Apr 28\"},\n{\"title\": \"MEANCHEN 3'\\u00d710' Balcony Privacy Screen Fence Cover UV Protection Weather Resistant Waterproof for Apartment Outdoor Patio Backyard Porch Railing Deck with 100pcs Zip Ties, Green\", \"asin\": \"B0C332LGWF\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25 Only 14 left in stock - order soon.\"},\n{\"title\": \"Faux Ivy Privacy Fence Screen 120 * 40 Inch Artificial Faux Ivy Hedge Expandable Faux Privacy Fence with 100 pcs Zip Ties Decoration for Wall Screen, Outdoor Garden, Wedding Decor (12PCS)\", \"asin\": \"B0D3TRLRQ2\", \"price\": \"$30.59\", \"delivery\": \"FREE delivery Apr 28 - May 1 for Prime members\"},\n{\"title\": \"Mini Greenhouse for Outdoors Indoor: Ohuhu Small Plants Green House with 5 Tier Shelves, Portable Plastic Greenhouses with Heavy Duty Transparent PVC Cover for Garden Patio Backyard Porch Balcony\", \"asin\": \"B0D633X75L\", \"price\": \"$53.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Privacy Screen 6' x 50' for Fence, Patios, Balcony, Heavy Duty Fence Privacy Screen 170 GSM 90% Blockage Fencing Mesh Shade for Wall Garden Outdoor Home Decoration, Green\", \"asin\": \"B0DYTSKKDS\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Mon, May 5 for Prime members\"},\n{\"title\": \"Best Choice Products Outdoor Garden 94x59-inch Artificial Faux Ivy Hedge Leaf and Vine Privacy Fence Wall Screen - Green\", \"asin\": \"B008QZSITG\", \"price\": \"$44.99\", \"delivery\": \"FREE delivery Sat, Apr 26\"},\n{\"title\": \"SUNNY GUARD 3'x10' Dark Green Balcony Privacy Screen Fence, Apartments Deck Railing Screen, Heavy Duty Wind Screen for Outdoor,Backyard,Patio,Deck Privacy\\uff08We Make Custom Sizes\\uff09\", \"asin\": \"B08Q7S1BSX\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Ohuhu Mini Greenhouse for Indoor Outdoor, Small Plastic Plant Green House 4-Tier Rack Stand Portable Greenhouses with Durable PE Cover for Seedling, 2.5x1.6x5.2 FT, Ideal Gardening Gifts for Women Men\", \"asin\": \"B07S1LRTRK\", \"price\": \"$48.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25 Only 1 left in stock - order soon.\"},\n{\"title\": \"Expandable Faux Ivy Fence Privacy Screen with Artificial Flower,Greenery Expandable Stretchable Covers Panel for Balcony Patio Apartment Garden Outdoor Decor 36X92INCH\", \"asin\": \"B09J2HGK1D\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Tue, Apr 29 for Prime members Only 8 left in stock - order soon.\"},\n{\"title\": \"4 Tier Mini Greenhouse - Portable Greenhouse with Locking Wheels and PVC Cover for Indoor or Outdoor - 27 x 19 x 63-Inch Green House by Home-Complete\", \"asin\": \"B01D7GHEES\", \"price\": \"$44.95\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"120\\\"x40\\\" Artificial Ivy Privacy Fence Screen, Faux Greenery Backdrop Ivy Vine Leaf Hedges Wall Fence Panels Green Wall Decor for Patio, Balcony, Garden, Backyard Indoor Outdoor\", \"asin\": \"B0DNSTJCBG\", \"price\": \"$23.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"SUNNY GUARD Privacy Screen Fence 6' x 50' Dark Green Heavy Duty Dustproof Denoise Fencing Mesh Fabric Shade Net Cover for Outdoor Wall Garden Yard Pool Deck(We Make Custom Size)\", \"asin\": \"B0C8NB3CVY\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Fence Privacy Screen 4' x 50', Heavy Duty 220 GSM Outdoor Privacy Screen, 90% Blockage Privacy Fence Panels for Outside with Brass Grommet, Fence Cover for Back Yard, Balcony (Green)\", \"asin\": \"B0DR7ZYTDR\", \"price\": \"$37.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Sunnyglade 6 feet x 50 feet Privacy Screen Fence Heavy Duty Fencing Mesh Shade Net Cover for Wall Garden Yard Backyard (6 ft X 50 ft, Green)\", \"asin\": \"B07MFP4PPQ\", \"price\": \"$46.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"4' x 50' Fence Privacy Screen, Upgrade 220 GSM Privacy Fence Panels for Outside, Commercial Grade Fence Cover with Brass Grommets for Outdoor, Backyard, Patio, Balcony (Green)\", \"asin\": \"B0DR7XTQ7V\", \"price\": \"$40.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"MIULEE Pack of 2 Outdoor Throw Pillow Covers Waterproof Decorative Soft Pillowcases Linen Farmhouse Square Cushion Shams for Patio Balcony Couch Garden 18x18 Inch\\uff0cGreen\", \"asin\": \"B0BR7R6DQJ\", \"price\": \"$13.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25 Only 18 left in stock - order soon.\"},\n{\"title\": \"Garden Mesh Netting Kit, 10x30FT Green Ultra Fine Mesh Netting \\uff066 Sets of 8FT Fiberglass Garden Hoops for Raised Beds, Insect Netting Row Cover Net Protect Plants Vegetable Fruits Flowers\", \"asin\": \"B0DRVYSHBD\", \"price\": \"$32.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"MIULEE Outdoor Waterproof Throw Pillow Covers Set of 2 Relax Decorative Outdoor Rectangular Pillowcases for Chair Patio Garden Couch Tent Balcony Sofa Olive Green 12x20 Inch\", \"asin\": \"B0CJR59DD7\", \"price\": \"$11.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"},\n{\"title\": \"Artificial Ivy Privacy Fence Screen, 120x40 inch Dense Leaves Fence Panel, Super Privacy Greenery Wall Faux Ivy Greenery Backdrop Ivy for Patio, Balcony, Garden, Backyard Indoor Outdoor Decor\", \"asin\": \"B0DNT351QJ\", \"price\": \"$21.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 25\"}]\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\": \"2025-04-23T20:33:07.012Z\", // 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": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:09.575Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:19.353Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:37.129Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:42.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:44.065Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:46.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:48.178Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:52.629Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:54.589Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:58.427Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:01.796Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:02.753Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:22.856Z", "action": "purchase", "action_argument": "B0BP69X89N"}
{"timestamp": "2025-04-19T03:51:36.642Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:54:35.038Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:40.413Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:43.314Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:46.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:49.266Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:54.153Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-23T20:30:32.001Z", "action": "input", "action_argument": "patio cat"}
{"timestamp": "2025-04-23T20:30:42.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:30:48.621Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:31:24.619Z", "action": "click_product", "action_argument": "B0BKZKL1F7"}
{"timestamp": "2025-04-23T20:31:30.911Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-23T20:31:42.421Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:31:43.076Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:31:45.282Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:32:13.978Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:32:15.905Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:32:20.304Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:32:30.473Z", "action": "input", "action_argument": "green Balcony "}
{"timestamp": "2025-04-23T20:32:30.489Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-23T20:32:38.943Z", "action": "click_product", "action_argument": "B0053G9SHM"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "green balcony cover"}],
"promotion_items": [{"title": "GLANT Expandable Fence Privacy Screen for Balcony Patio Outdoor,Decorative Faux Ivy Fencing Panel,Artificial Hedges (Single Sided Leaves) (1, Green-Verdant)", "asin": "", "price": "$34.66", "quantity": ""},
{"title": "LOVE STORY 3'x10' Dark Green Balcony Screen Privacy Fence Cover UV Protection (HDPE) Weather-Resistant 3 FT Height Shield for Deck, Patio, Backyard, Outdoor Pool, Porch, Railing", "asin": "", "price": "$15.96", "quantity": ""},
{"title": "Balcony Privacy Screen Cover Mesh Windscreen Weather-Resistant UV Protection for Backyard Deck, Patio, Balcony, Pool, Porch, Fence, Railing, Gardening (Grey,3'x 15')", "asin": "", "price": "$19.99", "quantity": ""},
{"title": "SUNLAX 3'x10' Sand Balcony Privacy Screen Fence Windscreen Cover Fabric Shade Netting Mesh Cloth with Grommets UV Protection for Patio, Backyard, Porch, Railing Shield 90% (We Make Custom Sizes)", "asin": "", "price": "$18.99", "quantity": ""},
{"title": "", "asin": "", "price": "", "quantity": ""},
{"title": "Morning Glory Purple Scenic Designer Fence Screen (6ft x 25ft)", "asin": "B09D8NX8DM", "price": "$179.99", "quantity": ""},
{"title": "DOEWORKS Expandable Fence Privacy Screen for Balcony Patio Outdoor, Faux Ivy Fencing Panel for Backdrop Garden Backyard Home Decorations - 2PACK", "asin": "B07MQ97459", "price": "$73.99", "quantity": ""},
{"title": "GLANT Expandable Fence Privacy Screen for Balcony Patio Outdoor,Decorative Faux Ivy Fencing Panel,Artificial Hedges (Single Sided Leaves) (1, Green-Verdant)", "asin": "B08HJ6Q85K", "price": "$34.66", "quantity": ""},
{"title": "SUNNY GUARD 3FTx16FT White Balcony Privacy Screen Fence, Apartments Railing Heavy Duty Wind Screen for Outdoor, Deck\uff0cBackyard,Patio Privacy\uff08We Make Custom Sizes\uff09", "asin": "B08HCJ8164", "price": "$28.99", "quantity": ""},
{"title": "FAIR WIND Shade Cloth 90% Sun Shade Fabric Privacy Screen Shade Cover Patio Canopy with Grommets Shade Net for Garden Outdoor Pergola 6 x 10 FT - Mocha", "asin": "B0BX5BDB4X", "price": "$30.99", "quantity": ""}],
"search_results": [{"title": "Coolaroo 457778 Shade Fabric with 90% UV Protection (6'x15'), 6' x 15', Rainforest", "asin": "B0053G9SHM", "price": "$33.26", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "SUNLAX 3'x10' Dark Green Balcony Privacy Screen Fence Windscreen Cover Fabric Shade Netting Mesh Cloth with Grommets UV Protection for Patio, Backyard, Porch, Railing Shield 90% (We Make Custom Sizes)", "asin": "B0BP7QPM9R", "price": "$18.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Coolaroo 70% UV Block Shade Cloth Fabric Roll for Privacy, Carport, Fence, Windscreen, 6' x 15', Forest Green", "asin": "B000P7FVX4", "price": "$41.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "LOVE STORY 3'x10' Dark Green Balcony Screen Privacy Fence Cover UV Protection (HDPE) Weather-Resistant 3 FT Height Shield for Deck, Patio, Backyard, Outdoor Pool, Porch, Railing", "asin": "B0CHMJZ15P", "price": "$15.96", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "LOVE STORY 3\u2019 x10\u2019 Dark Green Waterproof Balcony Privacy Screen Cover - Opaque Fence Covering Privacy, 100% Polyester Fabric, UV Protection Shield for Apartment Railing,Outdoor Patio, Deck, Porch", "asin": "B0CJ2QF8YH", "price": "$14.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Artificial Ivy Privacy Fence Wall Screen,40X120 in UV-Anti Faux Greenery Backdrop Ivy Vine Leaf Hedges Fence Panels for Patio, Balcony, Garden, Backyard Indoor Outdoor Green Wall Decor", "asin": "B0CB4N7CYP", "price": "$29.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "LOVE STORY 3'x16' Dark Green Balcony Screen Privacy Fence Cover UV Protection (HDPE) Weather-Resistant 3 FT Height Shield for Deck, Patio, Backyard, Outdoor Pool, Porch, Railing", "asin": "B0CHMKQ7DY", "price": "$19.98", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "SUNLAX 3'x10' Dark Green Balcony Privacy Screen Fence Windscreen Cover Fabric Shade Netting Mesh Cloth with Grommets UV Protection for Patio, Backyard, Porch, Railing Shield 90% (We Make Custom Sizes)", "asin": "B0BP7QPM9R", "price": "$18.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Artificial Grass Wall Panel,10\"x 10\"(12P) 4-Layer Leaf UV-Anti Greenery Faux Boxwood for Indoor,Outdoor Patio Balcony Privacy & Ivy Fence Covering Privacy, Garden, Backyard Wall Backdrop Decor", "asin": "B0D8W8DZJZ", "price": "$26.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Artificial Ivy Privacy Fence 118x39.4in Grass Wall Screen Fake Vines Balcony Fence Privacy Screen Cover, Faux Ivy Leaf Hedge Panels Wall Decoration", "asin": "B0CWKB8B2D", "price": "$21.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "GLANT Expandable Fence Privacy Screen for Balcony Patio Outdoor,Decorative Faux Ivy Fencing Panel,Artificial Hedges (Single Sided Leaves) (1, Green-Verdant)", "asin": "B08HJ6Q85K", "price": "$34.66", "delivery": "FREE delivery Sun, Apr 27"},
{"title": "Balcony Privacy Screen Cover Mesh Windscreen Weather-Resistant UV Protection for Backyard Deck, Patio, Balcony, Pool, Porch, Fence, Railing, Gardening (Grey,3'x 15')", "asin": "B07T7FRNHR", "price": "$19.99", "delivery": "FREE delivery Sun, Apr 27 Only 4 left in stock - order soon."},
{"title": "Garden Shade Cloth - for Plants Heat Protection 6'x3', 70% Vegetable Greenhouse Canopy with Grommets, Chicken Coop & Dog Kennel Cover, Outdoor Sun Tarp of Backyard & Balcony", "asin": "B0BV29TL6P", "price": "$9.89", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "BeGrit Shade Cloth for Garden 50% 6x10ft with Grommets Sunblock Sun Mesh UV Resistant Net for Plants,Greenhouse,Patio,Chicken Coop(Green)", "asin": "B0BV6Q1TPY", "price": "$17.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "GLANT Expandable Fence Privacy Screen for Balcony Patio Outdoor,Decorative Faux Ivy Fencing Panel,Artificial Hedges (Single Sided Leaves) (1, Green-Ivy)", "asin": "B08Z7J4C5K", "price": "$39.99", "delivery": "FREE delivery Sun, Apr 27"},
{"title": "UPGRADE Balcony Privacy Screen Fence Commercial Shade Cover 3' x 16' with Ties Durable and UV Resistant Perfect for Deck Patios-Dark Green, Customizable", "asin": "B0BYDXMPNS", "price": "$24.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "LOVE STORY 3\u2019 x10\u2019 Dark Green Waterproof Balcony Privacy Screen Cover - Opaque Fence Covering Privacy, 100% Polyester Fabric, UV Protection Shield for Apartment Railing,Outdoor Patio, Deck, Porch", "asin": "B0CJ2QF8YH", "price": "$14.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Expandable Fence Privacy Screen for Balcony Patio Outdoor,Decorative Faux Ivy Fencing Panel,Artificial Hedges (Single Sided Leaves)\u2026\u2026", "asin": "B07GNDXZFH", "price": "$34.99", "delivery": "FREE delivery Sat, Apr 26"},
{"title": "6'x14' Artificial Laurel Leaf Privacy Fence Screen Faux Leaves Fence Cover Wall Decoration for Outdoor Garden Patio Porch Deck Balcony Yard (1 Pack, Light Green)", "asin": "B0B75ZR9S7", "price": "$67.43", "delivery": "FREE delivery Wed, Apr 30 for Prime members Only 5 left in stock - order soon."},
{"title": "SUNNY GUARD 3'x10' Light Grey Balcony Deck Privacy Screen Fence, Apartments Railing, Heavy Duty Wind Screen for Outdoor,Deck,Backyard,Patio Privacy\uff08We Make Custom Sizes\uff09", "asin": "B08C2LN2RL", "price": "$19.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "DOEWORKS Expandable Fence Privacy Screen for Balcony Patio Outdoor, Faux Ivy Fencing Panel for Backdrop Garden Backyard Home Decorations - 2PACK", "asin": "B07MQ97459", "price": "$73.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "4'x14' Faux Leaf Privacy Fence Screen Artificial Laurel Leaves Fence Cover Wall Decoration for Patio Porch Deck Balcony Yard Indoor Outdoor (Dark Green)", "asin": "B0B1VY4C8M", "price": "$48.98", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 3 left in stock - order soon."},
{"title": "Expandable Fence Privacy Screen for Balcony Patio Outdoor,Decorative Faux Ivy Fencing Panel,Artificial Hedges (Single Sided Leaves) (1, Green Flowers)", "asin": "B09574GPJJ", "price": "$38.99", "delivery": "FREE delivery Sat, Apr 26"},
{"title": "Artificial Ivy Privacy Fence Screen, 120x40 inch Dense Leaf Green Ivy Wall Panel, Super Privacy Greenery Backdrop Faux Ivy Greenery for Patio, Balcony, Garden, Backyard Indoor Outdoor Decor", "asin": "B0DNT3XX57", "price": "$22.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "120x40inch Artificial Ivy Privacy Fence Wall Screen, Faux Greenery Backdrop Ivy Vine Leaf Hedges Fence Panels for Patio, Balcony, Garden, Backyard Indoor Outdoor Decor", "asin": "B0CTKLWKQB", "price": "$22.69", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Faux Ivy Fence Privacy Screen Outdoor Expandable Artificial Greenery Roll Fake Hedge Wall Patio Green Plastic Leaf Plant Vine Grass Panels Gate Covering Garden Yard Balcony (157.5 X 39.4 in)", "asin": "B095BKQBLF", "price": "$50.99", "delivery": "FREE delivery May 7 - 15 for Prime members"},
{"title": "VIVOSUN Lean-to Greenhouse, 6.6\u2019 x 3.3\u2019 x 6.9\u2019 Portable Wall House with Green PE Cover and Shelf for Compact Garden 79x39x83-Inch", "asin": "B08HRZG4CN", "price": "$79.99", "delivery": "FREE delivery Mon, Apr 28 for Prime members"},
{"title": "UCINNOVATE 6.5X10 ft Green Shade Cloth, 70% Sunscreen Fabric UV Resistant Mesh Shade Tarp for Heat Protection, Sunblock Plant Shade with Grommets, Sun Shade Net for Patio Greenhouse Fence Pergola", "asin": "B0B1VH14T9", "price": "$22.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 12 left in stock - order soon."},
{"title": "UPGRADE Privacy Screen Fence 4' x 50' Commercial Shade Cover with Brass Grommets Heavy Duty Perfect for Outdoor Back Yard-Dark Green, Customizable", "asin": "B07GXQ7CRX", "price": "$44.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "DOEWORKS Expandable Fence Privacy Screen for Balcony Patio Outdoor, 1PC Faux Ivy Fencing Panel for Backdrop Garden Backyard Home Decorations", "asin": "B081DTN7KS", "price": "$45.99", "delivery": "FREE delivery Sat, Apr 26"},
{"title": "DearHouse 118x39.4in Artificial Ivy Privacy Fence Wall Screen, Artificial Hedges Fence and Faux Ivy Vine Leaf Decoration for Outdoor Garden Decor", "asin": "B07TYLL6RP", "price": "$37.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "120x40 Inch Artificial Ivy Privacy Fence Screen, Faux Ivy Greenery Backdrop Ivy Vine Leaf Hedges Fencing Panels Greenery Wall Privacy for Patio, Balcony, Garden, Backyard Indoor Outdoor Decor", "asin": "B0DNST29CQ", "price": "$22.59", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Bybeton Artificial Ivy Privacy Fence Screen - 40\" X 120\" UV-Anti Fake Leaves Vines - Patio Balcony Privacy, Garden, Backyard Greenery Wall Decor", "asin": "B09FZ5VYFC", "price": "$35.99", "delivery": "FREE delivery May 14 - Jun 4 for Prime members"},
{"title": "3ft x 16.5ft Balcony Privacy Screen Fence, 90% Blockage Mesh Shade Net Cover, Heavy Duty Apartments Railing Screen for Outdoor, Porch, Patio, Deck, Backyard (Green)", "asin": "B0D1NR75YC", "price": "$18.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "TANG 3' x 50' Dark Green Balcony Privacy Screen Fence 200GSM Deck Fence Outdoor Privacy Cover Weather Resistant for Patio Apartment Deck Porch Backyard Railing Screen", "asin": "B0784PV919", "price": "$38.98", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 9 left in stock - order soon."},
{"title": "Artificial Ivy Privacy Fence Screen 40x100in Privacy Hedges Wall Faux UV-Anti Panel for Indoor Outdoor Garden Balcony Decor", "asin": "B0CSVRLBV4", "price": "$22.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "DOEWORKS Expandable Fence Privacy Screen for Balcony Patio Outdoor, Faux Ivy Fencing Panel for Backdrop Garden Backyard Home Decorations - 2PACK", "asin": "B07MQ97459", "price": "$73.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "DearHouse Balcony Privacy Screen Cover, 3.5ft x16.5ft Privacy Screen Balcony Shield for Porch Deck Outdoor Backyard Patio Balconys, Includes 35 pc Cable Ties", "asin": "B07V1D8V9P", "price": "$24.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "POYEE 3'\u00d716' Green Balcony Privacy Screen Fence Cover UV Protection Weather Resistant Waterproof Shade Cloth for Outdoor Patio Apartment Backyard Porch Deck Railing with Zip Ties", "asin": "B0BTLWMVF3", "price": "$17.98", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 6 left in stock (more on the way)."},
{"title": "KASZOO Artificial Ivy Privacy Fence Screen, 120x40in Artificial Faux Privacy Fence Artificial Hedge Fence Panel Balcony Privacy Screen Decoration for Patio, Balcony, Wall, Backyard Indoor Outdoor", "asin": "B0CTKLSHM2", "price": "$21.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 4 left in stock - order soon."},
{"title": "E&K Sunrise 3' x 15' Balcony Privacy Fence Screen Cover with Zip Ties Outdoor Screen Fence UV Protection for Deck Patio Backyard Apartment Pool Porch (Green)", "asin": "B08GNL7HTV", "price": "$18.98", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 5 left in stock - order soon."},
{"title": "Artificial Ivy Privacy Fence Wall Screen,120X40 in UV-Anti Faux Greenery Backdrop Ivy Vine Leaf Hedges Fence Panels for Patio, Balcony, Garden, Backyard", "asin": "B0CWH7F8N5", "price": "$22.59", "delivery": "FREE delivery May 11 - 25 for Prime members"},
{"title": "Artificial Ivy Privacy Fence Screen,128\" by 60\" (53.5 SQFT) UV-Anti Faux Hedge Fence and Fake Ivy Vine Leaf Wall Panels for Indoor&Outdoor Green Backdrop, Garden Greenery Decor", "asin": "B0DM18628K", "price": "$43.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Artificial Ivy Privacy Fence Screen,140\" by 60\" (58.5 SQFT) UV-Anti Faux Hedge Fence and Fake Ivy Vine Leaf Wall Panels for Indoor&Outdoor Green Backdrop, Garden Greenery Decor", "asin": "B0CQVDNDLH", "price": "$39.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "iCover Artificial Ivy Privacy Screen for Fence, 39x118in Strengthened Joint Prevent Leaves Falling Off, Faux Hedge Panels Greenery Vines, Decorative Fences for Outdoor, Garden", "asin": "B09MLTCW8L", "price": "$33.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "3'x15' Deck Balcony Privacy Screen Fence Apartment Balcony Mesh Screen with Zip Ties Chain Link Fence Cover UV Protection for Outdoor Patio Backyard Pool Porch Railing, Green", "asin": "B0762BM11V", "price": "$20.98", "delivery": "FREE delivery May 5 - 6 Or fastest delivery Mon, Apr 28"},
{"title": "MEANCHEN 3'\u00d710' Balcony Privacy Screen Fence Cover UV Protection Weather Resistant Waterproof for Apartment Outdoor Patio Backyard Porch Railing Deck with 100pcs Zip Ties, Green", "asin": "B0C332LGWF", "price": "$9.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 14 left in stock - order soon."},
{"title": "Faux Ivy Privacy Fence Screen 120 * 40 Inch Artificial Faux Ivy Hedge Expandable Faux Privacy Fence with 100 pcs Zip Ties Decoration for Wall Screen, Outdoor Garden, Wedding Decor (12PCS)", "asin": "B0D3TRLRQ2", "price": "$30.59", "delivery": "FREE delivery Apr 28 - May 1 for Prime members"},
{"title": "Mini Greenhouse for Outdoors Indoor: Ohuhu Small Plants Green House with 5 Tier Shelves, Portable Plastic Greenhouses with Heavy Duty Transparent PVC Cover for Garden Patio Backyard Porch Balcony", "asin": "B0D633X75L", "price": "$53.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Privacy Screen 6' x 50' for Fence, Patios, Balcony, Heavy Duty Fence Privacy Screen 170 GSM 90% Blockage Fencing Mesh Shade for Wall Garden Outdoor Home Decoration, Green", "asin": "B0DYTSKKDS", "price": "$37.99", "delivery": "FREE delivery Mon, May 5 for Prime members"},
{"title": "Best Choice Products Outdoor Garden 94x59-inch Artificial Faux Ivy Hedge Leaf and Vine Privacy Fence Wall Screen - Green", "asin": "B008QZSITG", "price": "$44.99", "delivery": "FREE delivery Sat, Apr 26"},
{"title": "SUNNY GUARD 3'x10' Dark Green Balcony Privacy Screen Fence, Apartments Deck Railing Screen, Heavy Duty Wind Screen for Outdoor,Backyard,Patio,Deck Privacy\uff08We Make Custom Sizes\uff09", "asin": "B08Q7S1BSX", "price": "$18.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Ohuhu Mini Greenhouse for Indoor Outdoor, Small Plastic Plant Green House 4-Tier Rack Stand Portable Greenhouses with Durable PE Cover for Seedling, 2.5x1.6x5.2 FT, Ideal Gardening Gifts for Women Men", "asin": "B07S1LRTRK", "price": "$48.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 1 left in stock - order soon."},
{"title": "Expandable Faux Ivy Fence Privacy Screen with Artificial Flower,Greenery Expandable Stretchable Covers Panel for Balcony Patio Apartment Garden Outdoor Decor 36X92INCH", "asin": "B09J2HGK1D", "price": "$37.99", "delivery": "FREE delivery Tue, Apr 29 for Prime members Only 8 left in stock - order soon."},
{"title": "4 Tier Mini Greenhouse - Portable Greenhouse with Locking Wheels and PVC Cover for Indoor or Outdoor - 27 x 19 x 63-Inch Green House by Home-Complete", "asin": "B01D7GHEES", "price": "$44.95", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "120\"x40\" Artificial Ivy Privacy Fence Screen, Faux Greenery Backdrop Ivy Vine Leaf Hedges Wall Fence Panels Green Wall Decor for Patio, Balcony, Garden, Backyard Indoor Outdoor", "asin": "B0DNSTJCBG", "price": "$23.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "SUNNY GUARD Privacy Screen Fence 6' x 50' Dark Green Heavy Duty Dustproof Denoise Fencing Mesh Fabric Shade Net Cover for Outdoor Wall Garden Yard Pool Deck(We Make Custom Size)", "asin": "B0C8NB3CVY", "price": "$39.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Fence Privacy Screen 4' x 50', Heavy Duty 220 GSM Outdoor Privacy Screen, 90% Blockage Privacy Fence Panels for Outside with Brass Grommet, Fence Cover for Back Yard, Balcony (Green)", "asin": "B0DR7ZYTDR", "price": "$37.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Sunnyglade 6 feet x 50 feet Privacy Screen Fence Heavy Duty Fencing Mesh Shade Net Cover for Wall Garden Yard Backyard (6 ft X 50 ft, Green)", "asin": "B07MFP4PPQ", "price": "$46.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "4' x 50' Fence Privacy Screen, Upgrade 220 GSM Privacy Fence Panels for Outside, Commercial Grade Fence Cover with Brass Grommets for Outdoor, Backyard, Patio, Balcony (Green)", "asin": "B0DR7XTQ7V", "price": "$40.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "MIULEE Pack of 2 Outdoor Throw Pillow Covers Waterproof Decorative Soft Pillowcases Linen Farmhouse Square Cushion Shams for Patio Balcony Couch Garden 18x18 Inch\uff0cGreen", "asin": "B0BR7R6DQJ", "price": "$13.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 18 left in stock - order soon."},
{"title": "Garden Mesh Netting Kit, 10x30FT Green Ultra Fine Mesh Netting \uff066 Sets of 8FT Fiberglass Garden Hoops for Raised Beds, Insect Netting Row Cover Net Protect Plants Vegetable Fruits Flowers", "asin": "B0DRVYSHBD", "price": "$32.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "MIULEE Outdoor Waterproof Throw Pillow Covers Set of 2 Relax Decorative Outdoor Rectangular Pillowcases for Chair Patio Garden Couch Tent Balcony Sofa Olive Green 12x20 Inch", "asin": "B0CJR59DD7", "price": "$11.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Artificial Ivy Privacy Fence Screen, 120x40 inch Dense Leaves Fence Panel, Super Privacy Greenery Wall Faux Ivy Greenery Backdrop Ivy for Patio, Balcony, Garden, Backyard Indoor Outdoor Decor", "asin": "B0DNT351QJ", "price": "$21.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"}]
<|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": "2025-04-23T20:33:07.012Z", // 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>
|
2025-04-23T20:33:07.012Z
|
click_product
|
B0D8W8DZJZ
|
rule
|
2025-04-23T20:33:07.012Z
|
click_product
|
B0D8W8DZJZ
|
train
| 182 |
2025-04-23T20:33:07.012Z
|
click_product
|
B0D8W8DZJZ
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
{"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
{"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
{"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:09.575Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:19.353Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:37.129Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:42.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:44.065Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:46.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:48.178Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:52.629Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:54.589Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:58.427Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:01.796Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:02.753Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:22.856Z", "action": "purchase", "action_argument": "B0BP69X89N"}
{"timestamp": "2025-04-19T03:51:36.642Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:54:35.038Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:40.413Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:43.314Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:46.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:49.266Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:54.153Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-23T20:30:32.001Z", "action": "input", "action_argument": "patio cat"}
{"timestamp": "2025-04-23T20:30:42.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:30:48.621Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:31:24.619Z", "action": "click_product", "action_argument": "B0BKZKL1F7"}
{"timestamp": "2025-04-23T20:31:30.911Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-23T20:31:42.421Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:31:43.076Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:31:45.282Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:32:13.978Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:32:15.905Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:32:20.304Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:32:30.473Z", "action": "input", "action_argument": "green Balcony "}
{"timestamp": "2025-04-23T20:32:30.489Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-23T20:32:38.943Z", "action": "click_product", "action_argument": "B0053G9SHM"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "green balcony cover"}],
"promotion_items": [{"title": "GLANT Expandable Fence Privacy Screen for Balcony Patio Outdoor,Decorative Faux Ivy Fencing Panel,Artificial Hedges (Single Sided Leaves) (1, Green-Verdant)", "asin": "", "price": "$34.66", "quantity": ""},
{"title": "LOVE STORY 3'x10' Dark Green Balcony Screen Privacy Fence Cover UV Protection (HDPE) Weather-Resistant 3 FT Height Shield for Deck, Patio, Backyard, Outdoor Pool, Porch, Railing", "asin": "", "price": "$15.96", "quantity": ""},
{"title": "Balcony Privacy Screen Cover Mesh Windscreen Weather-Resistant UV Protection for Backyard Deck, Patio, Balcony, Pool, Porch, Fence, Railing, Gardening (Grey,3'x 15')", "asin": "", "price": "$19.99", "quantity": ""},
{"title": "SUNLAX 3'x10' Sand Balcony Privacy Screen Fence Windscreen Cover Fabric Shade Netting Mesh Cloth with Grommets UV Protection for Patio, Backyard, Porch, Railing Shield 90% (We Make Custom Sizes)", "asin": "", "price": "$18.99", "quantity": ""},
{"title": "", "asin": "", "price": "", "quantity": ""},
{"title": "Morning Glory Purple Scenic Designer Fence Screen (6ft x 25ft)", "asin": "B09D8NX8DM", "price": "$179.99", "quantity": ""},
{"title": "DOEWORKS Expandable Fence Privacy Screen for Balcony Patio Outdoor, Faux Ivy Fencing Panel for Backdrop Garden Backyard Home Decorations - 2PACK", "asin": "B07MQ97459", "price": "$73.99", "quantity": ""},
{"title": "GLANT Expandable Fence Privacy Screen for Balcony Patio Outdoor,Decorative Faux Ivy Fencing Panel,Artificial Hedges (Single Sided Leaves) (1, Green-Verdant)", "asin": "B08HJ6Q85K", "price": "$34.66", "quantity": ""},
{"title": "SUNNY GUARD 3FTx16FT White Balcony Privacy Screen Fence, Apartments Railing Heavy Duty Wind Screen for Outdoor, Deck\uff0cBackyard,Patio Privacy\uff08We Make Custom Sizes\uff09", "asin": "B08HCJ8164", "price": "$28.99", "quantity": ""},
{"title": "FAIR WIND Shade Cloth 90% Sun Shade Fabric Privacy Screen Shade Cover Patio Canopy with Grommets Shade Net for Garden Outdoor Pergola 6 x 10 FT - Mocha", "asin": "B0BX5BDB4X", "price": "$30.99", "quantity": ""}],
"search_results": [{"title": "Coolaroo 457778 Shade Fabric with 90% UV Protection (6'x15'), 6' x 15', Rainforest", "asin": "B0053G9SHM", "price": "$33.26", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "SUNLAX 3'x10' Dark Green Balcony Privacy Screen Fence Windscreen Cover Fabric Shade Netting Mesh Cloth with Grommets UV Protection for Patio, Backyard, Porch, Railing Shield 90% (We Make Custom Sizes)", "asin": "B0BP7QPM9R", "price": "$18.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Coolaroo 70% UV Block Shade Cloth Fabric Roll for Privacy, Carport, Fence, Windscreen, 6' x 15', Forest Green", "asin": "B000P7FVX4", "price": "$41.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "LOVE STORY 3'x10' Dark Green Balcony Screen Privacy Fence Cover UV Protection (HDPE) Weather-Resistant 3 FT Height Shield for Deck, Patio, Backyard, Outdoor Pool, Porch, Railing", "asin": "B0CHMJZ15P", "price": "$15.96", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "LOVE STORY 3\u2019 x10\u2019 Dark Green Waterproof Balcony Privacy Screen Cover - Opaque Fence Covering Privacy, 100% Polyester Fabric, UV Protection Shield for Apartment Railing,Outdoor Patio, Deck, Porch", "asin": "B0CJ2QF8YH", "price": "$14.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Artificial Ivy Privacy Fence Wall Screen,40X120 in UV-Anti Faux Greenery Backdrop Ivy Vine Leaf Hedges Fence Panels for Patio, Balcony, Garden, Backyard Indoor Outdoor Green Wall Decor", "asin": "B0CB4N7CYP", "price": "$29.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "LOVE STORY 3'x16' Dark Green Balcony Screen Privacy Fence Cover UV Protection (HDPE) Weather-Resistant 3 FT Height Shield for Deck, Patio, Backyard, Outdoor Pool, Porch, Railing", "asin": "B0CHMKQ7DY", "price": "$19.98", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "SUNLAX 3'x10' Dark Green Balcony Privacy Screen Fence Windscreen Cover Fabric Shade Netting Mesh Cloth with Grommets UV Protection for Patio, Backyard, Porch, Railing Shield 90% (We Make Custom Sizes)", "asin": "B0BP7QPM9R", "price": "$18.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Artificial Grass Wall Panel,10\"x 10\"(12P) 4-Layer Leaf UV-Anti Greenery Faux Boxwood for Indoor,Outdoor Patio Balcony Privacy & Ivy Fence Covering Privacy, Garden, Backyard Wall Backdrop Decor", "asin": "B0D8W8DZJZ", "price": "$26.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Artificial Ivy Privacy Fence 118x39.4in Grass Wall Screen Fake Vines Balcony Fence Privacy Screen Cover, Faux Ivy Leaf Hedge Panels Wall Decoration", "asin": "B0CWKB8B2D", "price": "$21.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "GLANT Expandable Fence Privacy Screen for Balcony Patio Outdoor,Decorative Faux Ivy Fencing Panel,Artificial Hedges (Single Sided Leaves) (1, Green-Verdant)", "asin": "B08HJ6Q85K", "price": "$34.66", "delivery": "FREE delivery Sun, Apr 27"},
{"title": "Balcony Privacy Screen Cover Mesh Windscreen Weather-Resistant UV Protection for Backyard Deck, Patio, Balcony, Pool, Porch, Fence, Railing, Gardening (Grey,3'x 15')", "asin": "B07T7FRNHR", "price": "$19.99", "delivery": "FREE delivery Sun, Apr 27 Only 4 left in stock - order soon."},
{"title": "Garden Shade Cloth - for Plants Heat Protection 6'x3', 70% Vegetable Greenhouse Canopy with Grommets, Chicken Coop & Dog Kennel Cover, Outdoor Sun Tarp of Backyard & Balcony", "asin": "B0BV29TL6P", "price": "$9.89", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "BeGrit Shade Cloth for Garden 50% 6x10ft with Grommets Sunblock Sun Mesh UV Resistant Net for Plants,Greenhouse,Patio,Chicken Coop(Green)", "asin": "B0BV6Q1TPY", "price": "$17.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "GLANT Expandable Fence Privacy Screen for Balcony Patio Outdoor,Decorative Faux Ivy Fencing Panel,Artificial Hedges (Single Sided Leaves) (1, Green-Ivy)", "asin": "B08Z7J4C5K", "price": "$39.99", "delivery": "FREE delivery Sun, Apr 27"},
{"title": "UPGRADE Balcony Privacy Screen Fence Commercial Shade Cover 3' x 16' with Ties Durable and UV Resistant Perfect for Deck Patios-Dark Green, Customizable", "asin": "B0BYDXMPNS", "price": "$24.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "LOVE STORY 3\u2019 x10\u2019 Dark Green Waterproof Balcony Privacy Screen Cover - Opaque Fence Covering Privacy, 100% Polyester Fabric, UV Protection Shield for Apartment Railing,Outdoor Patio, Deck, Porch", "asin": "B0CJ2QF8YH", "price": "$14.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Expandable Fence Privacy Screen for Balcony Patio Outdoor,Decorative Faux Ivy Fencing Panel,Artificial Hedges (Single Sided Leaves)\u2026\u2026", "asin": "B07GNDXZFH", "price": "$34.99", "delivery": "FREE delivery Sat, Apr 26"},
{"title": "6'x14' Artificial Laurel Leaf Privacy Fence Screen Faux Leaves Fence Cover Wall Decoration for Outdoor Garden Patio Porch Deck Balcony Yard (1 Pack, Light Green)", "asin": "B0B75ZR9S7", "price": "$67.43", "delivery": "FREE delivery Wed, Apr 30 for Prime members Only 5 left in stock - order soon."},
{"title": "SUNNY GUARD 3'x10' Light Grey Balcony Deck Privacy Screen Fence, Apartments Railing, Heavy Duty Wind Screen for Outdoor,Deck,Backyard,Patio Privacy\uff08We Make Custom Sizes\uff09", "asin": "B08C2LN2RL", "price": "$19.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "DOEWORKS Expandable Fence Privacy Screen for Balcony Patio Outdoor, Faux Ivy Fencing Panel for Backdrop Garden Backyard Home Decorations - 2PACK", "asin": "B07MQ97459", "price": "$73.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "4'x14' Faux Leaf Privacy Fence Screen Artificial Laurel Leaves Fence Cover Wall Decoration for Patio Porch Deck Balcony Yard Indoor Outdoor (Dark Green)", "asin": "B0B1VY4C8M", "price": "$48.98", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 3 left in stock - order soon."},
{"title": "Expandable Fence Privacy Screen for Balcony Patio Outdoor,Decorative Faux Ivy Fencing Panel,Artificial Hedges (Single Sided Leaves) (1, Green Flowers)", "asin": "B09574GPJJ", "price": "$38.99", "delivery": "FREE delivery Sat, Apr 26"},
{"title": "Artificial Ivy Privacy Fence Screen, 120x40 inch Dense Leaf Green Ivy Wall Panel, Super Privacy Greenery Backdrop Faux Ivy Greenery for Patio, Balcony, Garden, Backyard Indoor Outdoor Decor", "asin": "B0DNT3XX57", "price": "$22.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "120x40inch Artificial Ivy Privacy Fence Wall Screen, Faux Greenery Backdrop Ivy Vine Leaf Hedges Fence Panels for Patio, Balcony, Garden, Backyard Indoor Outdoor Decor", "asin": "B0CTKLWKQB", "price": "$22.69", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Faux Ivy Fence Privacy Screen Outdoor Expandable Artificial Greenery Roll Fake Hedge Wall Patio Green Plastic Leaf Plant Vine Grass Panels Gate Covering Garden Yard Balcony (157.5 X 39.4 in)", "asin": "B095BKQBLF", "price": "$50.99", "delivery": "FREE delivery May 7 - 15 for Prime members"},
{"title": "VIVOSUN Lean-to Greenhouse, 6.6\u2019 x 3.3\u2019 x 6.9\u2019 Portable Wall House with Green PE Cover and Shelf for Compact Garden 79x39x83-Inch", "asin": "B08HRZG4CN", "price": "$79.99", "delivery": "FREE delivery Mon, Apr 28 for Prime members"},
{"title": "UCINNOVATE 6.5X10 ft Green Shade Cloth, 70% Sunscreen Fabric UV Resistant Mesh Shade Tarp for Heat Protection, Sunblock Plant Shade with Grommets, Sun Shade Net for Patio Greenhouse Fence Pergola", "asin": "B0B1VH14T9", "price": "$22.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 12 left in stock - order soon."},
{"title": "UPGRADE Privacy Screen Fence 4' x 50' Commercial Shade Cover with Brass Grommets Heavy Duty Perfect for Outdoor Back Yard-Dark Green, Customizable", "asin": "B07GXQ7CRX", "price": "$44.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "DOEWORKS Expandable Fence Privacy Screen for Balcony Patio Outdoor, 1PC Faux Ivy Fencing Panel for Backdrop Garden Backyard Home Decorations", "asin": "B081DTN7KS", "price": "$45.99", "delivery": "FREE delivery Sat, Apr 26"},
{"title": "DearHouse 118x39.4in Artificial Ivy Privacy Fence Wall Screen, Artificial Hedges Fence and Faux Ivy Vine Leaf Decoration for Outdoor Garden Decor", "asin": "B07TYLL6RP", "price": "$37.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "120x40 Inch Artificial Ivy Privacy Fence Screen, Faux Ivy Greenery Backdrop Ivy Vine Leaf Hedges Fencing Panels Greenery Wall Privacy for Patio, Balcony, Garden, Backyard Indoor Outdoor Decor", "asin": "B0DNST29CQ", "price": "$22.59", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Bybeton Artificial Ivy Privacy Fence Screen - 40\" X 120\" UV-Anti Fake Leaves Vines - Patio Balcony Privacy, Garden, Backyard Greenery Wall Decor", "asin": "B09FZ5VYFC", "price": "$35.99", "delivery": "FREE delivery May 14 - Jun 4 for Prime members"},
{"title": "3ft x 16.5ft Balcony Privacy Screen Fence, 90% Blockage Mesh Shade Net Cover, Heavy Duty Apartments Railing Screen for Outdoor, Porch, Patio, Deck, Backyard (Green)", "asin": "B0D1NR75YC", "price": "$18.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "TANG 3' x 50' Dark Green Balcony Privacy Screen Fence 200GSM Deck Fence Outdoor Privacy Cover Weather Resistant for Patio Apartment Deck Porch Backyard Railing Screen", "asin": "B0784PV919", "price": "$38.98", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 9 left in stock - order soon."},
{"title": "Artificial Ivy Privacy Fence Screen 40x100in Privacy Hedges Wall Faux UV-Anti Panel for Indoor Outdoor Garden Balcony Decor", "asin": "B0CSVRLBV4", "price": "$22.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "DOEWORKS Expandable Fence Privacy Screen for Balcony Patio Outdoor, Faux Ivy Fencing Panel for Backdrop Garden Backyard Home Decorations - 2PACK", "asin": "B07MQ97459", "price": "$73.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "DearHouse Balcony Privacy Screen Cover, 3.5ft x16.5ft Privacy Screen Balcony Shield for Porch Deck Outdoor Backyard Patio Balconys, Includes 35 pc Cable Ties", "asin": "B07V1D8V9P", "price": "$24.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "POYEE 3'\u00d716' Green Balcony Privacy Screen Fence Cover UV Protection Weather Resistant Waterproof Shade Cloth for Outdoor Patio Apartment Backyard Porch Deck Railing with Zip Ties", "asin": "B0BTLWMVF3", "price": "$17.98", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 6 left in stock (more on the way)."},
{"title": "KASZOO Artificial Ivy Privacy Fence Screen, 120x40in Artificial Faux Privacy Fence Artificial Hedge Fence Panel Balcony Privacy Screen Decoration for Patio, Balcony, Wall, Backyard Indoor Outdoor", "asin": "B0CTKLSHM2", "price": "$21.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 4 left in stock - order soon."},
{"title": "E&K Sunrise 3' x 15' Balcony Privacy Fence Screen Cover with Zip Ties Outdoor Screen Fence UV Protection for Deck Patio Backyard Apartment Pool Porch (Green)", "asin": "B08GNL7HTV", "price": "$18.98", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 5 left in stock - order soon."},
{"title": "Artificial Ivy Privacy Fence Wall Screen,120X40 in UV-Anti Faux Greenery Backdrop Ivy Vine Leaf Hedges Fence Panels for Patio, Balcony, Garden, Backyard", "asin": "B0CWH7F8N5", "price": "$22.59", "delivery": "FREE delivery May 11 - 25 for Prime members"},
{"title": "Artificial Ivy Privacy Fence Screen,128\" by 60\" (53.5 SQFT) UV-Anti Faux Hedge Fence and Fake Ivy Vine Leaf Wall Panels for Indoor&Outdoor Green Backdrop, Garden Greenery Decor", "asin": "B0DM18628K", "price": "$43.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Artificial Ivy Privacy Fence Screen,140\" by 60\" (58.5 SQFT) UV-Anti Faux Hedge Fence and Fake Ivy Vine Leaf Wall Panels for Indoor&Outdoor Green Backdrop, Garden Greenery Decor", "asin": "B0CQVDNDLH", "price": "$39.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "iCover Artificial Ivy Privacy Screen for Fence, 39x118in Strengthened Joint Prevent Leaves Falling Off, Faux Hedge Panels Greenery Vines, Decorative Fences for Outdoor, Garden", "asin": "B09MLTCW8L", "price": "$33.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "3'x15' Deck Balcony Privacy Screen Fence Apartment Balcony Mesh Screen with Zip Ties Chain Link Fence Cover UV Protection for Outdoor Patio Backyard Pool Porch Railing, Green", "asin": "B0762BM11V", "price": "$20.98", "delivery": "FREE delivery May 5 - 6 Or fastest delivery Mon, Apr 28"},
{"title": "MEANCHEN 3'\u00d710' Balcony Privacy Screen Fence Cover UV Protection Weather Resistant Waterproof for Apartment Outdoor Patio Backyard Porch Railing Deck with 100pcs Zip Ties, Green", "asin": "B0C332LGWF", "price": "$9.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 14 left in stock - order soon."},
{"title": "Faux Ivy Privacy Fence Screen 120 * 40 Inch Artificial Faux Ivy Hedge Expandable Faux Privacy Fence with 100 pcs Zip Ties Decoration for Wall Screen, Outdoor Garden, Wedding Decor (12PCS)", "asin": "B0D3TRLRQ2", "price": "$30.59", "delivery": "FREE delivery Apr 28 - May 1 for Prime members"},
{"title": "Mini Greenhouse for Outdoors Indoor: Ohuhu Small Plants Green House with 5 Tier Shelves, Portable Plastic Greenhouses with Heavy Duty Transparent PVC Cover for Garden Patio Backyard Porch Balcony", "asin": "B0D633X75L", "price": "$53.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Privacy Screen 6' x 50' for Fence, Patios, Balcony, Heavy Duty Fence Privacy Screen 170 GSM 90% Blockage Fencing Mesh Shade for Wall Garden Outdoor Home Decoration, Green", "asin": "B0DYTSKKDS", "price": "$37.99", "delivery": "FREE delivery Mon, May 5 for Prime members"},
{"title": "Best Choice Products Outdoor Garden 94x59-inch Artificial Faux Ivy Hedge Leaf and Vine Privacy Fence Wall Screen - Green", "asin": "B008QZSITG", "price": "$44.99", "delivery": "FREE delivery Sat, Apr 26"},
{"title": "SUNNY GUARD 3'x10' Dark Green Balcony Privacy Screen Fence, Apartments Deck Railing Screen, Heavy Duty Wind Screen for Outdoor,Backyard,Patio,Deck Privacy\uff08We Make Custom Sizes\uff09", "asin": "B08Q7S1BSX", "price": "$18.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Ohuhu Mini Greenhouse for Indoor Outdoor, Small Plastic Plant Green House 4-Tier Rack Stand Portable Greenhouses with Durable PE Cover for Seedling, 2.5x1.6x5.2 FT, Ideal Gardening Gifts for Women Men", "asin": "B07S1LRTRK", "price": "$48.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 1 left in stock - order soon."},
{"title": "Expandable Faux Ivy Fence Privacy Screen with Artificial Flower,Greenery Expandable Stretchable Covers Panel for Balcony Patio Apartment Garden Outdoor Decor 36X92INCH", "asin": "B09J2HGK1D", "price": "$37.99", "delivery": "FREE delivery Tue, Apr 29 for Prime members Only 8 left in stock - order soon."},
{"title": "4 Tier Mini Greenhouse - Portable Greenhouse with Locking Wheels and PVC Cover for Indoor or Outdoor - 27 x 19 x 63-Inch Green House by Home-Complete", "asin": "B01D7GHEES", "price": "$44.95", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "120\"x40\" Artificial Ivy Privacy Fence Screen, Faux Greenery Backdrop Ivy Vine Leaf Hedges Wall Fence Panels Green Wall Decor for Patio, Balcony, Garden, Backyard Indoor Outdoor", "asin": "B0DNSTJCBG", "price": "$23.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "SUNNY GUARD Privacy Screen Fence 6' x 50' Dark Green Heavy Duty Dustproof Denoise Fencing Mesh Fabric Shade Net Cover for Outdoor Wall Garden Yard Pool Deck(We Make Custom Size)", "asin": "B0C8NB3CVY", "price": "$39.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Fence Privacy Screen 4' x 50', Heavy Duty 220 GSM Outdoor Privacy Screen, 90% Blockage Privacy Fence Panels for Outside with Brass Grommet, Fence Cover for Back Yard, Balcony (Green)", "asin": "B0DR7ZYTDR", "price": "$37.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Sunnyglade 6 feet x 50 feet Privacy Screen Fence Heavy Duty Fencing Mesh Shade Net Cover for Wall Garden Yard Backyard (6 ft X 50 ft, Green)", "asin": "B07MFP4PPQ", "price": "$46.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "4' x 50' Fence Privacy Screen, Upgrade 220 GSM Privacy Fence Panels for Outside, Commercial Grade Fence Cover with Brass Grommets for Outdoor, Backyard, Patio, Balcony (Green)", "asin": "B0DR7XTQ7V", "price": "$40.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "MIULEE Pack of 2 Outdoor Throw Pillow Covers Waterproof Decorative Soft Pillowcases Linen Farmhouse Square Cushion Shams for Patio Balcony Couch Garden 18x18 Inch\uff0cGreen", "asin": "B0BR7R6DQJ", "price": "$13.99", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 18 left in stock - order soon."},
{"title": "Garden Mesh Netting Kit, 10x30FT Green Ultra Fine Mesh Netting \uff066 Sets of 8FT Fiberglass Garden Hoops for Raised Beds, Insect Netting Row Cover Net Protect Plants Vegetable Fruits Flowers", "asin": "B0DRVYSHBD", "price": "$32.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "MIULEE Outdoor Waterproof Throw Pillow Covers Set of 2 Relax Decorative Outdoor Rectangular Pillowcases for Chair Patio Garden Couch Tent Balcony Sofa Olive Green 12x20 Inch", "asin": "B0CJR59DD7", "price": "$11.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
{"title": "Artificial Ivy Privacy Fence Screen, 120x40 inch Dense Leaves Fence Panel, Super Privacy Greenery Wall Faux Ivy Greenery Backdrop Ivy for Patio, Balcony, Garden, Backyard Indoor Outdoor Decor", "asin": "B0DNT351QJ", "price": "$21.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"}]
<|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": "2025-04-23T20:33:07.012Z", // 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\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.118Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.784Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:24.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:25.183Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:26.504Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.057Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.913Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:29.854Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:44.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:46.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:48.814Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:50.736Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:53.308Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:54.367Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:56.259Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:57.946Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:59.424Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:00.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:01.760Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:02.699Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:03.813Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:08.833Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:11.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:12.836Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:13.881Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:14.707Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.060Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.723Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:19.004Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:20.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:22.157Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:24.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:33.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:37.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:38.533Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:41.516Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:46.088Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:47.799Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:50.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:49:09.575Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:49:19.353Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:37.129Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:42.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:44.065Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:46.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:48.178Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:52.629Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:54.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:58.427Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:50:01.796Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:50:02.753Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:50:22.856Z\", \"action\": \"purchase\", \"action_argument\": \"B0BP69X89N\"}\n{\"timestamp\": \"2025-04-19T03:51:36.642Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-19T03:54:35.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:40.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:43.314Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:46.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:49.266Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:54.153Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-23T20:30:32.001Z\", \"action\": \"input\", \"action_argument\": \"patio cat\"}\n{\"timestamp\": \"2025-04-23T20:30:42.388Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:30:48.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:31:24.619Z\", \"action\": \"click_product\", \"action_argument\": \"B0BKZKL1F7\"}\n{\"timestamp\": \"2025-04-23T20:31:30.911Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-23T20:31:42.421Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:31:43.076Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:31:45.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:32:13.978Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:32:15.905Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:32:20.304Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:32:30.473Z\", \"action\": \"input\", \"action_argument\": \"green Balcony \"}\n{\"timestamp\": \"2025-04-23T20:32:30.489Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-23T20:32:38.943Z\", \"action\": \"click_product\", \"action_argument\": \"B0053G9SHM\"}\n{\"timestamp\": \"2025-04-23T20:33:07.012Z\", \"action\": \"click_product\", \"action_argument\": \"B0D8W8DZJZ\"}\n{\"timestamp\": \"2025-04-26T01:58:46.860Z\", \"action\": \"input\", \"action_argument\": \"Primal Pork Formula Nuggets Grain-Free Raw Freeze-Dried Cat Food\"}\n{\"timestamp\": \"2025-04-26T01:58:49.610Z\", \"action\": \"click_product\", \"action_argument\": \"B00W2XM4IO\"}\n{\"timestamp\": \"2025-04-26T02:15:32.150Z\", \"action\": \"click_product\", \"action_argument\": \"B07YYJLKFW\"}\n{\"timestamp\": \"2025-04-26T02:16:19.301Z\", \"action\": \"purchase\", \"action_argument\": \"B07YYJLKFW\"}\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\": \"Ioensy Tiger Pattern Carpet Floor Mat Doormat Ornament Modern Cute Bath Mat Home Decor Rug Balcony Bedroom Living Room, Orange\", \"asin\": \"B0DNFHW6JT\", \"price\": \"$18.79\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0CJTWQNPN\"},\n{\"title\": \"Philips Sonicare Protective Clean 9900 Rechargeable Electric Power Toothbrush, Charging Travel Case with USB Charging, Soft Brush Head, Midnight with Accessories\"},\n{\"price\": \"$279.99\"},\n{\"bullet_list\": \"SenseIQ technology senses, adapts and cares for your teeth Removes up to 20x more plaque than a manual toothbrush Up to 15x healthier gums in 6 weeks vs. a manual toothbrush Seamless one-touch control with touch-interface design Sleek and compact with premium faux leather travel case with USB chargin\"}],\n\"product_options\": [{\"Color\": \"Champagne\"}],\n\"promotion_items\": [{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$99.96\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 4 Brush Heads, Black, HX6064/95\", \"asin\": \"B078BF27BB\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ExpertClean 7500 White, Rechargeable Electric Power Toothbrush, HX9690/06\", \"asin\": \"B07TBGP29C\", \"price\": \"$169.96\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Elite Ultra-Whitening Toothbrush \\u2013 ADA Accepted Power Toothbrush - 8 Proflex Brush Heads & Travel Case \\u2013 50,000 VPM Motor & Wireless Charging - 5 Modes w Smart Timer (Black)\", \"asin\": \"B0C9SGFVGF\", \"price\": \"$49.95\", \"quantity\": \"\"},\n{\"title\": \"MIPOW i4 Sonic Electric Toothbrush Ultra Slim Thin Rechargeable Ultrasonic Smart Tooth Brush Free Petite Travel Case & Ceramic Holder Dock for Travel & Home, IPX7 Waterproof, 2-(Yellow)\", \"asin\": \"B0CY8MQK6X\", \"price\": \"$17.90\", \"quantity\": \"\"},\n{\"title\": \"Electric Toothbrush \\u2014 Sustainably Designed In California. Electric Toothbrushes Adu...\", \"asin\": \"B0BHT4TKN5\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"PHILIPS Sonicare Electric Toothbrush with DiamondClean Brush Head, Phillips Sonicare Rechargeable Toothbrush with Pressure Sensor, Travel Case, Sonic Electronic Toothbrush (Pink)\", \"asin\": \"B0D3FL916L\", \"price\": \"$78.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$99.96\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 4 Brush Heads, Black, HX6064/95\", \"asin\": \"B078BF27BB\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ExpertClean 7500 White, Rechargeable Electric Power Toothbrush, HX9690/06\", \"asin\": \"B07TBGP29C\", \"price\": \"$169.96\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Elite Ultra-Whitening Toothbrush \\u2013 ADA Accepted Power Toothbrush - 8 Proflex Brush Heads & Travel Case \\u2013 50,000 VPM Motor & Wireless Charging - 5 Modes w Smart Timer (Black)\", \"asin\": \"B0C9SGFVGF\", \"price\": \"$49.95\", \"quantity\": \"\"},\n{\"title\": \"MIPOW i4 Sonic Electric Toothbrush Ultra Slim Thin Rechargeable Ultrasonic Smart Tooth Brush Free Petite Travel Case & Ceramic Holder Dock for Travel & Home, IPX7 Waterproof, 2-(Yellow)\", \"asin\": \"B0CY8MQK6X\", \"price\": \"$17.90\", \"quantity\": \"\"},\n{\"title\": \"Electric Toothbrush \\u2014 Sustainably Designed In California. Electric Toothbrushes Adu...\", \"asin\": \"B0BHT4TKN5\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"PHILIPS Sonicare Electric Toothbrush with DiamondClean Brush Head, Phillips Sonicare Rechargeable Toothbrush with Pressure Sensor, Travel Case, Sonic Electronic Toothbrush (Pink)\", \"asin\": \"B0D3FL916L\", \"price\": \"$78.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Philips Sonicare Protective Clean 9900 Rechargeable Electric Power Toothbrush, Charging Travel Case with USB Charging, Soft Brush Head, Midnight with Accessories\", \"asin\": \"B0CJTWQNPN\", \"price\": \"$279.99\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$99.96\"},\n{\"title\": \"PHILIPS Sonicare ProtectiveClean Electric Toothbrush with Plaque Control Brush Head, Rechargeable Sonicare Toothbrush with Pressure Sensor, Phillips Sonic Toothbrush, Gum Health Brush Head\", \"asin\": \"B0CY3L6T8C\", \"price\": \"$99.99\"},\n{\"title\": \"PHILIPS Sonicare 9000 Special Edition Rechargeable Toothbrush, Black/Purple, HX9911/91\", \"asin\": \"B0B5VQSC32\", \"price\": \"$179.96\"},\n{\"title\": \"inFein Electric Toothbrush with 3 Cleaning Modes, Gentle Yet Powerful Clean, Built-in Timer, Soft Bristles, USB-C Rechargeable\", \"asin\": \"B0DJR8C57J\", \"price\": \"$39.90\"},\n{\"title\": \"PHILIPS Sonicare DiamondClean 9000 Connected Rechargeable Electric Power Toothbrush, 2-Pack, Black + White - Bluetooth, 3 Intensities, 2 Weeks Operating time - BROAG Random Color Electric Toothbrush\", \"asin\": \"B0BF9N2RD5\", \"price\": \"$395.88\"}]\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\": \"2025-04-30T02:11:55.144Z\", // 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": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:09.575Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:19.353Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:37.129Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:42.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:44.065Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:46.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:48.178Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:52.629Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:54.589Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:58.427Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:01.796Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:02.753Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:22.856Z", "action": "purchase", "action_argument": "B0BP69X89N"}
{"timestamp": "2025-04-19T03:51:36.642Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:54:35.038Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:40.413Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:43.314Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:46.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:49.266Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:54.153Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-23T20:30:32.001Z", "action": "input", "action_argument": "patio cat"}
{"timestamp": "2025-04-23T20:30:42.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:30:48.621Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:31:24.619Z", "action": "click_product", "action_argument": "B0BKZKL1F7"}
{"timestamp": "2025-04-23T20:31:30.911Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-23T20:31:42.421Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:31:43.076Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:31:45.282Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:32:13.978Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:32:15.905Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:32:20.304Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:32:30.473Z", "action": "input", "action_argument": "green Balcony "}
{"timestamp": "2025-04-23T20:32:30.489Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-23T20:32:38.943Z", "action": "click_product", "action_argument": "B0053G9SHM"}
{"timestamp": "2025-04-23T20:33:07.012Z", "action": "click_product", "action_argument": "B0D8W8DZJZ"}
{"timestamp": "2025-04-26T01:58:46.860Z", "action": "input", "action_argument": "Primal Pork Formula Nuggets Grain-Free Raw Freeze-Dried Cat Food"}
{"timestamp": "2025-04-26T01:58:49.610Z", "action": "click_product", "action_argument": "B00W2XM4IO"}
{"timestamp": "2025-04-26T02:15:32.150Z", "action": "click_product", "action_argument": "B07YYJLKFW"}
{"timestamp": "2025-04-26T02:16:19.301Z", "action": "purchase", "action_argument": "B07YYJLKFW"}
<|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": "Ioensy Tiger Pattern Carpet Floor Mat Doormat Ornament Modern Cute Bath Mat Home Decor Rug Balcony Bedroom Living Room, Orange", "asin": "B0DNFHW6JT", "price": "$18.79", "quantity": "1"}],
"product_details": [{"asin": "B0CJTWQNPN"},
{"title": "Philips Sonicare Protective Clean 9900 Rechargeable Electric Power Toothbrush, Charging Travel Case with USB Charging, Soft Brush Head, Midnight with Accessories"},
{"price": "$279.99"},
{"bullet_list": "SenseIQ technology senses, adapts and cares for your teeth Removes up to 20x more plaque than a manual toothbrush Up to 15x healthier gums in 6 weeks vs. a manual toothbrush Seamless one-touch control with touch-interface design Sleek and compact with premium faux leather travel case with USB chargin"}],
"product_options": [{"Color": "Champagne"}],
"promotion_items": [{"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$99.96", "quantity": ""},
{"title": "Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 4 Brush Heads, Black, HX6064/95", "asin": "B078BF27BB", "price": "$54.99", "quantity": ""},
{"title": "Philips Sonicare ExpertClean 7500 White, Rechargeable Electric Power Toothbrush, HX9690/06", "asin": "B07TBGP29C", "price": "$169.96", "quantity": ""},
{"title": "Aquasonic Elite Ultra-Whitening Toothbrush \u2013 ADA Accepted Power Toothbrush - 8 Proflex Brush Heads & Travel Case \u2013 50,000 VPM Motor & Wireless Charging - 5 Modes w Smart Timer (Black)", "asin": "B0C9SGFVGF", "price": "$49.95", "quantity": ""},
{"title": "MIPOW i4 Sonic Electric Toothbrush Ultra Slim Thin Rechargeable Ultrasonic Smart Tooth Brush Free Petite Travel Case & Ceramic Holder Dock for Travel & Home, IPX7 Waterproof, 2-(Yellow)", "asin": "B0CY8MQK6X", "price": "$17.90", "quantity": ""},
{"title": "Electric Toothbrush \u2014 Sustainably Designed In California. Electric Toothbrushes Adu...", "asin": "B0BHT4TKN5", "price": "$119.00", "quantity": ""},
{"title": "PHILIPS Sonicare Electric Toothbrush with DiamondClean Brush Head, Phillips Sonicare Rechargeable Toothbrush with Pressure Sensor, Travel Case, Sonic Electronic Toothbrush (Pink)", "asin": "B0D3FL916L", "price": "$78.99", "quantity": ""},
{"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$99.96", "quantity": ""},
{"title": "Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 4 Brush Heads, Black, HX6064/95", "asin": "B078BF27BB", "price": "$54.99", "quantity": ""},
{"title": "Philips Sonicare ExpertClean 7500 White, Rechargeable Electric Power Toothbrush, HX9690/06", "asin": "B07TBGP29C", "price": "$169.96", "quantity": ""},
{"title": "Aquasonic Elite Ultra-Whitening Toothbrush \u2013 ADA Accepted Power Toothbrush - 8 Proflex Brush Heads & Travel Case \u2013 50,000 VPM Motor & Wireless Charging - 5 Modes w Smart Timer (Black)", "asin": "B0C9SGFVGF", "price": "$49.95", "quantity": ""},
{"title": "MIPOW i4 Sonic Electric Toothbrush Ultra Slim Thin Rechargeable Ultrasonic Smart Tooth Brush Free Petite Travel Case & Ceramic Holder Dock for Travel & Home, IPX7 Waterproof, 2-(Yellow)", "asin": "B0CY8MQK6X", "price": "$17.90", "quantity": ""},
{"title": "Electric Toothbrush \u2014 Sustainably Designed In California. Electric Toothbrushes Adu...", "asin": "B0BHT4TKN5", "price": "$119.00", "quantity": ""},
{"title": "PHILIPS Sonicare Electric Toothbrush with DiamondClean Brush Head, Phillips Sonicare Rechargeable Toothbrush with Pressure Sensor, Travel Case, Sonic Electronic Toothbrush (Pink)", "asin": "B0D3FL916L", "price": "$78.99", "quantity": ""}],
"comparison_items": [{"title": "Philips Sonicare Protective Clean 9900 Rechargeable Electric Power Toothbrush, Charging Travel Case with USB Charging, Soft Brush Head, Midnight with Accessories", "asin": "B0CJTWQNPN", "price": "$279.99"},
{"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$99.96"},
{"title": "PHILIPS Sonicare ProtectiveClean Electric Toothbrush with Plaque Control Brush Head, Rechargeable Sonicare Toothbrush with Pressure Sensor, Phillips Sonic Toothbrush, Gum Health Brush Head", "asin": "B0CY3L6T8C", "price": "$99.99"},
{"title": "PHILIPS Sonicare 9000 Special Edition Rechargeable Toothbrush, Black/Purple, HX9911/91", "asin": "B0B5VQSC32", "price": "$179.96"},
{"title": "inFein Electric Toothbrush with 3 Cleaning Modes, Gentle Yet Powerful Clean, Built-in Timer, Soft Bristles, USB-C Rechargeable", "asin": "B0DJR8C57J", "price": "$39.90"},
{"title": "PHILIPS Sonicare DiamondClean 9000 Connected Rechargeable Electric Power Toothbrush, 2-Pack, Black + White - Bluetooth, 3 Intensities, 2 Weeks Operating time - BROAG Random Color Electric Toothbrush", "asin": "B0BF9N2RD5", "price": "$395.88"}]
<|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": "2025-04-30T02:11:55.144Z", // 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>
|
2025-04-30T02:11:55.144Z
|
click
|
product_option
|
rule
|
2025-04-30T02:11:55.144Z
|
click
|
product_option
|
train
| 183 |
2025-04-30T02:11:55.144Z
|
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": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:09.575Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:19.353Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:37.129Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:42.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:44.065Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:46.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:48.178Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:52.629Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:54.589Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:58.427Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:01.796Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:02.753Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:22.856Z", "action": "purchase", "action_argument": "B0BP69X89N"}
{"timestamp": "2025-04-19T03:51:36.642Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:54:35.038Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:40.413Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:43.314Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:46.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:49.266Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:54.153Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-23T20:30:32.001Z", "action": "input", "action_argument": "patio cat"}
{"timestamp": "2025-04-23T20:30:42.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:30:48.621Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:31:24.619Z", "action": "click_product", "action_argument": "B0BKZKL1F7"}
{"timestamp": "2025-04-23T20:31:30.911Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-23T20:31:42.421Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:31:43.076Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:31:45.282Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:32:13.978Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:32:15.905Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:32:20.304Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:32:30.473Z", "action": "input", "action_argument": "green Balcony "}
{"timestamp": "2025-04-23T20:32:30.489Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-23T20:32:38.943Z", "action": "click_product", "action_argument": "B0053G9SHM"}
{"timestamp": "2025-04-23T20:33:07.012Z", "action": "click_product", "action_argument": "B0D8W8DZJZ"}
{"timestamp": "2025-04-26T01:58:46.860Z", "action": "input", "action_argument": "Primal Pork Formula Nuggets Grain-Free Raw Freeze-Dried Cat Food"}
{"timestamp": "2025-04-26T01:58:49.610Z", "action": "click_product", "action_argument": "B00W2XM4IO"}
{"timestamp": "2025-04-26T02:15:32.150Z", "action": "click_product", "action_argument": "B07YYJLKFW"}
{"timestamp": "2025-04-26T02:16:19.301Z", "action": "purchase", "action_argument": "B07YYJLKFW"}
<|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": "Ioensy Tiger Pattern Carpet Floor Mat Doormat Ornament Modern Cute Bath Mat Home Decor Rug Balcony Bedroom Living Room, Orange", "asin": "B0DNFHW6JT", "price": "$18.79", "quantity": "1"}],
"product_details": [{"asin": "B0CJTWQNPN"},
{"title": "Philips Sonicare Protective Clean 9900 Rechargeable Electric Power Toothbrush, Charging Travel Case with USB Charging, Soft Brush Head, Midnight with Accessories"},
{"price": "$279.99"},
{"bullet_list": "SenseIQ technology senses, adapts and cares for your teeth Removes up to 20x more plaque than a manual toothbrush Up to 15x healthier gums in 6 weeks vs. a manual toothbrush Seamless one-touch control with touch-interface design Sleek and compact with premium faux leather travel case with USB chargin"}],
"product_options": [{"Color": "Champagne"}],
"promotion_items": [{"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$99.96", "quantity": ""},
{"title": "Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 4 Brush Heads, Black, HX6064/95", "asin": "B078BF27BB", "price": "$54.99", "quantity": ""},
{"title": "Philips Sonicare ExpertClean 7500 White, Rechargeable Electric Power Toothbrush, HX9690/06", "asin": "B07TBGP29C", "price": "$169.96", "quantity": ""},
{"title": "Aquasonic Elite Ultra-Whitening Toothbrush \u2013 ADA Accepted Power Toothbrush - 8 Proflex Brush Heads & Travel Case \u2013 50,000 VPM Motor & Wireless Charging - 5 Modes w Smart Timer (Black)", "asin": "B0C9SGFVGF", "price": "$49.95", "quantity": ""},
{"title": "MIPOW i4 Sonic Electric Toothbrush Ultra Slim Thin Rechargeable Ultrasonic Smart Tooth Brush Free Petite Travel Case & Ceramic Holder Dock for Travel & Home, IPX7 Waterproof, 2-(Yellow)", "asin": "B0CY8MQK6X", "price": "$17.90", "quantity": ""},
{"title": "Electric Toothbrush \u2014 Sustainably Designed In California. Electric Toothbrushes Adu...", "asin": "B0BHT4TKN5", "price": "$119.00", "quantity": ""},
{"title": "PHILIPS Sonicare Electric Toothbrush with DiamondClean Brush Head, Phillips Sonicare Rechargeable Toothbrush with Pressure Sensor, Travel Case, Sonic Electronic Toothbrush (Pink)", "asin": "B0D3FL916L", "price": "$78.99", "quantity": ""},
{"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$99.96", "quantity": ""},
{"title": "Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 4 Brush Heads, Black, HX6064/95", "asin": "B078BF27BB", "price": "$54.99", "quantity": ""},
{"title": "Philips Sonicare ExpertClean 7500 White, Rechargeable Electric Power Toothbrush, HX9690/06", "asin": "B07TBGP29C", "price": "$169.96", "quantity": ""},
{"title": "Aquasonic Elite Ultra-Whitening Toothbrush \u2013 ADA Accepted Power Toothbrush - 8 Proflex Brush Heads & Travel Case \u2013 50,000 VPM Motor & Wireless Charging - 5 Modes w Smart Timer (Black)", "asin": "B0C9SGFVGF", "price": "$49.95", "quantity": ""},
{"title": "MIPOW i4 Sonic Electric Toothbrush Ultra Slim Thin Rechargeable Ultrasonic Smart Tooth Brush Free Petite Travel Case & Ceramic Holder Dock for Travel & Home, IPX7 Waterproof, 2-(Yellow)", "asin": "B0CY8MQK6X", "price": "$17.90", "quantity": ""},
{"title": "Electric Toothbrush \u2014 Sustainably Designed In California. Electric Toothbrushes Adu...", "asin": "B0BHT4TKN5", "price": "$119.00", "quantity": ""},
{"title": "PHILIPS Sonicare Electric Toothbrush with DiamondClean Brush Head, Phillips Sonicare Rechargeable Toothbrush with Pressure Sensor, Travel Case, Sonic Electronic Toothbrush (Pink)", "asin": "B0D3FL916L", "price": "$78.99", "quantity": ""}],
"comparison_items": [{"title": "Philips Sonicare Protective Clean 9900 Rechargeable Electric Power Toothbrush, Charging Travel Case with USB Charging, Soft Brush Head, Midnight with Accessories", "asin": "B0CJTWQNPN", "price": "$279.99"},
{"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$99.96"},
{"title": "PHILIPS Sonicare ProtectiveClean Electric Toothbrush with Plaque Control Brush Head, Rechargeable Sonicare Toothbrush with Pressure Sensor, Phillips Sonic Toothbrush, Gum Health Brush Head", "asin": "B0CY3L6T8C", "price": "$99.99"},
{"title": "PHILIPS Sonicare 9000 Special Edition Rechargeable Toothbrush, Black/Purple, HX9911/91", "asin": "B0B5VQSC32", "price": "$179.96"},
{"title": "inFein Electric Toothbrush with 3 Cleaning Modes, Gentle Yet Powerful Clean, Built-in Timer, Soft Bristles, USB-C Rechargeable", "asin": "B0DJR8C57J", "price": "$39.90"},
{"title": "PHILIPS Sonicare DiamondClean 9000 Connected Rechargeable Electric Power Toothbrush, 2-Pack, Black + White - Bluetooth, 3 Intensities, 2 Weeks Operating time - BROAG Random Color Electric Toothbrush", "asin": "B0BF9N2RD5", "price": "$395.88"}]
<|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": "2025-04-30T02:11:55.144Z", // 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\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.118Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.784Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:24.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:25.183Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:26.504Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.057Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.913Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:29.854Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:44.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:46.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:48.814Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:50.736Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:53.308Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:54.367Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:56.259Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:57.946Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:59.424Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:00.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:01.760Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:02.699Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:03.813Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:08.833Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:11.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:12.836Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:13.881Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:14.707Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.060Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.723Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:19.004Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:20.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:22.157Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:24.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:33.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:37.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:38.533Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:41.516Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:46.088Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:47.799Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:50.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:49:09.575Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:49:19.353Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:37.129Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:42.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:44.065Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:46.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:48.178Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:52.629Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:54.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:58.427Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:50:01.796Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:50:02.753Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:50:22.856Z\", \"action\": \"purchase\", \"action_argument\": \"B0BP69X89N\"}\n{\"timestamp\": \"2025-04-19T03:51:36.642Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-19T03:54:35.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:40.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:43.314Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:46.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:49.266Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:54.153Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-23T20:30:32.001Z\", \"action\": \"input\", \"action_argument\": \"patio cat\"}\n{\"timestamp\": \"2025-04-23T20:30:42.388Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:30:48.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:31:24.619Z\", \"action\": \"click_product\", \"action_argument\": \"B0BKZKL1F7\"}\n{\"timestamp\": \"2025-04-23T20:31:30.911Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-23T20:31:42.421Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:31:43.076Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:31:45.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:32:13.978Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:32:15.905Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:32:20.304Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:32:30.473Z\", \"action\": \"input\", \"action_argument\": \"green Balcony \"}\n{\"timestamp\": \"2025-04-23T20:32:30.489Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-23T20:32:38.943Z\", \"action\": \"click_product\", \"action_argument\": \"B0053G9SHM\"}\n{\"timestamp\": \"2025-04-23T20:33:07.012Z\", \"action\": \"click_product\", \"action_argument\": \"B0D8W8DZJZ\"}\n{\"timestamp\": \"2025-04-26T01:58:46.860Z\", \"action\": \"input\", \"action_argument\": \"Primal Pork Formula Nuggets Grain-Free Raw Freeze-Dried Cat Food\"}\n{\"timestamp\": \"2025-04-26T01:58:49.610Z\", \"action\": \"click_product\", \"action_argument\": \"B00W2XM4IO\"}\n{\"timestamp\": \"2025-04-26T02:15:32.150Z\", \"action\": \"click_product\", \"action_argument\": \"B07YYJLKFW\"}\n{\"timestamp\": \"2025-04-26T02:16:19.301Z\", \"action\": \"purchase\", \"action_argument\": \"B07YYJLKFW\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-30T02:11:55.144Z\", \"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\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\": \"2025-04-30T03:02:59.933Z\", // 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": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:09.575Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:19.353Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:37.129Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:42.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:44.065Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:46.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:48.178Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:52.629Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:54.589Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:58.427Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:01.796Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:02.753Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:22.856Z", "action": "purchase", "action_argument": "B0BP69X89N"}
{"timestamp": "2025-04-19T03:51:36.642Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:54:35.038Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:40.413Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:43.314Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:46.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:49.266Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:54.153Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-23T20:30:32.001Z", "action": "input", "action_argument": "patio cat"}
{"timestamp": "2025-04-23T20:30:42.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:30:48.621Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:31:24.619Z", "action": "click_product", "action_argument": "B0BKZKL1F7"}
{"timestamp": "2025-04-23T20:31:30.911Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-23T20:31:42.421Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:31:43.076Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:31:45.282Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:32:13.978Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:32:15.905Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:32:20.304Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:32:30.473Z", "action": "input", "action_argument": "green Balcony "}
{"timestamp": "2025-04-23T20:32:30.489Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-23T20:32:38.943Z", "action": "click_product", "action_argument": "B0053G9SHM"}
{"timestamp": "2025-04-23T20:33:07.012Z", "action": "click_product", "action_argument": "B0D8W8DZJZ"}
{"timestamp": "2025-04-26T01:58:46.860Z", "action": "input", "action_argument": "Primal Pork Formula Nuggets Grain-Free Raw Freeze-Dried Cat Food"}
{"timestamp": "2025-04-26T01:58:49.610Z", "action": "click_product", "action_argument": "B00W2XM4IO"}
{"timestamp": "2025-04-26T02:15:32.150Z", "action": "click_product", "action_argument": "B07YYJLKFW"}
{"timestamp": "2025-04-26T02:16:19.301Z", "action": "purchase", "action_argument": "B07YYJLKFW"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-30T02:11:55.144Z", "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.
<|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": "2025-04-30T03:02:59.933Z", // 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>
|
2025-04-30T03:02:59.933Z
|
input
|
Philips Sonicare - 9900 Prestige Rechargeable Electric Toothbrush with SenseIQ - Champagne
|
rule
|
2025-04-30T03:02:59.933Z
|
input
|
Philips Sonicare - 9900 Prestige Rechargeable Electric Toothbrush with SenseIQ - Champagne
|
train
| 184 |
2025-04-30T03:02:59.933Z
|
input
|
Philips Sonicare - 9900 Prestige Rechargeable Electric Toothbrush with SenseIQ - Champagne
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:09.575Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:19.353Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:37.129Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:42.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:44.065Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:46.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:48.178Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:52.629Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:54.589Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:58.427Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:01.796Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:02.753Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:22.856Z", "action": "purchase", "action_argument": "B0BP69X89N"}
{"timestamp": "2025-04-19T03:51:36.642Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:54:35.038Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:40.413Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:43.314Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:46.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:49.266Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:54.153Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-23T20:30:32.001Z", "action": "input", "action_argument": "patio cat"}
{"timestamp": "2025-04-23T20:30:42.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:30:48.621Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:31:24.619Z", "action": "click_product", "action_argument": "B0BKZKL1F7"}
{"timestamp": "2025-04-23T20:31:30.911Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-23T20:31:42.421Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:31:43.076Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:31:45.282Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:32:13.978Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:32:15.905Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:32:20.304Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:32:30.473Z", "action": "input", "action_argument": "green Balcony "}
{"timestamp": "2025-04-23T20:32:30.489Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-23T20:32:38.943Z", "action": "click_product", "action_argument": "B0053G9SHM"}
{"timestamp": "2025-04-23T20:33:07.012Z", "action": "click_product", "action_argument": "B0D8W8DZJZ"}
{"timestamp": "2025-04-26T01:58:46.860Z", "action": "input", "action_argument": "Primal Pork Formula Nuggets Grain-Free Raw Freeze-Dried Cat Food"}
{"timestamp": "2025-04-26T01:58:49.610Z", "action": "click_product", "action_argument": "B00W2XM4IO"}
{"timestamp": "2025-04-26T02:15:32.150Z", "action": "click_product", "action_argument": "B07YYJLKFW"}
{"timestamp": "2025-04-26T02:16:19.301Z", "action": "purchase", "action_argument": "B07YYJLKFW"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-30T02:11:55.144Z", "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.
<|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": "2025-04-30T03:02:59.933Z", // 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\": \"2025-04-18T03:48:23.881Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:27.714Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:49:31.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:49:43.358Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:50:08.995Z\", \"action\": \"purchase\", \"action_argument\": \"B0BCK29WBT\"}\n{\"timestamp\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.118Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.784Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:24.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:25.183Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:26.504Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.057Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.913Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:29.854Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:44.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:46.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:48.814Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:50.736Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:53.308Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:54.367Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:56.259Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:57.946Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:59.424Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:00.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:01.760Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:02.699Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:03.813Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:08.833Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:11.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:12.836Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:13.881Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:14.707Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.060Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.723Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:19.004Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:20.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:22.157Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:24.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:33.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:37.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:38.533Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:41.516Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:46.088Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:47.799Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:50.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:49:09.575Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:49:19.353Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:37.129Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:42.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:44.065Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:46.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:48.178Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:52.629Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:54.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:58.427Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:50:01.796Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:50:02.753Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:50:22.856Z\", \"action\": \"purchase\", \"action_argument\": \"B0BP69X89N\"}\n{\"timestamp\": \"2025-04-19T03:51:36.642Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-19T03:54:35.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:40.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:43.314Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:46.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:49.266Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:54.153Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-23T20:30:32.001Z\", \"action\": \"input\", \"action_argument\": \"patio cat\"}\n{\"timestamp\": \"2025-04-23T20:30:42.388Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:30:48.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:31:24.619Z\", \"action\": \"click_product\", \"action_argument\": \"B0BKZKL1F7\"}\n{\"timestamp\": \"2025-04-23T20:31:30.911Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-23T20:31:42.421Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:31:43.076Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:31:45.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:32:13.978Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:32:15.905Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:32:20.304Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:32:30.473Z\", \"action\": \"input\", \"action_argument\": \"green Balcony \"}\n{\"timestamp\": \"2025-04-23T20:32:30.489Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-23T20:32:38.943Z\", \"action\": \"click_product\", \"action_argument\": \"B0053G9SHM\"}\n{\"timestamp\": \"2025-04-23T20:33:07.012Z\", \"action\": \"click_product\", \"action_argument\": \"B0D8W8DZJZ\"}\n{\"timestamp\": \"2025-04-26T01:58:46.860Z\", \"action\": \"input\", \"action_argument\": \"Primal Pork Formula Nuggets Grain-Free Raw Freeze-Dried Cat Food\"}\n{\"timestamp\": \"2025-04-26T01:58:49.610Z\", \"action\": \"click_product\", \"action_argument\": \"B00W2XM4IO\"}\n{\"timestamp\": \"2025-04-26T02:15:32.150Z\", \"action\": \"click_product\", \"action_argument\": \"B07YYJLKFW\"}\n{\"timestamp\": \"2025-04-26T02:16:19.301Z\", \"action\": \"purchase\", \"action_argument\": \"B07YYJLKFW\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-30T02:11:55.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-30T03:02:59.933Z\", \"action\": \"input\", \"action_argument\": \"Philips Sonicare - 9900 Prestige Rechargeable Electric Toothbrush with SenseIQ - Champagne\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"Philips Sonicare - 9900 Prestige Rechargeable Electric Toothbrush with SenseIQ - Champagne\"}],\n\"cart_items\": [{\"title\": \"Ioensy Tiger Pattern Carpet Floor Mat Doormat Ornament Modern Cute Bath Mat Home Decor Rug Balcony Bedroom Living Room, Orange\", \"asin\": \"B0DNFHW6JT\", \"price\": \"$18.79\", \"quantity\": \"1\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07.\\\" Limited time Deal. Price was $179.96. Current price is $149.96 after 17% off. Eligible for Prime.\", \"asin\": \"B084X7BKF3\"},\n{\"title\": \"Go to detail page for \\\"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34.\\\" Price $99.96. Eligible for Prime.\", \"asin\": \"B084TM4XKG\"},\n{\"title\": \"Go to detail page for \\\"Philips Sonicare 4100 Rechargeable Electric Toothbrush, with Pressure Sensor, 2 Intensity Settings, SmarTimer and QuadPacer, 14-Day Battery Life, Black, Model HX3681/24.\\\" Price $39.96. Eligible for Prime. Best seller.\", \"asin\": \"B09LD7WRVS\"}],\n\"search_results\": [{\"title\": \"9900 Prestige Rechargeable Electric Power Toothbrush with SenseIQ, Midnight, HX9990/12\", \"asin\": \"B08YCVJKXV\", \"price\": \"$329.96\", \"delivery\": \"Prime members get FREE delivery Thu, May 1 Or Non-members get FREE delivery Sun, May 4\"},\n{\"title\": \"Sonicare Protective Clean 9900 Rechargeable Electric Power Toothbrush, Charging Travel Case with USB Charging, Soft Brush Head, Champagne with Accessories\", \"asin\": \"B0CJTY61ZJ\", \"price\": \"$279.99\", \"delivery\": \"FREE delivery Fri, May 9 Or fastest delivery Fri, May 2 Only 1 left in stock - order soon.\"},\n{\"title\": \"DiamondClean Smart 9300 Electric Toothbrush, Sonic Toothbrush with App, Pressure Sensor, Brush Head Detection, 4 Brushing Modes and 3 Intensity Levels, Black, Model HX9903/15\", \"asin\": \"B0CM426N2Y\", \"price\": \"$199.96\", \"delivery\": \"Prime members get FREE delivery Thu, May 1 Or Non-members get FREE delivery Sun, May 4\"},\n{\"title\": \"DiamondClean Smart 9500 Electric Toothbrush, Sonic Toothbrush with App, Pressure Sensor, Brush Head Detection, 5 Brushing Modes and 3 Intensity Levels, White, Model HX9923/01\", \"asin\": \"B0CM43DYLG\", \"price\": \"$249.96\", \"delivery\": \"Prime members get FREE delivery Thu, May 1 Or Non-members get FREE delivery Sun, May 4\"},\n{\"title\": \"9900 Prestige Rechargeable Electric Power Toothbrush with SenseIQ, Champagne, HX9990/11 & Cordless Power Flosser 3000 - Black\", \"asin\": \"B0CTX9KGFM\", \"price\": \"$409.92\", \"delivery\": \"Delivery May 5 - 8\"},\n{\"title\": \"9000 Special Edition Rechargeable Toothbrush, Pink/White, HX9911/90\", \"asin\": \"B0B5VQQW6R\", \"price\": \"$159.99\", \"delivery\": \"Prime members get FREE delivery Thu, May 1 Or Non-members get FREE delivery Sun, May 4\"},\n{\"title\": \"9900 Prestige Rechargeable Electric Power Toothbrush with SenseIQ, Champagne, HX9990/11 & for Kids 3+ Bluetooth Connected Rechargeable Electric Power Toothbrush\", \"asin\": \"B0CXF7LCFM\", \"price\": \"$364.92\", \"delivery\": \"Delivery Thu, May 1\"},\n{\"title\": \"ExpertClean 7500 Black, Rechargeable Electric Power Toothbrush, HX9690/05\", \"asin\": \"B07TGQP8G1\", \"price\": \"$169.96\", \"delivery\": \"Prime members get FREE delivery Thu, May 1 Or Non-members get FREE delivery Sun, May 4\"},\n{\"title\": \"9900 Prestige Rechargeable Electric Power Toothbrush with SenseIQ, Pink, HX9990/13 & Cordless Power Flosser 3000 - Mint\", \"asin\": \"B0CX5DYMZ9\", \"price\": \"$409.92\", \"delivery\": \"Delivery Fri, May 2\"},\n{\"title\": \"ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07\", \"asin\": \"B084X7BKF3\", \"price\": \"$149.96\", \"delivery\": \"Prime members get FREE delivery Thu, May 1 Or Non-members get FREE delivery Sun, May 4\"},\n{\"title\": \"ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$99.96\", \"delivery\": \"Prime members get FREE delivery Thu, May 1 Or Non-members get FREE delivery Sun, May 4\"},\n{\"title\": \"DiamondClean Smart 9700 Electric Toothbrush, Sonic Toothbrush with App, Pressure Sensor, Brush Head Detection, 5 Brushing Modes and 3 Intensity Levels, Lunar Blue, Model HX9957/71\", \"asin\": \"B0CM41TKPD\", \"price\": \"$279.99\", \"delivery\": \"Prime members get FREE delivery Thu, May 1 Or Non-members get FREE delivery Sun, May 4\"},\n{\"title\": \"ProtectiveClean 6100 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Travel Case, White, Model HX6877/21\", \"asin\": \"B078GVDB18\", \"price\": \"$109.96\", \"delivery\": \"Prime members get FREE delivery Thu, May 1 Or Non-members get FREE delivery Sun, May 4\"},\n{\"title\": \"4100 Rechargeable Electric Toothbrush, with Pressure Sensor, 2 Intensity Settings, SmarTimer and QuadPacer, 14-Day Battery Life, Black, Model HX3681/24\", \"asin\": \"B09LD7WRVS\", \"price\": \"$39.96\", \"delivery\": \"Prime members get FREE delivery Thu, May 1 Or Non-members get FREE delivery Sun, May 4\"},\n{\"title\": \"DiamondClean Smart 9750 Electric Toothbrush, Sonic Toothbrush with App, Pressure Sensor, Brush Head Detection, 5 Brushing Modes and 3 Intensity Levels, Rosegold, HX9924/67\", \"asin\": \"B0CM418165\", \"price\": \"$279.96\", \"delivery\": \"Prime members get FREE delivery Thu, May 1 Or Non-members get FREE delivery Sun, May 4\"},\n{\"title\": \"ProtectiveClean 5100 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Travel Case, Black, Model HX6850/60\", \"asin\": \"B078GVH2VJ\", \"price\": \"$79.96\", \"delivery\": \"Prime members get FREE delivery Thu, May 1 Or Non-members get FREE delivery Sun, May 4\"},\n{\"title\": \"9900 Prestige Rechargeable Electric Power Toothbrush with SenseIQ, Midnight, HX9990/12 & Cordless Power Flosser 3000 - Black\", \"asin\": \"B0CTX9KWZ6\", \"price\": \"$409.92\", \"delivery\": \"Delivery May 5 - 8\"},\n{\"title\": \"9900 Prestige Rechargeable Electric Power Toothbrush with SenseIQ, Pink, HX9990/13 & for Kids 3+ Bluetooth Connected Rechargeable Electric Power Toothbrush\", \"asin\": \"B0CX5GW34K\", \"price\": \"$364.92\", \"delivery\": \"Delivery Thu, May 1\"},\n{\"title\": \"9900 Prestige Rechargeable Electric Power Toothbrush with SenseIQ & for Kids 3+ Bluetooth Connected Rechargeable Electric Power Toothbrush\", \"asin\": \"B0CTXC2NGL\", \"price\": \"$364.92\", \"delivery\": \"Delivery Thu, May 1\"},\n{\"title\": \"1100 Power Toothbrush, Rechargeable Electric Toothbrush, White Grey HX3641/02\", \"asin\": \"B09LD8VXLX\", \"price\": \"$19.96\", \"delivery\": \"Prime members get FREE delivery Fri, May 2 Or Non-members get FREE delivery Sun, May 4 on $35 of items shipped by Amazon\"},\n{\"title\": \"9900 Prestige Rechargeable Electric Power Toothbrush with SenseIQ, Midnight, HX9990/12 & for Kids Design a Pet Edition, Corded Electric, Brush Head Bundle, BD1005/AZ\", \"asin\": \"B0CXF7KFDH\", \"price\": \"$365.92\", \"delivery\": \"Delivery Thu, May 1\"},\n{\"title\": \"9900 Prestige Rechargeable Electric Power Toothbrush & for Kids 3+ Bluetooth Connected Rechargeable Electric Power Toothbrush, Interactive for Better Brushing, Turquoise, HX6321/02\", \"asin\": \"B0CTX9G7LH\", \"price\": \"$364.92\", \"delivery\": \"Delivery Thu, May 1\"},\n{\"title\": \"2100 Power Toothbrush, Rechargeable Electric Toothbrush, White Mint, HX3661/04\", \"asin\": \"B09LD8PTNJ\", \"price\": \"$29.96\", \"delivery\": \"Prime members get FREE delivery Thu, May 1 Or Non-members get FREE delivery Sun, May 4 on $35 of items shipped by Amazon\"},\n{\"title\": \"Sonicare Electric Toothbrush with DiamondClean Brush Head, Phillips Sonicare Rechargeable Toothbrush with Pressure Sensor, Travel Case, Sonic Electronic Toothbrush (Pink)\", \"asin\": \"B0D3FL916L\", \"price\": \"$78.99\", \"delivery\": \"Prime members get FREE delivery Thu, May 1 Or Non-members get FREE delivery Sun, May 4\"},\n{\"title\": \"One by Sonicare Rechargeable Toothbrush, Snow, HY1200/27\", \"asin\": \"B0C8KQ48JW\", \"price\": \"$29.96\", \"delivery\": \"Prime members get FREE delivery Thu, May 1 Or Non-members get FREE delivery Sun, May 4 on $35 of items shipped by Amazon\"},\n{\"title\": \"Sonicare DiamondClean 9000 Connected Rechargeable Electric Power Toothbrush, 2-Pack, Pink + White - Bluetooth, 3 Intensities, 2 Weeks Operating time, Charging Travel Case\", \"asin\": \"B0BF5G844L\", \"price\": \"$379.99\", \"delivery\": \"FREE delivery May 5 - 8 Or fastest delivery Thu, May 1 Only 2 left in stock - order soon.\"},\n{\"title\": \"Sonicare Electric Toothbrush with DiamondClean Brush Head 2-Pack Bundle, Rechargeable Electric Tooth Brush with Pressure Sensor, Sonic Electronic Toothbrush, Travel Case, Pink & Blue\", \"asin\": \"B0C4847XY2\", \"price\": \"$149.00\", \"delivery\": \"Prime members get FREE delivery Fri, May 2 Or Non-members get FREE delivery Sun, May 4\"},\n{\"title\": \"Sonicare ProtectiveClean 4100 Electric Rechargeable Toothbrush, Plaque Control, Pink\", \"asin\": \"B0BL42FC2W\", \"price\": \"$59.69\", \"delivery\": \"Prime members get FREE delivery Thu, May 1 Or Non-members get FREE delivery Sun, May 4\"},\n{\"title\": \"Sonicare ProtectiveClean Electric Toothbrush with Plaque Control Brush Head, Rechargeable Sonicare Toothbrush with Pressure Sensor, Phillips Sonic Toothbrush, Gum Health Brush Head\", \"asin\": \"B0CY3L6T8C\", \"price\": \"$99.99\", \"delivery\": \"Prime members get FREE delivery Fri, May 2 Or Non-members get FREE delivery Sun, May 4 Only 8 left in stock - order soon.\"},\n{\"title\": \"Sonicare Corded Electric DailyClean Rechargeable Toothbrush with Smoocu Case, SmarTimer and Quadpacer\", \"asin\": \"B0C4799ZLW\", \"price\": \"$69.99\", \"delivery\": \"Prime members get FREE delivery Thu, May 1 Or Non-members get FREE delivery Sun, May 4\"},\n{\"title\": \"One by Sonicare Rechargeable Toothbrush, Shimmer, HY1200/05\", \"asin\": \"B09B1C9L85\", \"price\": \"$29.96\", \"delivery\": \"Prime members get FREE delivery Thu, May 1 Or Non-members get FREE delivery Sun, May 4 on $35 of items shipped by Amazon\"},\n{\"title\": \"ExpertClean 7700 Rechargeable Electric Toothbrush with Bluetooth & UV Sanitizer, HX9630/17, Pink\", \"asin\": \"B08CGQ1XWF\", \"price\": \"$129.99\", \"delivery\": \"FREE delivery May 2 - 7\"},\n{\"title\": \"Sonicare ProtectiveClean 4100 Rechargeable Electric Toothbrush Packaging May Vary, White, 1 Count\", \"asin\": \"B078GVDB19\", \"price\": \"$49.95\", \"delivery\": \"FREE delivery Sun, May 4 Or fastest delivery Sat, May 3 Only 15 left in stock - order soon.\"},\n{\"title\": \"Electric Toothbrush with DiamondClean Brush Head, Phillips Sonicare Rechargeable Toothbrush with Pressure Sensor, Sonic Electronic Toothbrush, Travel Case, Black 1.0 Count\", \"asin\": \"B0BWNY7ZZS\", \"price\": \"$99.99\", \"delivery\": \"Prime members get FREE delivery Thu, May 1 Or Non-members get FREE delivery Sun, May 4\"},\n{\"title\": \"ExpertClean 7500, Rechargeable Electric Power Toothbrush, Black, HX9690/05 & Cordless Power Flosser 3000 - Black\", \"asin\": \"B0CX5FT5Y6\", \"price\": \"$249.92\", \"delivery\": \"Delivery May 5 - 8\"},\n{\"title\": \"e-Series Electric Sonic Toothbrush - Rechargeable Screw-On Electronic Tooth Brush for Adults with 3 Modes & Timer - IPX7 Waterproof, Long-Lasting Battery & Wireless Charging Base - White\", \"asin\": \"B0DD62Z666\", \"price\": \"$39.95\", \"delivery\": \"Prime members get FREE delivery Thu, May 1 Or Non-members get FREE delivery Sun, May 4\"},\n{\"title\": \"Sonicare Optimal Clean Rechargeable Electric Toothbrush, 2-pack\", \"asin\": \"B0BRK9S2CF\", \"price\": \"$94.99\", \"delivery\": \"FREE delivery May 6 - 8 Or fastest delivery May 2 - 6 Only 4 left in stock - order soon.\"},\n{\"title\": \"Norelco S9000 Prestige Electric Shaver w/Qi Wireless Charging & Quick Clean Pod for Dry/Wet Use, SenseIQ Tech, Efficient, Fast Charge, One-Touch Open, Premium Case - Champagne Gold\", \"asin\": \"B0DQ2F5QBN\", \"price\": \"$349.95\", \"delivery\": \"FREE delivery May 5 - 7 Or fastest delivery Fri, May 2 Only 1 left in stock - order soon.\"},\n{\"title\": \"Sonicare FlexCare Whitening Edition Rechargeable Toothbrush Premium 2-Pack Bundle HX6964/77 (2 FlexCare Handles, 2 DiamondClean & 2 Plaque Control Brush Heads, 2 USB Charging Travel Cases)\", \"asin\": \"B07635CRS3\", \"price\": \"$169.98\", \"delivery\": \"Prime members get FREE delivery Fri, May 2 Or Non-members get FREE delivery Sun, May 4\"},\n{\"title\": \"Sonicare DiamondClean Connected Rechargeable Battery Powered Toothbrush 2-Pack Pink/White\", \"asin\": \"B09ML2YM1H\", \"price\": \"$249.99\", \"delivery\": \"FREE delivery May 6 - 8 Or fastest delivery May 2 - 6 Only 7 left in stock - order soon.\"},\n{\"title\": \"Power Flosser 3000, White, HX3711/20 & 4100 Power Toothbrush, Rechargeable Electric Toothbrush with Pressure Sensor, Black\", \"asin\": \"B0CTLWX8K3\", \"price\": \"$129.92\", \"delivery\": \"Delivery Thu, May 1\"},\n{\"title\": \"Sonicare Dailyclean Rechargeable Electric Toothbrush, 2 Count\", \"asin\": \"B09K8RYDK3\", \"price\": \"$79.90\", \"delivery\": \"Prime members get FREE delivery Thu, May 1 Or Non-members get FREE delivery Sun, May 4 Only 3 left in stock - order soon.\"},\n{\"title\": \"One Electric Toothbrush by Sonicare HY1100/51 - Micro Vibrations, Soft bristles That Gently Polish and whiten teeths, 3 Month Battery Life, 2 Minute Timer and Quadpacer Red\", \"asin\": \"B0BBZNZQYF\", \"price\": \"$16.99\", \"delivery\": \"Prime members get FREE delivery Thu, May 1 Or Non-members get FREE delivery Sun, May 4 on $35 of items shipped by Amazon\"},\n{\"title\": \"Battery Powered Sonicare Diamond Clean Rechargeable Toothbrush for Complete Oral Care 2-Pack Handles \\uff08Black\", \"asin\": \"B0BF8PLVNP\", \"price\": \"$299.99\", \"delivery\": \"FREE delivery May 5 - 7 Only 5 left in stock - order soon.\"},\n{\"title\": \"Sonicare Protective Clean Rechargeable Toothbrushes 2 Handless 3 Brush Heads & 2 Travel Case & 2 Chargers\", \"asin\": \"B079VYSF5Z\", \"delivery\": \"\"},\n{\"title\": \"Sonicare DiamondClean Smart 9500 Series Rechargeable Electric Power Toothbrush with Charging Travel Case, Complete Oral Care, Black, Frustration Free Packaging, HX9924/35\", \"asin\": \"B07C2S9RBJ\", \"delivery\": \"\"},\n{\"title\": \"Sonicare DiamondClean Holiday Family Bundle - Electric Rechargeable Power Toothbrush Soft Bristles Oral Care Gum Clean 5-Modes Travel Case Glass Charger Pink/White + Sponge Cloth\", \"asin\": \"B08Q86YPNR\", \"delivery\": \"\"},\n{\"title\": \"Sonicare HX8911/02 HealthyWhite+ Rechargeable Electric Toothbrush, White\", \"asin\": \"B00YAR86BY\", \"delivery\": \"\"}]\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\": \"2025-04-30T03:03:03.455Z\", // 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": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:09.575Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:19.353Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:37.129Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:42.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:44.065Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:46.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:48.178Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:52.629Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:54.589Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:58.427Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:01.796Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:02.753Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:22.856Z", "action": "purchase", "action_argument": "B0BP69X89N"}
{"timestamp": "2025-04-19T03:51:36.642Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:54:35.038Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:40.413Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:43.314Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:46.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:49.266Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:54.153Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-23T20:30:32.001Z", "action": "input", "action_argument": "patio cat"}
{"timestamp": "2025-04-23T20:30:42.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:30:48.621Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:31:24.619Z", "action": "click_product", "action_argument": "B0BKZKL1F7"}
{"timestamp": "2025-04-23T20:31:30.911Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-23T20:31:42.421Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:31:43.076Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:31:45.282Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:32:13.978Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:32:15.905Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:32:20.304Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:32:30.473Z", "action": "input", "action_argument": "green Balcony "}
{"timestamp": "2025-04-23T20:32:30.489Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-23T20:32:38.943Z", "action": "click_product", "action_argument": "B0053G9SHM"}
{"timestamp": "2025-04-23T20:33:07.012Z", "action": "click_product", "action_argument": "B0D8W8DZJZ"}
{"timestamp": "2025-04-26T01:58:46.860Z", "action": "input", "action_argument": "Primal Pork Formula Nuggets Grain-Free Raw Freeze-Dried Cat Food"}
{"timestamp": "2025-04-26T01:58:49.610Z", "action": "click_product", "action_argument": "B00W2XM4IO"}
{"timestamp": "2025-04-26T02:15:32.150Z", "action": "click_product", "action_argument": "B07YYJLKFW"}
{"timestamp": "2025-04-26T02:16:19.301Z", "action": "purchase", "action_argument": "B07YYJLKFW"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-30T02:11:55.144Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-30T03:02:59.933Z", "action": "input", "action_argument": "Philips Sonicare - 9900 Prestige Rechargeable Electric Toothbrush with SenseIQ - Champagne"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "Philips Sonicare - 9900 Prestige Rechargeable Electric Toothbrush with SenseIQ - Champagne"}],
"cart_items": [{"title": "Ioensy Tiger Pattern Carpet Floor Mat Doormat Ornament Modern Cute Bath Mat Home Decor Rug Balcony Bedroom Living Room, Orange", "asin": "B0DNFHW6JT", "price": "$18.79", "quantity": "1"}],
"ads": [{"title": "Go to detail page for \"Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07.\" Limited time Deal. Price was $179.96. Current price is $149.96 after 17% off. Eligible for Prime.", "asin": "B084X7BKF3"},
{"title": "Go to detail page for \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34.\" Price $99.96. Eligible for Prime.", "asin": "B084TM4XKG"},
{"title": "Go to detail page for \"Philips Sonicare 4100 Rechargeable Electric Toothbrush, with Pressure Sensor, 2 Intensity Settings, SmarTimer and QuadPacer, 14-Day Battery Life, Black, Model HX3681/24.\" Price $39.96. Eligible for Prime. Best seller.", "asin": "B09LD7WRVS"}],
"search_results": [{"title": "9900 Prestige Rechargeable Electric Power Toothbrush with SenseIQ, Midnight, HX9990/12", "asin": "B08YCVJKXV", "price": "$329.96", "delivery": "Prime members get FREE delivery Thu, May 1 Or Non-members get FREE delivery Sun, May 4"},
{"title": "Sonicare Protective Clean 9900 Rechargeable Electric Power Toothbrush, Charging Travel Case with USB Charging, Soft Brush Head, Champagne with Accessories", "asin": "B0CJTY61ZJ", "price": "$279.99", "delivery": "FREE delivery Fri, May 9 Or fastest delivery Fri, May 2 Only 1 left in stock - order soon."},
{"title": "DiamondClean Smart 9300 Electric Toothbrush, Sonic Toothbrush with App, Pressure Sensor, Brush Head Detection, 4 Brushing Modes and 3 Intensity Levels, Black, Model HX9903/15", "asin": "B0CM426N2Y", "price": "$199.96", "delivery": "Prime members get FREE delivery Thu, May 1 Or Non-members get FREE delivery Sun, May 4"},
{"title": "DiamondClean Smart 9500 Electric Toothbrush, Sonic Toothbrush with App, Pressure Sensor, Brush Head Detection, 5 Brushing Modes and 3 Intensity Levels, White, Model HX9923/01", "asin": "B0CM43DYLG", "price": "$249.96", "delivery": "Prime members get FREE delivery Thu, May 1 Or Non-members get FREE delivery Sun, May 4"},
{"title": "9900 Prestige Rechargeable Electric Power Toothbrush with SenseIQ, Champagne, HX9990/11 & Cordless Power Flosser 3000 - Black", "asin": "B0CTX9KGFM", "price": "$409.92", "delivery": "Delivery May 5 - 8"},
{"title": "9000 Special Edition Rechargeable Toothbrush, Pink/White, HX9911/90", "asin": "B0B5VQQW6R", "price": "$159.99", "delivery": "Prime members get FREE delivery Thu, May 1 Or Non-members get FREE delivery Sun, May 4"},
{"title": "9900 Prestige Rechargeable Electric Power Toothbrush with SenseIQ, Champagne, HX9990/11 & for Kids 3+ Bluetooth Connected Rechargeable Electric Power Toothbrush", "asin": "B0CXF7LCFM", "price": "$364.92", "delivery": "Delivery Thu, May 1"},
{"title": "ExpertClean 7500 Black, Rechargeable Electric Power Toothbrush, HX9690/05", "asin": "B07TGQP8G1", "price": "$169.96", "delivery": "Prime members get FREE delivery Thu, May 1 Or Non-members get FREE delivery Sun, May 4"},
{"title": "9900 Prestige Rechargeable Electric Power Toothbrush with SenseIQ, Pink, HX9990/13 & Cordless Power Flosser 3000 - Mint", "asin": "B0CX5DYMZ9", "price": "$409.92", "delivery": "Delivery Fri, May 2"},
{"title": "ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07", "asin": "B084X7BKF3", "price": "$149.96", "delivery": "Prime members get FREE delivery Thu, May 1 Or Non-members get FREE delivery Sun, May 4"},
{"title": "ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$99.96", "delivery": "Prime members get FREE delivery Thu, May 1 Or Non-members get FREE delivery Sun, May 4"},
{"title": "DiamondClean Smart 9700 Electric Toothbrush, Sonic Toothbrush with App, Pressure Sensor, Brush Head Detection, 5 Brushing Modes and 3 Intensity Levels, Lunar Blue, Model HX9957/71", "asin": "B0CM41TKPD", "price": "$279.99", "delivery": "Prime members get FREE delivery Thu, May 1 Or Non-members get FREE delivery Sun, May 4"},
{"title": "ProtectiveClean 6100 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Travel Case, White, Model HX6877/21", "asin": "B078GVDB18", "price": "$109.96", "delivery": "Prime members get FREE delivery Thu, May 1 Or Non-members get FREE delivery Sun, May 4"},
{"title": "4100 Rechargeable Electric Toothbrush, with Pressure Sensor, 2 Intensity Settings, SmarTimer and QuadPacer, 14-Day Battery Life, Black, Model HX3681/24", "asin": "B09LD7WRVS", "price": "$39.96", "delivery": "Prime members get FREE delivery Thu, May 1 Or Non-members get FREE delivery Sun, May 4"},
{"title": "DiamondClean Smart 9750 Electric Toothbrush, Sonic Toothbrush with App, Pressure Sensor, Brush Head Detection, 5 Brushing Modes and 3 Intensity Levels, Rosegold, HX9924/67", "asin": "B0CM418165", "price": "$279.96", "delivery": "Prime members get FREE delivery Thu, May 1 Or Non-members get FREE delivery Sun, May 4"},
{"title": "ProtectiveClean 5100 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Travel Case, Black, Model HX6850/60", "asin": "B078GVH2VJ", "price": "$79.96", "delivery": "Prime members get FREE delivery Thu, May 1 Or Non-members get FREE delivery Sun, May 4"},
{"title": "9900 Prestige Rechargeable Electric Power Toothbrush with SenseIQ, Midnight, HX9990/12 & Cordless Power Flosser 3000 - Black", "asin": "B0CTX9KWZ6", "price": "$409.92", "delivery": "Delivery May 5 - 8"},
{"title": "9900 Prestige Rechargeable Electric Power Toothbrush with SenseIQ, Pink, HX9990/13 & for Kids 3+ Bluetooth Connected Rechargeable Electric Power Toothbrush", "asin": "B0CX5GW34K", "price": "$364.92", "delivery": "Delivery Thu, May 1"},
{"title": "9900 Prestige Rechargeable Electric Power Toothbrush with SenseIQ & for Kids 3+ Bluetooth Connected Rechargeable Electric Power Toothbrush", "asin": "B0CTXC2NGL", "price": "$364.92", "delivery": "Delivery Thu, May 1"},
{"title": "1100 Power Toothbrush, Rechargeable Electric Toothbrush, White Grey HX3641/02", "asin": "B09LD8VXLX", "price": "$19.96", "delivery": "Prime members get FREE delivery Fri, May 2 Or Non-members get FREE delivery Sun, May 4 on $35 of items shipped by Amazon"},
{"title": "9900 Prestige Rechargeable Electric Power Toothbrush with SenseIQ, Midnight, HX9990/12 & for Kids Design a Pet Edition, Corded Electric, Brush Head Bundle, BD1005/AZ", "asin": "B0CXF7KFDH", "price": "$365.92", "delivery": "Delivery Thu, May 1"},
{"title": "9900 Prestige Rechargeable Electric Power Toothbrush & for Kids 3+ Bluetooth Connected Rechargeable Electric Power Toothbrush, Interactive for Better Brushing, Turquoise, HX6321/02", "asin": "B0CTX9G7LH", "price": "$364.92", "delivery": "Delivery Thu, May 1"},
{"title": "2100 Power Toothbrush, Rechargeable Electric Toothbrush, White Mint, HX3661/04", "asin": "B09LD8PTNJ", "price": "$29.96", "delivery": "Prime members get FREE delivery Thu, May 1 Or Non-members get FREE delivery Sun, May 4 on $35 of items shipped by Amazon"},
{"title": "Sonicare Electric Toothbrush with DiamondClean Brush Head, Phillips Sonicare Rechargeable Toothbrush with Pressure Sensor, Travel Case, Sonic Electronic Toothbrush (Pink)", "asin": "B0D3FL916L", "price": "$78.99", "delivery": "Prime members get FREE delivery Thu, May 1 Or Non-members get FREE delivery Sun, May 4"},
{"title": "One by Sonicare Rechargeable Toothbrush, Snow, HY1200/27", "asin": "B0C8KQ48JW", "price": "$29.96", "delivery": "Prime members get FREE delivery Thu, May 1 Or Non-members get FREE delivery Sun, May 4 on $35 of items shipped by Amazon"},
{"title": "Sonicare DiamondClean 9000 Connected Rechargeable Electric Power Toothbrush, 2-Pack, Pink + White - Bluetooth, 3 Intensities, 2 Weeks Operating time, Charging Travel Case", "asin": "B0BF5G844L", "price": "$379.99", "delivery": "FREE delivery May 5 - 8 Or fastest delivery Thu, May 1 Only 2 left in stock - order soon."},
{"title": "Sonicare Electric Toothbrush with DiamondClean Brush Head 2-Pack Bundle, Rechargeable Electric Tooth Brush with Pressure Sensor, Sonic Electronic Toothbrush, Travel Case, Pink & Blue", "asin": "B0C4847XY2", "price": "$149.00", "delivery": "Prime members get FREE delivery Fri, May 2 Or Non-members get FREE delivery Sun, May 4"},
{"title": "Sonicare ProtectiveClean 4100 Electric Rechargeable Toothbrush, Plaque Control, Pink", "asin": "B0BL42FC2W", "price": "$59.69", "delivery": "Prime members get FREE delivery Thu, May 1 Or Non-members get FREE delivery Sun, May 4"},
{"title": "Sonicare ProtectiveClean Electric Toothbrush with Plaque Control Brush Head, Rechargeable Sonicare Toothbrush with Pressure Sensor, Phillips Sonic Toothbrush, Gum Health Brush Head", "asin": "B0CY3L6T8C", "price": "$99.99", "delivery": "Prime members get FREE delivery Fri, May 2 Or Non-members get FREE delivery Sun, May 4 Only 8 left in stock - order soon."},
{"title": "Sonicare Corded Electric DailyClean Rechargeable Toothbrush with Smoocu Case, SmarTimer and Quadpacer", "asin": "B0C4799ZLW", "price": "$69.99", "delivery": "Prime members get FREE delivery Thu, May 1 Or Non-members get FREE delivery Sun, May 4"},
{"title": "One by Sonicare Rechargeable Toothbrush, Shimmer, HY1200/05", "asin": "B09B1C9L85", "price": "$29.96", "delivery": "Prime members get FREE delivery Thu, May 1 Or Non-members get FREE delivery Sun, May 4 on $35 of items shipped by Amazon"},
{"title": "ExpertClean 7700 Rechargeable Electric Toothbrush with Bluetooth & UV Sanitizer, HX9630/17, Pink", "asin": "B08CGQ1XWF", "price": "$129.99", "delivery": "FREE delivery May 2 - 7"},
{"title": "Sonicare ProtectiveClean 4100 Rechargeable Electric Toothbrush Packaging May Vary, White, 1 Count", "asin": "B078GVDB19", "price": "$49.95", "delivery": "FREE delivery Sun, May 4 Or fastest delivery Sat, May 3 Only 15 left in stock - order soon."},
{"title": "Electric Toothbrush with DiamondClean Brush Head, Phillips Sonicare Rechargeable Toothbrush with Pressure Sensor, Sonic Electronic Toothbrush, Travel Case, Black 1.0 Count", "asin": "B0BWNY7ZZS", "price": "$99.99", "delivery": "Prime members get FREE delivery Thu, May 1 Or Non-members get FREE delivery Sun, May 4"},
{"title": "ExpertClean 7500, Rechargeable Electric Power Toothbrush, Black, HX9690/05 & Cordless Power Flosser 3000 - Black", "asin": "B0CX5FT5Y6", "price": "$249.92", "delivery": "Delivery May 5 - 8"},
{"title": "e-Series Electric Sonic Toothbrush - Rechargeable Screw-On Electronic Tooth Brush for Adults with 3 Modes & Timer - IPX7 Waterproof, Long-Lasting Battery & Wireless Charging Base - White", "asin": "B0DD62Z666", "price": "$39.95", "delivery": "Prime members get FREE delivery Thu, May 1 Or Non-members get FREE delivery Sun, May 4"},
{"title": "Sonicare Optimal Clean Rechargeable Electric Toothbrush, 2-pack", "asin": "B0BRK9S2CF", "price": "$94.99", "delivery": "FREE delivery May 6 - 8 Or fastest delivery May 2 - 6 Only 4 left in stock - order soon."},
{"title": "Norelco S9000 Prestige Electric Shaver w/Qi Wireless Charging & Quick Clean Pod for Dry/Wet Use, SenseIQ Tech, Efficient, Fast Charge, One-Touch Open, Premium Case - Champagne Gold", "asin": "B0DQ2F5QBN", "price": "$349.95", "delivery": "FREE delivery May 5 - 7 Or fastest delivery Fri, May 2 Only 1 left in stock - order soon."},
{"title": "Sonicare FlexCare Whitening Edition Rechargeable Toothbrush Premium 2-Pack Bundle HX6964/77 (2 FlexCare Handles, 2 DiamondClean & 2 Plaque Control Brush Heads, 2 USB Charging Travel Cases)", "asin": "B07635CRS3", "price": "$169.98", "delivery": "Prime members get FREE delivery Fri, May 2 Or Non-members get FREE delivery Sun, May 4"},
{"title": "Sonicare DiamondClean Connected Rechargeable Battery Powered Toothbrush 2-Pack Pink/White", "asin": "B09ML2YM1H", "price": "$249.99", "delivery": "FREE delivery May 6 - 8 Or fastest delivery May 2 - 6 Only 7 left in stock - order soon."},
{"title": "Power Flosser 3000, White, HX3711/20 & 4100 Power Toothbrush, Rechargeable Electric Toothbrush with Pressure Sensor, Black", "asin": "B0CTLWX8K3", "price": "$129.92", "delivery": "Delivery Thu, May 1"},
{"title": "Sonicare Dailyclean Rechargeable Electric Toothbrush, 2 Count", "asin": "B09K8RYDK3", "price": "$79.90", "delivery": "Prime members get FREE delivery Thu, May 1 Or Non-members get FREE delivery Sun, May 4 Only 3 left in stock - order soon."},
{"title": "One Electric Toothbrush by Sonicare HY1100/51 - Micro Vibrations, Soft bristles That Gently Polish and whiten teeths, 3 Month Battery Life, 2 Minute Timer and Quadpacer Red", "asin": "B0BBZNZQYF", "price": "$16.99", "delivery": "Prime members get FREE delivery Thu, May 1 Or Non-members get FREE delivery Sun, May 4 on $35 of items shipped by Amazon"},
{"title": "Battery Powered Sonicare Diamond Clean Rechargeable Toothbrush for Complete Oral Care 2-Pack Handles \uff08Black", "asin": "B0BF8PLVNP", "price": "$299.99", "delivery": "FREE delivery May 5 - 7 Only 5 left in stock - order soon."},
{"title": "Sonicare Protective Clean Rechargeable Toothbrushes 2 Handless 3 Brush Heads & 2 Travel Case & 2 Chargers", "asin": "B079VYSF5Z", "delivery": ""},
{"title": "Sonicare DiamondClean Smart 9500 Series Rechargeable Electric Power Toothbrush with Charging Travel Case, Complete Oral Care, Black, Frustration Free Packaging, HX9924/35", "asin": "B07C2S9RBJ", "delivery": ""},
{"title": "Sonicare DiamondClean Holiday Family Bundle - Electric Rechargeable Power Toothbrush Soft Bristles Oral Care Gum Clean 5-Modes Travel Case Glass Charger Pink/White + Sponge Cloth", "asin": "B08Q86YPNR", "delivery": ""},
{"title": "Sonicare HX8911/02 HealthyWhite+ Rechargeable Electric Toothbrush, White", "asin": "B00YAR86BY", "delivery": ""}]
<|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": "2025-04-30T03:03:03.455Z", // 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>
|
2025-04-30T03:03:03.455Z
|
click_product
|
B08YCVJKXV
|
rule
|
2025-04-30T03:03:03.455Z
|
click_product
|
B08YCVJKXV
|
train
| 185 |
2025-04-30T03:03:03.455Z
|
click_product
|
B08YCVJKXV
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
{"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:09.575Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:19.353Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:37.129Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:42.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:44.065Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:46.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:48.178Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:52.629Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:54.589Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:58.427Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:01.796Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:02.753Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:22.856Z", "action": "purchase", "action_argument": "B0BP69X89N"}
{"timestamp": "2025-04-19T03:51:36.642Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:54:35.038Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:40.413Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:43.314Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:46.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:49.266Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:54.153Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-23T20:30:32.001Z", "action": "input", "action_argument": "patio cat"}
{"timestamp": "2025-04-23T20:30:42.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:30:48.621Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:31:24.619Z", "action": "click_product", "action_argument": "B0BKZKL1F7"}
{"timestamp": "2025-04-23T20:31:30.911Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-23T20:31:42.421Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:31:43.076Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:31:45.282Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:32:13.978Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:32:15.905Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:32:20.304Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:32:30.473Z", "action": "input", "action_argument": "green Balcony "}
{"timestamp": "2025-04-23T20:32:30.489Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-23T20:32:38.943Z", "action": "click_product", "action_argument": "B0053G9SHM"}
{"timestamp": "2025-04-23T20:33:07.012Z", "action": "click_product", "action_argument": "B0D8W8DZJZ"}
{"timestamp": "2025-04-26T01:58:46.860Z", "action": "input", "action_argument": "Primal Pork Formula Nuggets Grain-Free Raw Freeze-Dried Cat Food"}
{"timestamp": "2025-04-26T01:58:49.610Z", "action": "click_product", "action_argument": "B00W2XM4IO"}
{"timestamp": "2025-04-26T02:15:32.150Z", "action": "click_product", "action_argument": "B07YYJLKFW"}
{"timestamp": "2025-04-26T02:16:19.301Z", "action": "purchase", "action_argument": "B07YYJLKFW"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-30T02:11:55.144Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-30T03:02:59.933Z", "action": "input", "action_argument": "Philips Sonicare - 9900 Prestige Rechargeable Electric Toothbrush with SenseIQ - Champagne"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "Philips Sonicare - 9900 Prestige Rechargeable Electric Toothbrush with SenseIQ - Champagne"}],
"cart_items": [{"title": "Ioensy Tiger Pattern Carpet Floor Mat Doormat Ornament Modern Cute Bath Mat Home Decor Rug Balcony Bedroom Living Room, Orange", "asin": "B0DNFHW6JT", "price": "$18.79", "quantity": "1"}],
"ads": [{"title": "Go to detail page for \"Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07.\" Limited time Deal. Price was $179.96. Current price is $149.96 after 17% off. Eligible for Prime.", "asin": "B084X7BKF3"},
{"title": "Go to detail page for \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34.\" Price $99.96. Eligible for Prime.", "asin": "B084TM4XKG"},
{"title": "Go to detail page for \"Philips Sonicare 4100 Rechargeable Electric Toothbrush, with Pressure Sensor, 2 Intensity Settings, SmarTimer and QuadPacer, 14-Day Battery Life, Black, Model HX3681/24.\" Price $39.96. Eligible for Prime. Best seller.", "asin": "B09LD7WRVS"}],
"search_results": [{"title": "9900 Prestige Rechargeable Electric Power Toothbrush with SenseIQ, Midnight, HX9990/12", "asin": "B08YCVJKXV", "price": "$329.96", "delivery": "Prime members get FREE delivery Thu, May 1 Or Non-members get FREE delivery Sun, May 4"},
{"title": "Sonicare Protective Clean 9900 Rechargeable Electric Power Toothbrush, Charging Travel Case with USB Charging, Soft Brush Head, Champagne with Accessories", "asin": "B0CJTY61ZJ", "price": "$279.99", "delivery": "FREE delivery Fri, May 9 Or fastest delivery Fri, May 2 Only 1 left in stock - order soon."},
{"title": "DiamondClean Smart 9300 Electric Toothbrush, Sonic Toothbrush with App, Pressure Sensor, Brush Head Detection, 4 Brushing Modes and 3 Intensity Levels, Black, Model HX9903/15", "asin": "B0CM426N2Y", "price": "$199.96", "delivery": "Prime members get FREE delivery Thu, May 1 Or Non-members get FREE delivery Sun, May 4"},
{"title": "DiamondClean Smart 9500 Electric Toothbrush, Sonic Toothbrush with App, Pressure Sensor, Brush Head Detection, 5 Brushing Modes and 3 Intensity Levels, White, Model HX9923/01", "asin": "B0CM43DYLG", "price": "$249.96", "delivery": "Prime members get FREE delivery Thu, May 1 Or Non-members get FREE delivery Sun, May 4"},
{"title": "9900 Prestige Rechargeable Electric Power Toothbrush with SenseIQ, Champagne, HX9990/11 & Cordless Power Flosser 3000 - Black", "asin": "B0CTX9KGFM", "price": "$409.92", "delivery": "Delivery May 5 - 8"},
{"title": "9000 Special Edition Rechargeable Toothbrush, Pink/White, HX9911/90", "asin": "B0B5VQQW6R", "price": "$159.99", "delivery": "Prime members get FREE delivery Thu, May 1 Or Non-members get FREE delivery Sun, May 4"},
{"title": "9900 Prestige Rechargeable Electric Power Toothbrush with SenseIQ, Champagne, HX9990/11 & for Kids 3+ Bluetooth Connected Rechargeable Electric Power Toothbrush", "asin": "B0CXF7LCFM", "price": "$364.92", "delivery": "Delivery Thu, May 1"},
{"title": "ExpertClean 7500 Black, Rechargeable Electric Power Toothbrush, HX9690/05", "asin": "B07TGQP8G1", "price": "$169.96", "delivery": "Prime members get FREE delivery Thu, May 1 Or Non-members get FREE delivery Sun, May 4"},
{"title": "9900 Prestige Rechargeable Electric Power Toothbrush with SenseIQ, Pink, HX9990/13 & Cordless Power Flosser 3000 - Mint", "asin": "B0CX5DYMZ9", "price": "$409.92", "delivery": "Delivery Fri, May 2"},
{"title": "ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07", "asin": "B084X7BKF3", "price": "$149.96", "delivery": "Prime members get FREE delivery Thu, May 1 Or Non-members get FREE delivery Sun, May 4"},
{"title": "ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$99.96", "delivery": "Prime members get FREE delivery Thu, May 1 Or Non-members get FREE delivery Sun, May 4"},
{"title": "DiamondClean Smart 9700 Electric Toothbrush, Sonic Toothbrush with App, Pressure Sensor, Brush Head Detection, 5 Brushing Modes and 3 Intensity Levels, Lunar Blue, Model HX9957/71", "asin": "B0CM41TKPD", "price": "$279.99", "delivery": "Prime members get FREE delivery Thu, May 1 Or Non-members get FREE delivery Sun, May 4"},
{"title": "ProtectiveClean 6100 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Travel Case, White, Model HX6877/21", "asin": "B078GVDB18", "price": "$109.96", "delivery": "Prime members get FREE delivery Thu, May 1 Or Non-members get FREE delivery Sun, May 4"},
{"title": "4100 Rechargeable Electric Toothbrush, with Pressure Sensor, 2 Intensity Settings, SmarTimer and QuadPacer, 14-Day Battery Life, Black, Model HX3681/24", "asin": "B09LD7WRVS", "price": "$39.96", "delivery": "Prime members get FREE delivery Thu, May 1 Or Non-members get FREE delivery Sun, May 4"},
{"title": "DiamondClean Smart 9750 Electric Toothbrush, Sonic Toothbrush with App, Pressure Sensor, Brush Head Detection, 5 Brushing Modes and 3 Intensity Levels, Rosegold, HX9924/67", "asin": "B0CM418165", "price": "$279.96", "delivery": "Prime members get FREE delivery Thu, May 1 Or Non-members get FREE delivery Sun, May 4"},
{"title": "ProtectiveClean 5100 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Travel Case, Black, Model HX6850/60", "asin": "B078GVH2VJ", "price": "$79.96", "delivery": "Prime members get FREE delivery Thu, May 1 Or Non-members get FREE delivery Sun, May 4"},
{"title": "9900 Prestige Rechargeable Electric Power Toothbrush with SenseIQ, Midnight, HX9990/12 & Cordless Power Flosser 3000 - Black", "asin": "B0CTX9KWZ6", "price": "$409.92", "delivery": "Delivery May 5 - 8"},
{"title": "9900 Prestige Rechargeable Electric Power Toothbrush with SenseIQ, Pink, HX9990/13 & for Kids 3+ Bluetooth Connected Rechargeable Electric Power Toothbrush", "asin": "B0CX5GW34K", "price": "$364.92", "delivery": "Delivery Thu, May 1"},
{"title": "9900 Prestige Rechargeable Electric Power Toothbrush with SenseIQ & for Kids 3+ Bluetooth Connected Rechargeable Electric Power Toothbrush", "asin": "B0CTXC2NGL", "price": "$364.92", "delivery": "Delivery Thu, May 1"},
{"title": "1100 Power Toothbrush, Rechargeable Electric Toothbrush, White Grey HX3641/02", "asin": "B09LD8VXLX", "price": "$19.96", "delivery": "Prime members get FREE delivery Fri, May 2 Or Non-members get FREE delivery Sun, May 4 on $35 of items shipped by Amazon"},
{"title": "9900 Prestige Rechargeable Electric Power Toothbrush with SenseIQ, Midnight, HX9990/12 & for Kids Design a Pet Edition, Corded Electric, Brush Head Bundle, BD1005/AZ", "asin": "B0CXF7KFDH", "price": "$365.92", "delivery": "Delivery Thu, May 1"},
{"title": "9900 Prestige Rechargeable Electric Power Toothbrush & for Kids 3+ Bluetooth Connected Rechargeable Electric Power Toothbrush, Interactive for Better Brushing, Turquoise, HX6321/02", "asin": "B0CTX9G7LH", "price": "$364.92", "delivery": "Delivery Thu, May 1"},
{"title": "2100 Power Toothbrush, Rechargeable Electric Toothbrush, White Mint, HX3661/04", "asin": "B09LD8PTNJ", "price": "$29.96", "delivery": "Prime members get FREE delivery Thu, May 1 Or Non-members get FREE delivery Sun, May 4 on $35 of items shipped by Amazon"},
{"title": "Sonicare Electric Toothbrush with DiamondClean Brush Head, Phillips Sonicare Rechargeable Toothbrush with Pressure Sensor, Travel Case, Sonic Electronic Toothbrush (Pink)", "asin": "B0D3FL916L", "price": "$78.99", "delivery": "Prime members get FREE delivery Thu, May 1 Or Non-members get FREE delivery Sun, May 4"},
{"title": "One by Sonicare Rechargeable Toothbrush, Snow, HY1200/27", "asin": "B0C8KQ48JW", "price": "$29.96", "delivery": "Prime members get FREE delivery Thu, May 1 Or Non-members get FREE delivery Sun, May 4 on $35 of items shipped by Amazon"},
{"title": "Sonicare DiamondClean 9000 Connected Rechargeable Electric Power Toothbrush, 2-Pack, Pink + White - Bluetooth, 3 Intensities, 2 Weeks Operating time, Charging Travel Case", "asin": "B0BF5G844L", "price": "$379.99", "delivery": "FREE delivery May 5 - 8 Or fastest delivery Thu, May 1 Only 2 left in stock - order soon."},
{"title": "Sonicare Electric Toothbrush with DiamondClean Brush Head 2-Pack Bundle, Rechargeable Electric Tooth Brush with Pressure Sensor, Sonic Electronic Toothbrush, Travel Case, Pink & Blue", "asin": "B0C4847XY2", "price": "$149.00", "delivery": "Prime members get FREE delivery Fri, May 2 Or Non-members get FREE delivery Sun, May 4"},
{"title": "Sonicare ProtectiveClean 4100 Electric Rechargeable Toothbrush, Plaque Control, Pink", "asin": "B0BL42FC2W", "price": "$59.69", "delivery": "Prime members get FREE delivery Thu, May 1 Or Non-members get FREE delivery Sun, May 4"},
{"title": "Sonicare ProtectiveClean Electric Toothbrush with Plaque Control Brush Head, Rechargeable Sonicare Toothbrush with Pressure Sensor, Phillips Sonic Toothbrush, Gum Health Brush Head", "asin": "B0CY3L6T8C", "price": "$99.99", "delivery": "Prime members get FREE delivery Fri, May 2 Or Non-members get FREE delivery Sun, May 4 Only 8 left in stock - order soon."},
{"title": "Sonicare Corded Electric DailyClean Rechargeable Toothbrush with Smoocu Case, SmarTimer and Quadpacer", "asin": "B0C4799ZLW", "price": "$69.99", "delivery": "Prime members get FREE delivery Thu, May 1 Or Non-members get FREE delivery Sun, May 4"},
{"title": "One by Sonicare Rechargeable Toothbrush, Shimmer, HY1200/05", "asin": "B09B1C9L85", "price": "$29.96", "delivery": "Prime members get FREE delivery Thu, May 1 Or Non-members get FREE delivery Sun, May 4 on $35 of items shipped by Amazon"},
{"title": "ExpertClean 7700 Rechargeable Electric Toothbrush with Bluetooth & UV Sanitizer, HX9630/17, Pink", "asin": "B08CGQ1XWF", "price": "$129.99", "delivery": "FREE delivery May 2 - 7"},
{"title": "Sonicare ProtectiveClean 4100 Rechargeable Electric Toothbrush Packaging May Vary, White, 1 Count", "asin": "B078GVDB19", "price": "$49.95", "delivery": "FREE delivery Sun, May 4 Or fastest delivery Sat, May 3 Only 15 left in stock - order soon."},
{"title": "Electric Toothbrush with DiamondClean Brush Head, Phillips Sonicare Rechargeable Toothbrush with Pressure Sensor, Sonic Electronic Toothbrush, Travel Case, Black 1.0 Count", "asin": "B0BWNY7ZZS", "price": "$99.99", "delivery": "Prime members get FREE delivery Thu, May 1 Or Non-members get FREE delivery Sun, May 4"},
{"title": "ExpertClean 7500, Rechargeable Electric Power Toothbrush, Black, HX9690/05 & Cordless Power Flosser 3000 - Black", "asin": "B0CX5FT5Y6", "price": "$249.92", "delivery": "Delivery May 5 - 8"},
{"title": "e-Series Electric Sonic Toothbrush - Rechargeable Screw-On Electronic Tooth Brush for Adults with 3 Modes & Timer - IPX7 Waterproof, Long-Lasting Battery & Wireless Charging Base - White", "asin": "B0DD62Z666", "price": "$39.95", "delivery": "Prime members get FREE delivery Thu, May 1 Or Non-members get FREE delivery Sun, May 4"},
{"title": "Sonicare Optimal Clean Rechargeable Electric Toothbrush, 2-pack", "asin": "B0BRK9S2CF", "price": "$94.99", "delivery": "FREE delivery May 6 - 8 Or fastest delivery May 2 - 6 Only 4 left in stock - order soon."},
{"title": "Norelco S9000 Prestige Electric Shaver w/Qi Wireless Charging & Quick Clean Pod for Dry/Wet Use, SenseIQ Tech, Efficient, Fast Charge, One-Touch Open, Premium Case - Champagne Gold", "asin": "B0DQ2F5QBN", "price": "$349.95", "delivery": "FREE delivery May 5 - 7 Or fastest delivery Fri, May 2 Only 1 left in stock - order soon."},
{"title": "Sonicare FlexCare Whitening Edition Rechargeable Toothbrush Premium 2-Pack Bundle HX6964/77 (2 FlexCare Handles, 2 DiamondClean & 2 Plaque Control Brush Heads, 2 USB Charging Travel Cases)", "asin": "B07635CRS3", "price": "$169.98", "delivery": "Prime members get FREE delivery Fri, May 2 Or Non-members get FREE delivery Sun, May 4"},
{"title": "Sonicare DiamondClean Connected Rechargeable Battery Powered Toothbrush 2-Pack Pink/White", "asin": "B09ML2YM1H", "price": "$249.99", "delivery": "FREE delivery May 6 - 8 Or fastest delivery May 2 - 6 Only 7 left in stock - order soon."},
{"title": "Power Flosser 3000, White, HX3711/20 & 4100 Power Toothbrush, Rechargeable Electric Toothbrush with Pressure Sensor, Black", "asin": "B0CTLWX8K3", "price": "$129.92", "delivery": "Delivery Thu, May 1"},
{"title": "Sonicare Dailyclean Rechargeable Electric Toothbrush, 2 Count", "asin": "B09K8RYDK3", "price": "$79.90", "delivery": "Prime members get FREE delivery Thu, May 1 Or Non-members get FREE delivery Sun, May 4 Only 3 left in stock - order soon."},
{"title": "One Electric Toothbrush by Sonicare HY1100/51 - Micro Vibrations, Soft bristles That Gently Polish and whiten teeths, 3 Month Battery Life, 2 Minute Timer and Quadpacer Red", "asin": "B0BBZNZQYF", "price": "$16.99", "delivery": "Prime members get FREE delivery Thu, May 1 Or Non-members get FREE delivery Sun, May 4 on $35 of items shipped by Amazon"},
{"title": "Battery Powered Sonicare Diamond Clean Rechargeable Toothbrush for Complete Oral Care 2-Pack Handles \uff08Black", "asin": "B0BF8PLVNP", "price": "$299.99", "delivery": "FREE delivery May 5 - 7 Only 5 left in stock - order soon."},
{"title": "Sonicare Protective Clean Rechargeable Toothbrushes 2 Handless 3 Brush Heads & 2 Travel Case & 2 Chargers", "asin": "B079VYSF5Z", "delivery": ""},
{"title": "Sonicare DiamondClean Smart 9500 Series Rechargeable Electric Power Toothbrush with Charging Travel Case, Complete Oral Care, Black, Frustration Free Packaging, HX9924/35", "asin": "B07C2S9RBJ", "delivery": ""},
{"title": "Sonicare DiamondClean Holiday Family Bundle - Electric Rechargeable Power Toothbrush Soft Bristles Oral Care Gum Clean 5-Modes Travel Case Glass Charger Pink/White + Sponge Cloth", "asin": "B08Q86YPNR", "delivery": ""},
{"title": "Sonicare HX8911/02 HealthyWhite+ Rechargeable Electric Toothbrush, White", "asin": "B00YAR86BY", "delivery": ""}]
<|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": "2025-04-30T03:03:03.455Z", // 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\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.118Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.784Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:24.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:25.183Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:26.504Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.057Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.913Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:29.854Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:44.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:46.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:48.814Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:50.736Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:53.308Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:54.367Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:56.259Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:57.946Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:59.424Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:00.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:01.760Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:02.699Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:03.813Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:08.833Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:11.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:12.836Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:13.881Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:14.707Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.060Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.723Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:19.004Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:20.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:22.157Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:24.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:33.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:37.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:38.533Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:41.516Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:46.088Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:47.799Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:50.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:49:09.575Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:49:19.353Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:37.129Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:42.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:44.065Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:46.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:48.178Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:52.629Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:54.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:58.427Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:50:01.796Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:50:02.753Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:50:22.856Z\", \"action\": \"purchase\", \"action_argument\": \"B0BP69X89N\"}\n{\"timestamp\": \"2025-04-19T03:51:36.642Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-19T03:54:35.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:40.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:43.314Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:46.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:49.266Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:54.153Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-23T20:30:32.001Z\", \"action\": \"input\", \"action_argument\": \"patio cat\"}\n{\"timestamp\": \"2025-04-23T20:30:42.388Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:30:48.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:31:24.619Z\", \"action\": \"click_product\", \"action_argument\": \"B0BKZKL1F7\"}\n{\"timestamp\": \"2025-04-23T20:31:30.911Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-23T20:31:42.421Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:31:43.076Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:31:45.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:32:13.978Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:32:15.905Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:32:20.304Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:32:30.473Z\", \"action\": \"input\", \"action_argument\": \"green Balcony \"}\n{\"timestamp\": \"2025-04-23T20:32:30.489Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-23T20:32:38.943Z\", \"action\": \"click_product\", \"action_argument\": \"B0053G9SHM\"}\n{\"timestamp\": \"2025-04-23T20:33:07.012Z\", \"action\": \"click_product\", \"action_argument\": \"B0D8W8DZJZ\"}\n{\"timestamp\": \"2025-04-26T01:58:46.860Z\", \"action\": \"input\", \"action_argument\": \"Primal Pork Formula Nuggets Grain-Free Raw Freeze-Dried Cat Food\"}\n{\"timestamp\": \"2025-04-26T01:58:49.610Z\", \"action\": \"click_product\", \"action_argument\": \"B00W2XM4IO\"}\n{\"timestamp\": \"2025-04-26T02:15:32.150Z\", \"action\": \"click_product\", \"action_argument\": \"B07YYJLKFW\"}\n{\"timestamp\": \"2025-04-26T02:16:19.301Z\", \"action\": \"purchase\", \"action_argument\": \"B07YYJLKFW\"}\n{\"timestamp\": \"2025-04-30T02:11:55.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-30T03:02:59.933Z\", \"action\": \"input\", \"action_argument\": \"Philips Sonicare - 9900 Prestige Rechargeable Electric Toothbrush with SenseIQ - Champagne\"}\n{\"timestamp\": \"2025-04-30T03:03:03.455Z\", \"action\": \"click_product\", \"action_argument\": \"B08YCVJKXV\"}\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\": \"wiper blades for mazda 3\"}],\n\"promotion_items\": [{\"title\": \"Windshield Wiper Blades Replacement for Mazda 3 2010 2011 2012 2013 Original Factory Quality Front Rear Wipers Blade Set for My Car - 24\\\" 19\\\" 14\\\" (Pack of 3)\", \"asin\": \"B0C8LR2FK8\", \"price\": \"$20.87\", \"quantity\": \"\"},\n{\"title\": \"24\\\" 18\\\" 12\\\" Windshield Wiper Blades Replacement for 2014 2015 2016 2017 2018 Mazda 3 Premium All Weather Front Rear Wipers Set - OEM Quality (Pack of 3)\", \"asin\": \"B0D2KC8L8F\", \"price\": \"$21.59\", \"quantity\": \"\"},\n{\"title\": \"Windshield Wiper Blades Replacement for 2014 2015 2016 2017 2018 Mazda 3 Original Factory Quality Front Rear Wipers Blade Set for Car - 24\\\" 18\\\" 12\\\" (Piece of 3)\", \"asin\": \"B0C655N3GZ\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"TRICO Gold 24\\\" + 18\\\" Premium Automotive Replacement Windshield Wiper Blades (Set of 2), Passenger and Driver Side All-Weather Beam Wiper Blades for Select Vehicle Models\", \"asin\": \"B0843D22H3\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"3 Factory Wiper Blade Replacement for Mazda CX-5 CX-9 02/2017-2021 2022 2023 Original Equipment Windshield Window Wiper Blades Set - 24\\\"/18\\\"/14\\\"(Set of 3)\", \"asin\": \"B09S8J9SLJ\", \"price\": \"$24.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"3 Factory Wiper Blade Replacement for Mazda CX-5 CX-9 02/2017-2021 2022 2023 Original Equipment Windshield Window Wiper Blades Set - 24\\\"/18\\\"/14\\\"(Set of 3).\\\" Rated 4.4 out of 5 stars by 9797 reviews. Eligible for Prime.\", \"asin\": \"B09S8J9SLJ\"},\n{\"title\": \"Go to detail page for \\\"3 Factory Wiper Blade Replacement for Subaru Impreza 2017-2020 2021 2022 2023 Crosstrek 2018-2021 2022 2023 Original Equipment Windshield Window Wiper Blades Blades Set - 26\\\"/16\\\"/12\\\"(Set of 3).\\\" Rated 4.4 out of 5 stars by 9797 reviews. Eligible for Prime.\", \"asin\": \"B09SCZ9PGS\"},\n{\"title\": \"Go to detail page for \\\"3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\\\"/17\\\"/14\\\"(Set of 3).\\\" Rated 4.4 out of 5 stars by 9797 reviews. Eligible for Prime.\", \"asin\": \"B09SCYVVC1\"}],\n\"search_results\": [{\"title\": \"Windshield Wiper Blades Replacement for Mazda 3 2010 2011 2012 2013 Original Factory Quality Front Rear Wipers Blade Set for My Car - 24\\\" 19\\\" 14\\\" (Pack of 3)\", \"asin\": \"B0C8LR2FK8\", \"price\": \"$20.87\", \"delivery\": \"Prime members get FREE delivery Sat, May 3 Or Non-members get FREE delivery Tue, May 6 on $35 of items shipped by Amazon\"},\n{\"title\": \"3 wipers Replacement for Mazda 3 2014-2018, Windshield Wiper Blades Original Equipment Replacement - 24\\\"/18\\\"/12\\\" (Set of 3) U/J Hook\", \"asin\": \"B08CRH82FT\", \"price\": \"$21.59\", \"delivery\": \"Prime members get FREE delivery Sun, May 4 Or Non-members get FREE delivery Tue, May 6 on $35 of items shipped by Amazon\"},\n{\"title\": \"Rain-X 810164 Latitude 24\\\" & 18\\\" Wiper Blades Replacement Set for Chevrolet Equinox 2018-2024, Toyota Corolla 2002-2008, Chevrolet Cruze 2011-2015, Nissan Frontier 2005-2021, Jeep Compass 2018-2022\", \"asin\": \"B084D2RHTL\", \"price\": \"$36.99\", \"delivery\": \"Prime members get FREE delivery Sat, May 3 Or Non-members get FREE delivery Tue, May 6\"},\n{\"title\": \"OEM QUALITY 24\\\" + 18\\\" Premium All-Seasons Stable And Quiet Windshield Wiper Blades(Set of 2)\", \"asin\": \"B08BHK9JHD\", \"price\": \"$19.99\", \"delivery\": \"Prime members get FREE delivery Sat, May 3 Or Non-members get FREE delivery Tue, May 6 on $35 of items shipped by Amazon\"},\n{\"title\": \"Rain-X WeatherBeater 24\\\" & 18\\\" Wiper Blades Replacements Set for Chevrolet Equinox 2018-2024, Toyota Corolla 2002-2008, Chevrolet Cruze 2011-2015, Nissan Frontier 2005-2021, Jeep Compass 2018-2022\", \"asin\": \"B084CXRZM8\", \"price\": \"$25.99\", \"delivery\": \"Prime members get FREE delivery Sat, May 3 Or Non-members get FREE delivery Tue, May 6 on $35 of items shipped by Amazon\"},\n{\"title\": \"3Pcs Mazda 3 Windshield Wiper Blades for 2014 2015 2016 2017 2018 Mazda-3, Original Equipment Automotive Replacement Windshield Wiper Blades for My Car - 24\\\"/18\\\"/12A\\\" (Pack of 3) J- HOOK\", \"asin\": \"B0BW3QR8GK\", \"price\": \"$19.99\", \"delivery\": \"Prime members get FREE delivery Sun, May 4 Or Non-members get FREE delivery Tue, May 6 on $35 of items shipped by Amazon\"},\n{\"title\": \"26\\\" 17\\\" 14\\\" Windshield Wiper Blades Replacement for Mazda 3 2019 2020 2021 2022 2023 Premium All Weather Front Rear Wipers Set - OEM Quality (Pack of 3)\", \"asin\": \"B0DCY8X7RW\", \"price\": \"$23.39\", \"delivery\": \"Prime members get FREE delivery Sat, May 3 Or Non-members get FREE delivery Tue, May 6 on $35 of items shipped by Amazon\"},\n{\"title\": \"Windshield Wiper Blades Replacement for Mazda 3 2014 2015 2016 2017 2018,Original Equipment Replacement Front Rear Wiper Blade Set- 24\\\" 18\\\" 12\\\" (Set of 3)\", \"asin\": \"B0D568BFMN\", \"price\": \"$18.88\", \"delivery\": \"Prime members get FREE delivery Sat, May 3 Or Non-members get FREE delivery Tue, May 6 on $35 of items shipped by Amazon\"},\n{\"title\": \"3 wipers Replacement for 2010-2013 Mazda 3, Windshield Wiper Blades Original Equipment Replacement - 24\\\"/19\\\"/14\\\" (Set of 3) U/J HOOK\", \"asin\": \"B0CWRQZCRL\", \"price\": \"$23.99\", \"delivery\": \"Prime members get FREE delivery Sat, May 3 Or Non-members get FREE delivery Tue, May 6 on $35 of items shipped by Amazon\"},\n{\"title\": \"3 Factory Wiper Blade Replacement for Mazda CX-5 CX-9 02/2017-2021 2022 2023 Original Equipment Windshield Window Wiper Blades Set - 24\\\"/18\\\"/14\\\"(Set of 3)\", \"asin\": \"B09S8J9SLJ\", \"price\": \"$24.99\", \"delivery\": \"Prime members get FREE delivery Sat, May 3 Or Non-members get FREE delivery Tue, May 6 on $35 of items shipped by Amazon\"},\n{\"title\": \"Windshield Wiper Blades Compatible With Mazda 3 2010 2011 2012 2013 Original Factory Quality Front Rear Wipers Blade Set for My Car - 24\\\" 19\\\" 14\\\" (Pack of 3)\", \"asin\": \"B0D3Z82JG5\", \"price\": \"$19.99\", \"delivery\": \"Prime members get FREE delivery Sat, May 3 Or Non-members get FREE delivery Tue, May 6 on $35 of items shipped by Amazon Only 7 left in stock - order soon.\"},\n{\"title\": \"TRICO Gold 24\\\" + 18\\\" Premium Automotive Replacement Windshield Wiper Blades (Set of 2), Passenger and Driver Side All-Weather Beam Wiper Blades for Select Vehicle Models\", \"asin\": \"B0843D22H3\", \"price\": \"$31.99\", \"delivery\": \"Prime members get FREE delivery Sat, May 3 Or Non-members get FREE delivery Tue, May 6 on $35 of items shipped by Amazon\"},\n{\"title\": \"Windshield Wiper Blades Replacement for Mazda 3 2010 2011 2012 2013 Original Factory Quality Front Rear Wipers Blade Set for My Car - 24\\\" 19\\\" 14\\\" (Pack of 3)\", \"asin\": \"B0C8LR2FK8\", \"price\": \"$20.87\", \"delivery\": \"Prime members get FREE delivery Sat, May 3 Or Non-members get FREE delivery Tue, May 6 on $35 of items shipped by Amazon\"},\n{\"title\": \"Windshield Wiper Blades Replacement for 2014 2015 2016 2017 2018 Mazda 3 Original Factory Quality Front Rear Wipers Blade Set for Car - 24\\\" 18\\\" 12\\\" (Piece of 3)\", \"asin\": \"B0C655N3GZ\", \"price\": \"$23.99\", \"delivery\": \"Prime members get FREE delivery Sat, May 3 Or Non-members get FREE delivery Tue, May 6 on $35 of items shipped by Amazon\"},\n{\"title\": \"Wiper Blades for Mazda 3 Hatchback 2019 2020 2021 2022 2023 2024, OEM Quality Windshield Wipers Include Front 26 17 Inch and Rear Blade 14 Inch, Easy to Install Replacement Wipers Pack of 3\", \"asin\": \"B0D7TP9QT6\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Tue, May 6 on $35 of items shipped by Amazon Or fastest delivery Mon, May 5 Only 11 left in stock - order soon.\"},\n{\"title\": \"3 wipers Replacement for Mazda 3 2014 2015 2016 2017 2018, Windshield Wiper Blades Original Equipment Replacement - 24\\\"/18\\\"/12A\\\" (Set of 3) U/J HOOK\", \"asin\": \"B0B9GZN7HX\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Tue, May 6 on $35 of items shipped by Amazon Or fastest delivery Mon, May 5 Only 2 left in stock - order soon.\"},\n{\"title\": \"Windshield Wiper Blades Replacement for 2014 2015 2016 2017 2018 Mazda 3 Original Factory Quality Front Rear Wipers Blade Set for Car - 24\\\" 18\\\" 12\\\" (Piece of 3)\", \"asin\": \"B0C655N3GZ\", \"price\": \"$23.99\", \"delivery\": \"Prime members get FREE delivery Sat, May 3 Or Non-members get FREE delivery Tue, May 6 on $35 of items shipped by Amazon\"},\n{\"title\": \"24\\\" + 18\\\" Windshield Wiper Blade Original Equipment Automotive Replacement J/U Hook Front Blades Compatible with Mazda 3 2014-2018 6 2009-2017 CX-5 2013-2016 (Pack of 2)\", \"asin\": \"B0CZRWFNQS\", \"price\": \"$17.99\", \"delivery\": \"Prime members get FREE delivery Sun, May 4 Or Non-members get FREE delivery Tue, May 6 on $35 of items shipped by Amazon\"},\n{\"title\": \"12\\\" Rear Wiper Blade Compatible with Mazda 3 2014-2018,Nissan Armada 2005-2020,Cube 2009-2014,Micra 2015-2019,Pathfinder 2004-2012,Quest 2011-2017 Back Window Wiper blades 12-B\", \"asin\": \"B0CJ4NMH7C\", \"price\": \"$6.99\", \"delivery\": \"Prime members get FREE delivery Sat, May 3 Or Non-members get FREE delivery Tue, May 6 on $35 of items shipped by Amazon\"},\n{\"title\": \"TRICO Gold\\u2122 (18-2617) 26 & 17 Inch Pack of 2 Automotive Replacement Windshield Wiper Blades for My Car Super Premium All Weather Beam Blade for Select Vehicle Models\", \"asin\": \"B0843D1SL9\", \"price\": \"$27.02\", \"delivery\": \"Prime members get FREE delivery Sun, May 4 Or Non-members get FREE delivery Tue, May 6 on $35 of items shipped by Amazon\"},\n{\"title\": \"Gavimnal\\u00ae 24\\\"+18\\\"+12\\\" Silicone Wiper Blades Replacement For Mazda 3 2014-2018,All-Season Front Rear Windshield Wiper Blades(Set of 3)\", \"asin\": \"B0DG5Q9LPY\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Wed, May 7 on $35 of items shipped by Amazon Or fastest delivery Mon, May 5 Only 17 left in stock - order soon.\"},\n{\"title\": \"TRICO Diamond\\u2122 (25-2618) 26 Inch & 18 inch pack of 2 High Performance Automotive Replacement Windshield Wiper Blades For My Car Super Premium All Weather Beam Blade for Select Vehicle Models\", \"asin\": \"B0843CW16D\", \"price\": \"$38.99\", \"delivery\": \"Prime members get FREE delivery Sat, May 3 Or Non-members get FREE delivery Tue, May 6\"}]\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\": \"2025-05-01T20:17:16.273Z\", // 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": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:09.575Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:19.353Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:37.129Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:42.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:44.065Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:46.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:48.178Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:52.629Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:54.589Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:58.427Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:01.796Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:02.753Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:22.856Z", "action": "purchase", "action_argument": "B0BP69X89N"}
{"timestamp": "2025-04-19T03:51:36.642Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:54:35.038Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:40.413Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:43.314Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:46.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:49.266Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:54.153Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-23T20:30:32.001Z", "action": "input", "action_argument": "patio cat"}
{"timestamp": "2025-04-23T20:30:42.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:30:48.621Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:31:24.619Z", "action": "click_product", "action_argument": "B0BKZKL1F7"}
{"timestamp": "2025-04-23T20:31:30.911Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-23T20:31:42.421Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:31:43.076Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:31:45.282Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:32:13.978Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:32:15.905Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:32:20.304Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:32:30.473Z", "action": "input", "action_argument": "green Balcony "}
{"timestamp": "2025-04-23T20:32:30.489Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-23T20:32:38.943Z", "action": "click_product", "action_argument": "B0053G9SHM"}
{"timestamp": "2025-04-23T20:33:07.012Z", "action": "click_product", "action_argument": "B0D8W8DZJZ"}
{"timestamp": "2025-04-26T01:58:46.860Z", "action": "input", "action_argument": "Primal Pork Formula Nuggets Grain-Free Raw Freeze-Dried Cat Food"}
{"timestamp": "2025-04-26T01:58:49.610Z", "action": "click_product", "action_argument": "B00W2XM4IO"}
{"timestamp": "2025-04-26T02:15:32.150Z", "action": "click_product", "action_argument": "B07YYJLKFW"}
{"timestamp": "2025-04-26T02:16:19.301Z", "action": "purchase", "action_argument": "B07YYJLKFW"}
{"timestamp": "2025-04-30T02:11:55.144Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-30T03:02:59.933Z", "action": "input", "action_argument": "Philips Sonicare - 9900 Prestige Rechargeable Electric Toothbrush with SenseIQ - Champagne"}
{"timestamp": "2025-04-30T03:03:03.455Z", "action": "click_product", "action_argument": "B08YCVJKXV"}
<|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": "wiper blades for mazda 3"}],
"promotion_items": [{"title": "Windshield Wiper Blades Replacement for Mazda 3 2010 2011 2012 2013 Original Factory Quality Front Rear Wipers Blade Set for My Car - 24\" 19\" 14\" (Pack of 3)", "asin": "B0C8LR2FK8", "price": "$20.87", "quantity": ""},
{"title": "24\" 18\" 12\" Windshield Wiper Blades Replacement for 2014 2015 2016 2017 2018 Mazda 3 Premium All Weather Front Rear Wipers Set - OEM Quality (Pack of 3)", "asin": "B0D2KC8L8F", "price": "$21.59", "quantity": ""},
{"title": "Windshield Wiper Blades Replacement for 2014 2015 2016 2017 2018 Mazda 3 Original Factory Quality Front Rear Wipers Blade Set for Car - 24\" 18\" 12\" (Piece of 3)", "asin": "B0C655N3GZ", "price": "$23.99", "quantity": ""},
{"title": "TRICO Gold 24\" + 18\" Premium Automotive Replacement Windshield Wiper Blades (Set of 2), Passenger and Driver Side All-Weather Beam Wiper Blades for Select Vehicle Models", "asin": "B0843D22H3", "price": "$31.99", "quantity": ""},
{"title": "3 Factory Wiper Blade Replacement for Mazda CX-5 CX-9 02/2017-2021 2022 2023 Original Equipment Windshield Window Wiper Blades Set - 24\"/18\"/14\"(Set of 3)", "asin": "B09S8J9SLJ", "price": "$24.99", "quantity": ""}],
"ads": [{"title": "Go to detail page for \"3 Factory Wiper Blade Replacement for Mazda CX-5 CX-9 02/2017-2021 2022 2023 Original Equipment Windshield Window Wiper Blades Set - 24\"/18\"/14\"(Set of 3).\" Rated 4.4 out of 5 stars by 9797 reviews. Eligible for Prime.", "asin": "B09S8J9SLJ"},
{"title": "Go to detail page for \"3 Factory Wiper Blade Replacement for Subaru Impreza 2017-2020 2021 2022 2023 Crosstrek 2018-2021 2022 2023 Original Equipment Windshield Window Wiper Blades Blades Set - 26\"/16\"/12\"(Set of 3).\" Rated 4.4 out of 5 stars by 9797 reviews. Eligible for Prime.", "asin": "B09SCZ9PGS"},
{"title": "Go to detail page for \"3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\"/17\"/14\"(Set of 3).\" Rated 4.4 out of 5 stars by 9797 reviews. Eligible for Prime.", "asin": "B09SCYVVC1"}],
"search_results": [{"title": "Windshield Wiper Blades Replacement for Mazda 3 2010 2011 2012 2013 Original Factory Quality Front Rear Wipers Blade Set for My Car - 24\" 19\" 14\" (Pack of 3)", "asin": "B0C8LR2FK8", "price": "$20.87", "delivery": "Prime members get FREE delivery Sat, May 3 Or Non-members get FREE delivery Tue, May 6 on $35 of items shipped by Amazon"},
{"title": "3 wipers Replacement for Mazda 3 2014-2018, Windshield Wiper Blades Original Equipment Replacement - 24\"/18\"/12\" (Set of 3) U/J Hook", "asin": "B08CRH82FT", "price": "$21.59", "delivery": "Prime members get FREE delivery Sun, May 4 Or Non-members get FREE delivery Tue, May 6 on $35 of items shipped by Amazon"},
{"title": "Rain-X 810164 Latitude 24\" & 18\" Wiper Blades Replacement Set for Chevrolet Equinox 2018-2024, Toyota Corolla 2002-2008, Chevrolet Cruze 2011-2015, Nissan Frontier 2005-2021, Jeep Compass 2018-2022", "asin": "B084D2RHTL", "price": "$36.99", "delivery": "Prime members get FREE delivery Sat, May 3 Or Non-members get FREE delivery Tue, May 6"},
{"title": "OEM QUALITY 24\" + 18\" Premium All-Seasons Stable And Quiet Windshield Wiper Blades(Set of 2)", "asin": "B08BHK9JHD", "price": "$19.99", "delivery": "Prime members get FREE delivery Sat, May 3 Or Non-members get FREE delivery Tue, May 6 on $35 of items shipped by Amazon"},
{"title": "Rain-X WeatherBeater 24\" & 18\" Wiper Blades Replacements Set for Chevrolet Equinox 2018-2024, Toyota Corolla 2002-2008, Chevrolet Cruze 2011-2015, Nissan Frontier 2005-2021, Jeep Compass 2018-2022", "asin": "B084CXRZM8", "price": "$25.99", "delivery": "Prime members get FREE delivery Sat, May 3 Or Non-members get FREE delivery Tue, May 6 on $35 of items shipped by Amazon"},
{"title": "3Pcs Mazda 3 Windshield Wiper Blades for 2014 2015 2016 2017 2018 Mazda-3, Original Equipment Automotive Replacement Windshield Wiper Blades for My Car - 24\"/18\"/12A\" (Pack of 3) J- HOOK", "asin": "B0BW3QR8GK", "price": "$19.99", "delivery": "Prime members get FREE delivery Sun, May 4 Or Non-members get FREE delivery Tue, May 6 on $35 of items shipped by Amazon"},
{"title": "26\" 17\" 14\" Windshield Wiper Blades Replacement for Mazda 3 2019 2020 2021 2022 2023 Premium All Weather Front Rear Wipers Set - OEM Quality (Pack of 3)", "asin": "B0DCY8X7RW", "price": "$23.39", "delivery": "Prime members get FREE delivery Sat, May 3 Or Non-members get FREE delivery Tue, May 6 on $35 of items shipped by Amazon"},
{"title": "Windshield Wiper Blades Replacement for Mazda 3 2014 2015 2016 2017 2018,Original Equipment Replacement Front Rear Wiper Blade Set- 24\" 18\" 12\" (Set of 3)", "asin": "B0D568BFMN", "price": "$18.88", "delivery": "Prime members get FREE delivery Sat, May 3 Or Non-members get FREE delivery Tue, May 6 on $35 of items shipped by Amazon"},
{"title": "3 wipers Replacement for 2010-2013 Mazda 3, Windshield Wiper Blades Original Equipment Replacement - 24\"/19\"/14\" (Set of 3) U/J HOOK", "asin": "B0CWRQZCRL", "price": "$23.99", "delivery": "Prime members get FREE delivery Sat, May 3 Or Non-members get FREE delivery Tue, May 6 on $35 of items shipped by Amazon"},
{"title": "3 Factory Wiper Blade Replacement for Mazda CX-5 CX-9 02/2017-2021 2022 2023 Original Equipment Windshield Window Wiper Blades Set - 24\"/18\"/14\"(Set of 3)", "asin": "B09S8J9SLJ", "price": "$24.99", "delivery": "Prime members get FREE delivery Sat, May 3 Or Non-members get FREE delivery Tue, May 6 on $35 of items shipped by Amazon"},
{"title": "Windshield Wiper Blades Compatible With Mazda 3 2010 2011 2012 2013 Original Factory Quality Front Rear Wipers Blade Set for My Car - 24\" 19\" 14\" (Pack of 3)", "asin": "B0D3Z82JG5", "price": "$19.99", "delivery": "Prime members get FREE delivery Sat, May 3 Or Non-members get FREE delivery Tue, May 6 on $35 of items shipped by Amazon Only 7 left in stock - order soon."},
{"title": "TRICO Gold 24\" + 18\" Premium Automotive Replacement Windshield Wiper Blades (Set of 2), Passenger and Driver Side All-Weather Beam Wiper Blades for Select Vehicle Models", "asin": "B0843D22H3", "price": "$31.99", "delivery": "Prime members get FREE delivery Sat, May 3 Or Non-members get FREE delivery Tue, May 6 on $35 of items shipped by Amazon"},
{"title": "Windshield Wiper Blades Replacement for Mazda 3 2010 2011 2012 2013 Original Factory Quality Front Rear Wipers Blade Set for My Car - 24\" 19\" 14\" (Pack of 3)", "asin": "B0C8LR2FK8", "price": "$20.87", "delivery": "Prime members get FREE delivery Sat, May 3 Or Non-members get FREE delivery Tue, May 6 on $35 of items shipped by Amazon"},
{"title": "Windshield Wiper Blades Replacement for 2014 2015 2016 2017 2018 Mazda 3 Original Factory Quality Front Rear Wipers Blade Set for Car - 24\" 18\" 12\" (Piece of 3)", "asin": "B0C655N3GZ", "price": "$23.99", "delivery": "Prime members get FREE delivery Sat, May 3 Or Non-members get FREE delivery Tue, May 6 on $35 of items shipped by Amazon"},
{"title": "Wiper Blades for Mazda 3 Hatchback 2019 2020 2021 2022 2023 2024, OEM Quality Windshield Wipers Include Front 26 17 Inch and Rear Blade 14 Inch, Easy to Install Replacement Wipers Pack of 3", "asin": "B0D7TP9QT6", "price": "$25.99", "delivery": "FREE delivery Tue, May 6 on $35 of items shipped by Amazon Or fastest delivery Mon, May 5 Only 11 left in stock - order soon."},
{"title": "3 wipers Replacement for Mazda 3 2014 2015 2016 2017 2018, Windshield Wiper Blades Original Equipment Replacement - 24\"/18\"/12A\" (Set of 3) U/J HOOK", "asin": "B0B9GZN7HX", "price": "$19.99", "delivery": "FREE delivery Tue, May 6 on $35 of items shipped by Amazon Or fastest delivery Mon, May 5 Only 2 left in stock - order soon."},
{"title": "Windshield Wiper Blades Replacement for 2014 2015 2016 2017 2018 Mazda 3 Original Factory Quality Front Rear Wipers Blade Set for Car - 24\" 18\" 12\" (Piece of 3)", "asin": "B0C655N3GZ", "price": "$23.99", "delivery": "Prime members get FREE delivery Sat, May 3 Or Non-members get FREE delivery Tue, May 6 on $35 of items shipped by Amazon"},
{"title": "24\" + 18\" Windshield Wiper Blade Original Equipment Automotive Replacement J/U Hook Front Blades Compatible with Mazda 3 2014-2018 6 2009-2017 CX-5 2013-2016 (Pack of 2)", "asin": "B0CZRWFNQS", "price": "$17.99", "delivery": "Prime members get FREE delivery Sun, May 4 Or Non-members get FREE delivery Tue, May 6 on $35 of items shipped by Amazon"},
{"title": "12\" Rear Wiper Blade Compatible with Mazda 3 2014-2018,Nissan Armada 2005-2020,Cube 2009-2014,Micra 2015-2019,Pathfinder 2004-2012,Quest 2011-2017 Back Window Wiper blades 12-B", "asin": "B0CJ4NMH7C", "price": "$6.99", "delivery": "Prime members get FREE delivery Sat, May 3 Or Non-members get FREE delivery Tue, May 6 on $35 of items shipped by Amazon"},
{"title": "TRICO Gold\u2122 (18-2617) 26 & 17 Inch Pack of 2 Automotive Replacement Windshield Wiper Blades for My Car Super Premium All Weather Beam Blade for Select Vehicle Models", "asin": "B0843D1SL9", "price": "$27.02", "delivery": "Prime members get FREE delivery Sun, May 4 Or Non-members get FREE delivery Tue, May 6 on $35 of items shipped by Amazon"},
{"title": "Gavimnal\u00ae 24\"+18\"+12\" Silicone Wiper Blades Replacement For Mazda 3 2014-2018,All-Season Front Rear Windshield Wiper Blades(Set of 3)", "asin": "B0DG5Q9LPY", "price": "$23.99", "delivery": "FREE delivery Wed, May 7 on $35 of items shipped by Amazon Or fastest delivery Mon, May 5 Only 17 left in stock - order soon."},
{"title": "TRICO Diamond\u2122 (25-2618) 26 Inch & 18 inch pack of 2 High Performance Automotive Replacement Windshield Wiper Blades For My Car Super Premium All Weather Beam Blade for Select Vehicle Models", "asin": "B0843CW16D", "price": "$38.99", "delivery": "Prime members get FREE delivery Sat, May 3 Or Non-members get FREE delivery Tue, May 6"}]
<|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": "2025-05-01T20:17:16.273Z", // 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>
|
2025-05-01T20:17:16.273Z
|
click_product
|
B084D2RHTL
|
rule
|
2025-05-01T20:17:16.273Z
|
click_product
|
B084D2RHTL
|
train
| 186 |
2025-05-01T20:17:16.273Z
|
click_product
|
B084D2RHTL
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:09.575Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:19.353Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:37.129Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:42.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:44.065Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:46.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:48.178Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:52.629Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:54.589Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:58.427Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:01.796Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:02.753Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:22.856Z", "action": "purchase", "action_argument": "B0BP69X89N"}
{"timestamp": "2025-04-19T03:51:36.642Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:54:35.038Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:40.413Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:43.314Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:46.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:49.266Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:54.153Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-23T20:30:32.001Z", "action": "input", "action_argument": "patio cat"}
{"timestamp": "2025-04-23T20:30:42.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:30:48.621Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:31:24.619Z", "action": "click_product", "action_argument": "B0BKZKL1F7"}
{"timestamp": "2025-04-23T20:31:30.911Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-23T20:31:42.421Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:31:43.076Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:31:45.282Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:32:13.978Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:32:15.905Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:32:20.304Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:32:30.473Z", "action": "input", "action_argument": "green Balcony "}
{"timestamp": "2025-04-23T20:32:30.489Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-23T20:32:38.943Z", "action": "click_product", "action_argument": "B0053G9SHM"}
{"timestamp": "2025-04-23T20:33:07.012Z", "action": "click_product", "action_argument": "B0D8W8DZJZ"}
{"timestamp": "2025-04-26T01:58:46.860Z", "action": "input", "action_argument": "Primal Pork Formula Nuggets Grain-Free Raw Freeze-Dried Cat Food"}
{"timestamp": "2025-04-26T01:58:49.610Z", "action": "click_product", "action_argument": "B00W2XM4IO"}
{"timestamp": "2025-04-26T02:15:32.150Z", "action": "click_product", "action_argument": "B07YYJLKFW"}
{"timestamp": "2025-04-26T02:16:19.301Z", "action": "purchase", "action_argument": "B07YYJLKFW"}
{"timestamp": "2025-04-30T02:11:55.144Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-30T03:02:59.933Z", "action": "input", "action_argument": "Philips Sonicare - 9900 Prestige Rechargeable Electric Toothbrush with SenseIQ - Champagne"}
{"timestamp": "2025-04-30T03:03:03.455Z", "action": "click_product", "action_argument": "B08YCVJKXV"}
<|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": "wiper blades for mazda 3"}],
"promotion_items": [{"title": "Windshield Wiper Blades Replacement for Mazda 3 2010 2011 2012 2013 Original Factory Quality Front Rear Wipers Blade Set for My Car - 24\" 19\" 14\" (Pack of 3)", "asin": "B0C8LR2FK8", "price": "$20.87", "quantity": ""},
{"title": "24\" 18\" 12\" Windshield Wiper Blades Replacement for 2014 2015 2016 2017 2018 Mazda 3 Premium All Weather Front Rear Wipers Set - OEM Quality (Pack of 3)", "asin": "B0D2KC8L8F", "price": "$21.59", "quantity": ""},
{"title": "Windshield Wiper Blades Replacement for 2014 2015 2016 2017 2018 Mazda 3 Original Factory Quality Front Rear Wipers Blade Set for Car - 24\" 18\" 12\" (Piece of 3)", "asin": "B0C655N3GZ", "price": "$23.99", "quantity": ""},
{"title": "TRICO Gold 24\" + 18\" Premium Automotive Replacement Windshield Wiper Blades (Set of 2), Passenger and Driver Side All-Weather Beam Wiper Blades for Select Vehicle Models", "asin": "B0843D22H3", "price": "$31.99", "quantity": ""},
{"title": "3 Factory Wiper Blade Replacement for Mazda CX-5 CX-9 02/2017-2021 2022 2023 Original Equipment Windshield Window Wiper Blades Set - 24\"/18\"/14\"(Set of 3)", "asin": "B09S8J9SLJ", "price": "$24.99", "quantity": ""}],
"ads": [{"title": "Go to detail page for \"3 Factory Wiper Blade Replacement for Mazda CX-5 CX-9 02/2017-2021 2022 2023 Original Equipment Windshield Window Wiper Blades Set - 24\"/18\"/14\"(Set of 3).\" Rated 4.4 out of 5 stars by 9797 reviews. Eligible for Prime.", "asin": "B09S8J9SLJ"},
{"title": "Go to detail page for \"3 Factory Wiper Blade Replacement for Subaru Impreza 2017-2020 2021 2022 2023 Crosstrek 2018-2021 2022 2023 Original Equipment Windshield Window Wiper Blades Blades Set - 26\"/16\"/12\"(Set of 3).\" Rated 4.4 out of 5 stars by 9797 reviews. Eligible for Prime.", "asin": "B09SCZ9PGS"},
{"title": "Go to detail page for \"3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\"/17\"/14\"(Set of 3).\" Rated 4.4 out of 5 stars by 9797 reviews. Eligible for Prime.", "asin": "B09SCYVVC1"}],
"search_results": [{"title": "Windshield Wiper Blades Replacement for Mazda 3 2010 2011 2012 2013 Original Factory Quality Front Rear Wipers Blade Set for My Car - 24\" 19\" 14\" (Pack of 3)", "asin": "B0C8LR2FK8", "price": "$20.87", "delivery": "Prime members get FREE delivery Sat, May 3 Or Non-members get FREE delivery Tue, May 6 on $35 of items shipped by Amazon"},
{"title": "3 wipers Replacement for Mazda 3 2014-2018, Windshield Wiper Blades Original Equipment Replacement - 24\"/18\"/12\" (Set of 3) U/J Hook", "asin": "B08CRH82FT", "price": "$21.59", "delivery": "Prime members get FREE delivery Sun, May 4 Or Non-members get FREE delivery Tue, May 6 on $35 of items shipped by Amazon"},
{"title": "Rain-X 810164 Latitude 24\" & 18\" Wiper Blades Replacement Set for Chevrolet Equinox 2018-2024, Toyota Corolla 2002-2008, Chevrolet Cruze 2011-2015, Nissan Frontier 2005-2021, Jeep Compass 2018-2022", "asin": "B084D2RHTL", "price": "$36.99", "delivery": "Prime members get FREE delivery Sat, May 3 Or Non-members get FREE delivery Tue, May 6"},
{"title": "OEM QUALITY 24\" + 18\" Premium All-Seasons Stable And Quiet Windshield Wiper Blades(Set of 2)", "asin": "B08BHK9JHD", "price": "$19.99", "delivery": "Prime members get FREE delivery Sat, May 3 Or Non-members get FREE delivery Tue, May 6 on $35 of items shipped by Amazon"},
{"title": "Rain-X WeatherBeater 24\" & 18\" Wiper Blades Replacements Set for Chevrolet Equinox 2018-2024, Toyota Corolla 2002-2008, Chevrolet Cruze 2011-2015, Nissan Frontier 2005-2021, Jeep Compass 2018-2022", "asin": "B084CXRZM8", "price": "$25.99", "delivery": "Prime members get FREE delivery Sat, May 3 Or Non-members get FREE delivery Tue, May 6 on $35 of items shipped by Amazon"},
{"title": "3Pcs Mazda 3 Windshield Wiper Blades for 2014 2015 2016 2017 2018 Mazda-3, Original Equipment Automotive Replacement Windshield Wiper Blades for My Car - 24\"/18\"/12A\" (Pack of 3) J- HOOK", "asin": "B0BW3QR8GK", "price": "$19.99", "delivery": "Prime members get FREE delivery Sun, May 4 Or Non-members get FREE delivery Tue, May 6 on $35 of items shipped by Amazon"},
{"title": "26\" 17\" 14\" Windshield Wiper Blades Replacement for Mazda 3 2019 2020 2021 2022 2023 Premium All Weather Front Rear Wipers Set - OEM Quality (Pack of 3)", "asin": "B0DCY8X7RW", "price": "$23.39", "delivery": "Prime members get FREE delivery Sat, May 3 Or Non-members get FREE delivery Tue, May 6 on $35 of items shipped by Amazon"},
{"title": "Windshield Wiper Blades Replacement for Mazda 3 2014 2015 2016 2017 2018,Original Equipment Replacement Front Rear Wiper Blade Set- 24\" 18\" 12\" (Set of 3)", "asin": "B0D568BFMN", "price": "$18.88", "delivery": "Prime members get FREE delivery Sat, May 3 Or Non-members get FREE delivery Tue, May 6 on $35 of items shipped by Amazon"},
{"title": "3 wipers Replacement for 2010-2013 Mazda 3, Windshield Wiper Blades Original Equipment Replacement - 24\"/19\"/14\" (Set of 3) U/J HOOK", "asin": "B0CWRQZCRL", "price": "$23.99", "delivery": "Prime members get FREE delivery Sat, May 3 Or Non-members get FREE delivery Tue, May 6 on $35 of items shipped by Amazon"},
{"title": "3 Factory Wiper Blade Replacement for Mazda CX-5 CX-9 02/2017-2021 2022 2023 Original Equipment Windshield Window Wiper Blades Set - 24\"/18\"/14\"(Set of 3)", "asin": "B09S8J9SLJ", "price": "$24.99", "delivery": "Prime members get FREE delivery Sat, May 3 Or Non-members get FREE delivery Tue, May 6 on $35 of items shipped by Amazon"},
{"title": "Windshield Wiper Blades Compatible With Mazda 3 2010 2011 2012 2013 Original Factory Quality Front Rear Wipers Blade Set for My Car - 24\" 19\" 14\" (Pack of 3)", "asin": "B0D3Z82JG5", "price": "$19.99", "delivery": "Prime members get FREE delivery Sat, May 3 Or Non-members get FREE delivery Tue, May 6 on $35 of items shipped by Amazon Only 7 left in stock - order soon."},
{"title": "TRICO Gold 24\" + 18\" Premium Automotive Replacement Windshield Wiper Blades (Set of 2), Passenger and Driver Side All-Weather Beam Wiper Blades for Select Vehicle Models", "asin": "B0843D22H3", "price": "$31.99", "delivery": "Prime members get FREE delivery Sat, May 3 Or Non-members get FREE delivery Tue, May 6 on $35 of items shipped by Amazon"},
{"title": "Windshield Wiper Blades Replacement for Mazda 3 2010 2011 2012 2013 Original Factory Quality Front Rear Wipers Blade Set for My Car - 24\" 19\" 14\" (Pack of 3)", "asin": "B0C8LR2FK8", "price": "$20.87", "delivery": "Prime members get FREE delivery Sat, May 3 Or Non-members get FREE delivery Tue, May 6 on $35 of items shipped by Amazon"},
{"title": "Windshield Wiper Blades Replacement for 2014 2015 2016 2017 2018 Mazda 3 Original Factory Quality Front Rear Wipers Blade Set for Car - 24\" 18\" 12\" (Piece of 3)", "asin": "B0C655N3GZ", "price": "$23.99", "delivery": "Prime members get FREE delivery Sat, May 3 Or Non-members get FREE delivery Tue, May 6 on $35 of items shipped by Amazon"},
{"title": "Wiper Blades for Mazda 3 Hatchback 2019 2020 2021 2022 2023 2024, OEM Quality Windshield Wipers Include Front 26 17 Inch and Rear Blade 14 Inch, Easy to Install Replacement Wipers Pack of 3", "asin": "B0D7TP9QT6", "price": "$25.99", "delivery": "FREE delivery Tue, May 6 on $35 of items shipped by Amazon Or fastest delivery Mon, May 5 Only 11 left in stock - order soon."},
{"title": "3 wipers Replacement for Mazda 3 2014 2015 2016 2017 2018, Windshield Wiper Blades Original Equipment Replacement - 24\"/18\"/12A\" (Set of 3) U/J HOOK", "asin": "B0B9GZN7HX", "price": "$19.99", "delivery": "FREE delivery Tue, May 6 on $35 of items shipped by Amazon Or fastest delivery Mon, May 5 Only 2 left in stock - order soon."},
{"title": "Windshield Wiper Blades Replacement for 2014 2015 2016 2017 2018 Mazda 3 Original Factory Quality Front Rear Wipers Blade Set for Car - 24\" 18\" 12\" (Piece of 3)", "asin": "B0C655N3GZ", "price": "$23.99", "delivery": "Prime members get FREE delivery Sat, May 3 Or Non-members get FREE delivery Tue, May 6 on $35 of items shipped by Amazon"},
{"title": "24\" + 18\" Windshield Wiper Blade Original Equipment Automotive Replacement J/U Hook Front Blades Compatible with Mazda 3 2014-2018 6 2009-2017 CX-5 2013-2016 (Pack of 2)", "asin": "B0CZRWFNQS", "price": "$17.99", "delivery": "Prime members get FREE delivery Sun, May 4 Or Non-members get FREE delivery Tue, May 6 on $35 of items shipped by Amazon"},
{"title": "12\" Rear Wiper Blade Compatible with Mazda 3 2014-2018,Nissan Armada 2005-2020,Cube 2009-2014,Micra 2015-2019,Pathfinder 2004-2012,Quest 2011-2017 Back Window Wiper blades 12-B", "asin": "B0CJ4NMH7C", "price": "$6.99", "delivery": "Prime members get FREE delivery Sat, May 3 Or Non-members get FREE delivery Tue, May 6 on $35 of items shipped by Amazon"},
{"title": "TRICO Gold\u2122 (18-2617) 26 & 17 Inch Pack of 2 Automotive Replacement Windshield Wiper Blades for My Car Super Premium All Weather Beam Blade for Select Vehicle Models", "asin": "B0843D1SL9", "price": "$27.02", "delivery": "Prime members get FREE delivery Sun, May 4 Or Non-members get FREE delivery Tue, May 6 on $35 of items shipped by Amazon"},
{"title": "Gavimnal\u00ae 24\"+18\"+12\" Silicone Wiper Blades Replacement For Mazda 3 2014-2018,All-Season Front Rear Windshield Wiper Blades(Set of 3)", "asin": "B0DG5Q9LPY", "price": "$23.99", "delivery": "FREE delivery Wed, May 7 on $35 of items shipped by Amazon Or fastest delivery Mon, May 5 Only 17 left in stock - order soon."},
{"title": "TRICO Diamond\u2122 (25-2618) 26 Inch & 18 inch pack of 2 High Performance Automotive Replacement Windshield Wiper Blades For My Car Super Premium All Weather Beam Blade for Select Vehicle Models", "asin": "B0843CW16D", "price": "$38.99", "delivery": "Prime members get FREE delivery Sat, May 3 Or Non-members get FREE delivery Tue, May 6"}]
<|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": "2025-05-01T20:17:16.273Z", // 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\": \"2025-04-18T03:52:23.255Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-18T03:52:30.421Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-18T03:52:45.751Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-19T03:46:09.182Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:46:21.861Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:47:18.808Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:19.461Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.118Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:23.784Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:24.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:25.183Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:26.504Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.057Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:27.913Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:29.854Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-19T03:47:44.214Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:46.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:48.814Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:50.736Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:53.308Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:54.367Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:56.259Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:57.946Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:47:59.424Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:00.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:01.760Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:02.699Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:03.813Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:08.833Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:11.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:12.836Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:13.881Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:14.707Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.060Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:17.723Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:19.004Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:20.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:22.157Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:24.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:33.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:37.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:38.533Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:41.516Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:46.088Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:47.799Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:48:50.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:49:09.575Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T03:49:19.353Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:37.129Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:42.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:44.065Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:46.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:48.178Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:52.629Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:54.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:49:58.427Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:50:01.796Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:50:02.753Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:50:22.856Z\", \"action\": \"purchase\", \"action_argument\": \"B0BP69X89N\"}\n{\"timestamp\": \"2025-04-19T03:51:36.642Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-19T03:54:35.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:40.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:43.314Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:46.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:49.266Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-19T03:54:54.153Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-23T20:30:32.001Z\", \"action\": \"input\", \"action_argument\": \"patio cat\"}\n{\"timestamp\": \"2025-04-23T20:30:42.388Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:30:48.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:31:24.619Z\", \"action\": \"click_product\", \"action_argument\": \"B0BKZKL1F7\"}\n{\"timestamp\": \"2025-04-23T20:31:30.911Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-23T20:31:42.421Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:31:43.076Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:31:45.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:32:13.978Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:32:15.905Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:32:20.304Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T20:32:30.473Z\", \"action\": \"input\", \"action_argument\": \"green Balcony \"}\n{\"timestamp\": \"2025-04-23T20:32:30.489Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-23T20:32:38.943Z\", \"action\": \"click_product\", \"action_argument\": \"B0053G9SHM\"}\n{\"timestamp\": \"2025-04-23T20:33:07.012Z\", \"action\": \"click_product\", \"action_argument\": \"B0D8W8DZJZ\"}\n{\"timestamp\": \"2025-04-26T01:58:46.860Z\", \"action\": \"input\", \"action_argument\": \"Primal Pork Formula Nuggets Grain-Free Raw Freeze-Dried Cat Food\"}\n{\"timestamp\": \"2025-04-26T01:58:49.610Z\", \"action\": \"click_product\", \"action_argument\": \"B00W2XM4IO\"}\n{\"timestamp\": \"2025-04-26T02:15:32.150Z\", \"action\": \"click_product\", \"action_argument\": \"B07YYJLKFW\"}\n{\"timestamp\": \"2025-04-26T02:16:19.301Z\", \"action\": \"purchase\", \"action_argument\": \"B07YYJLKFW\"}\n{\"timestamp\": \"2025-04-30T02:11:55.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-30T03:02:59.933Z\", \"action\": \"input\", \"action_argument\": \"Philips Sonicare - 9900 Prestige Rechargeable Electric Toothbrush with SenseIQ - Champagne\"}\n{\"timestamp\": \"2025-04-30T03:03:03.455Z\", \"action\": \"click_product\", \"action_argument\": \"B08YCVJKXV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-01T20:17:16.273Z\", \"action\": \"click_product\", \"action_argument\": \"B084D2RHTL\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"denso wiper blades\"}],\n\"promotion_items\": [{\"title\": \"Denso Wiper Blade - 160-3116\", \"asin\": \"B002Y30HDQ\", \"price\": \"$20.98\", \"quantity\": \"\"},\n{\"title\": \"Denso Wiper Blade - 160-3121\", \"asin\": \"B002Y39LT2\", \"price\": \"$26.25\", \"quantity\": \"\"},\n{\"title\": \"Denso (160-5516) Wiper Blade, 16\\\", Rear\", \"asin\": \"B00NPZSR1Q\", \"price\": \"$20.21\", \"quantity\": \"\"},\n{\"title\": \"Denso Wiper Blade - 160-3120\", \"asin\": \"B002Y37K0Y\", \"price\": \"$23.53\", \"quantity\": \"\"},\n{\"title\": \"3Pcs Factory Windshield Wiper Blade for Mazda CX-5 CX-9 02/2017-2021 2022 2023, Original Equipment Windshield Wiper Blades Set for My Car- 24\\\"/18\\\"/14\\\"(Set of 3)\", \"asin\": \"B0BX62TTYM\", \"price\": \"$18.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"3 Wiper Set\", \"asin\": \"B09S914DZY\"},\n{\"title\": \"J\\\\U HOOK front wipers\", \"asin\": \"B08MDZGBTL\"},\n{\"title\": \"Rear wiper blade\", \"asin\": \"B0858YHZ1G\"}],\n\"search_results\": [{\"title\": \"Wiper Blade - 160-3126\", \"asin\": \"B002Y39LYM\", \"price\": \"$33.78\", \"delivery\": \"Prime members get FREE delivery Sun, May 4 Or Non-members get FREE delivery Tue, May 6 on $35 of items shipped by Amazon\"},\n{\"title\": \"3 Factory Wiper Blade Replacement for Subaru Outback 2020-2022 2023 2024 Legacy 2020 2021 2022 2023 Original Equipment Windshield Window Wiper Blades Set - 26\\\"/18\\\"/16\\\"(Set of 3) Top Lock\", \"asin\": \"B09SCZGJPH\", \"price\": \"$24.99\", \"delivery\": \"Prime members get FREE delivery Sun, May 4 Or Non-members get FREE delivery Tue, May 6 on $35 of items shipped by Amazon\"},\n{\"title\": \"Wiper Blade - 160-3122\", \"asin\": \"B002Y37K4U\", \"price\": \"$28.62\", \"delivery\": \"FREE delivery Tue, May 6 on $35 of items shipped by Amazon\"},\n{\"title\": \"Wiper Blade - 160-3124\", \"asin\": \"B002Y30HPY\", \"price\": \"$27.10\", \"delivery\": \"Prime members get FREE delivery Sun, May 4 Or Non-members get FREE delivery Tue, May 6 on $35 of items shipped by Amazon Only 1 left in stock - order soon.\"},\n{\"title\": \"26A22A ICON Beam Wiper Blades - Driver and Passenger Side - Set of 2 Blades (26A & 22A)\", \"asin\": \"B07VDVCD74\", \"price\": \"$52.12\", \"delivery\": \"Prime members get FREE delivery Sat, May 3 Or Non-members get FREE delivery Tue, May 6\"},\n{\"title\": \"3 Factory Wiper Blade Replacement for Mazda CX-5 CX-9 02/2017-2021 2022 2023 Original Equipment Windshield Window Wiper Blades Set - 24\\\"/18\\\"/14\\\"(Set of 3)\", \"asin\": \"B09S8J9SLJ\", \"price\": \"$24.99\", \"delivery\": \"Prime members get FREE delivery Sun, May 4 Or Non-members get FREE delivery Tue, May 6 on $35 of items shipped by Amazon\"},\n{\"title\": \"3 x OEM Wiper Blades, Replacement Wiper Blades for Toyota RAV4 2013-2022, (26\\u201c & 16\\u201d Front Wipers + 10\\u201d Rear Wiper Blades)\", \"asin\": \"B0B2K1BKV7\", \"price\": \"$19.99\", \"delivery\": \"Prime members get FREE delivery Sun, May 4 Or Non-members get FREE delivery Tue, May 6 on $35 of items shipped by Amazon\"},\n{\"title\": \"Wiper Blade - 160-3120\", \"asin\": \"B002Y37K0Y\", \"price\": \"$23.53\", \"delivery\": \"FREE delivery Tue, May 6 on $35 of items shipped by Amazon Only 18 left in stock - order soon.\"},\n{\"title\": \"Designer 160-3121 Windshield Wiper Blade\", \"asin\": \"B007WMFDCY\", \"price\": \"$29.89\", \"delivery\": \"Prime members get FREE delivery Sun, May 4 Or Non-members get FREE delivery Fri, May 9 on $35 of items shipped by Amazon Only 1 left in stock - order soon.\"},\n{\"title\": \"Wiper Blade - 160-3114\", \"asin\": \"B002Y37JUU\", \"price\": \"$15.40\", \"delivery\": \"Prime members get FREE delivery Sun, May 4 Or Non-members get FREE delivery Tue, May 6 on $35 of items shipped by Amazon Only 2 left in stock - order soon.\"},\n{\"title\": \"(160-5516) Wiper Blade, 16\\\", Rear\", \"asin\": \"B00NPZSR1Q\", \"price\": \"$20.21\", \"delivery\": \"Prime members get FREE delivery Sun, May 4 Or Non-members get FREE delivery Tue, May 6 on $35 of items shipped by Amazon Only 4 left in stock (more on the way).\"},\n{\"title\": \"Silicone Ceramic Automotive Replacement Windshield Wiper Blade, Ceramic Coated Silicone Super Premium All Weather includes 26 inch & 21 inch Beam blades for Select Lexus/Audi Models (90-2621)\", \"asin\": \"B0BWLP4FCD\", \"price\": \"$61.37\", \"delivery\": \"Prime members get FREE delivery Sun, May 4 Or Non-members get FREE delivery Tue, May 6 Only 14 left in stock - order soon.\"},\n{\"title\": \"Wiper Blade - 160-3116\", \"asin\": \"B002Y30HDQ\", \"price\": \"$20.98\", \"delivery\": \"Prime members get FREE delivery Sun, May 4 Or Non-members get FREE delivery Tue, May 6 on $35 of items shipped by Amazon Only 15 left in stock (more on the way).\"},\n{\"title\": \"Wiper Blade - 160-3128\", \"asin\": \"B002Y39LZG\", \"price\": \"$13.99\", \"delivery\": \"$15.99 delivery Mon, May 5 Only 2 left in stock - order soon.\"},\n{\"title\": \"810163 Latitude 26\\\" & 16\\\" Wiper Blades Replacement Set for Toyota RAV4 2013-2023, Toyota Corolla 2009-2018, Honda Accord 2018-2021, Hyundai Tucson 2018-2024, Honda CR-V 2007-2011\", \"asin\": \"B084CS3DMJ\", \"price\": \"$36.99\", \"delivery\": \"Prime members get FREE delivery Sat, May 3 Or Non-members get FREE delivery Tue, May 6\"},\n{\"title\": \"Wiper Blade - 160-3117\", \"asin\": \"B002Y30HFE\", \"price\": \"$21.24\", \"delivery\": \"FREE delivery May 13 - 16 Only 3 left in stock - order soon.\"},\n{\"title\": \"Gold 3-Piece Driver/Passenger/Rear All-Weather Automotive Replacement Windshield Wiper Blade Kit for 2010-2016 Cadillac SRX; Includes 26\\\", 17\\\" & 11\\\" Premium Beam Blades\", \"asin\": \"B0B15N6481\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Thu, May 8\"},\n{\"title\": \"Wiper Blade - 160-3121\", \"asin\": \"B002Y39LT2\", \"price\": \"$26.25\", \"delivery\": \"FREE delivery May 6 - 8 Only 3 left in stock - order soon.\"},\n{\"title\": \"Designer 160-3117 Windshield Wiper Blade\", \"asin\": \"B007WMFCKM\", \"price\": \"$24.06\", \"delivery\": \"FREE delivery May 6 - 8 Only 1 left in stock - order soon.\"},\n{\"title\": \"(160-5514) Wiper Blade, 14\\\", Rear\", \"asin\": \"B00NPZSOSC\", \"price\": \"$18.09\", \"delivery\": \"FREE delivery May 6 - 8 Only 2 left in stock - order soon.\"},\n{\"title\": \"3Pcs Windshield Wiper Blades for Mazda CX-3 CX3 2016 2017 2018 2019, Original Equipment Automotive Replacement Windshield Wiper Blades - 22\\\"/19\\\"/10\\\" (Set of 3) U/J HOOK\", \"asin\": \"B0C8D9B9BN\", \"price\": \"$17.99\", \"delivery\": \"FREE delivery Tue, May 6 on $35 of items shipped by Amazon\"},\n{\"title\": \"3 x OEM Wiper Blades, Replacement Wiper Blades for Subaru Legacy 2005-2009/Subaru Forester 2009-2013/Subaru Outback 2005-2009 (24\\u201c & 18\\u201d Front Wipers + 14\\u201d Rear Wiper Blades)\", \"asin\": \"B0CPWH2JVD\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Wed, May 7 on $35 of items shipped by Amazon Or fastest delivery Mon, May 5 Only 20 left in stock - order soon.\"}]\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\": \"2025-05-01T21:09:11.633Z\", // 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": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:09.575Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:19.353Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:37.129Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:42.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:44.065Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:46.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:48.178Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:52.629Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:54.589Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:58.427Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:01.796Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:02.753Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:22.856Z", "action": "purchase", "action_argument": "B0BP69X89N"}
{"timestamp": "2025-04-19T03:51:36.642Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:54:35.038Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:40.413Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:43.314Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:46.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:49.266Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:54.153Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-23T20:30:32.001Z", "action": "input", "action_argument": "patio cat"}
{"timestamp": "2025-04-23T20:30:42.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:30:48.621Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:31:24.619Z", "action": "click_product", "action_argument": "B0BKZKL1F7"}
{"timestamp": "2025-04-23T20:31:30.911Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-23T20:31:42.421Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:31:43.076Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:31:45.282Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:32:13.978Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:32:15.905Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:32:20.304Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:32:30.473Z", "action": "input", "action_argument": "green Balcony "}
{"timestamp": "2025-04-23T20:32:30.489Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-23T20:32:38.943Z", "action": "click_product", "action_argument": "B0053G9SHM"}
{"timestamp": "2025-04-23T20:33:07.012Z", "action": "click_product", "action_argument": "B0D8W8DZJZ"}
{"timestamp": "2025-04-26T01:58:46.860Z", "action": "input", "action_argument": "Primal Pork Formula Nuggets Grain-Free Raw Freeze-Dried Cat Food"}
{"timestamp": "2025-04-26T01:58:49.610Z", "action": "click_product", "action_argument": "B00W2XM4IO"}
{"timestamp": "2025-04-26T02:15:32.150Z", "action": "click_product", "action_argument": "B07YYJLKFW"}
{"timestamp": "2025-04-26T02:16:19.301Z", "action": "purchase", "action_argument": "B07YYJLKFW"}
{"timestamp": "2025-04-30T02:11:55.144Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-30T03:02:59.933Z", "action": "input", "action_argument": "Philips Sonicare - 9900 Prestige Rechargeable Electric Toothbrush with SenseIQ - Champagne"}
{"timestamp": "2025-04-30T03:03:03.455Z", "action": "click_product", "action_argument": "B08YCVJKXV"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-01T20:17:16.273Z", "action": "click_product", "action_argument": "B084D2RHTL"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "denso wiper blades"}],
"promotion_items": [{"title": "Denso Wiper Blade - 160-3116", "asin": "B002Y30HDQ", "price": "$20.98", "quantity": ""},
{"title": "Denso Wiper Blade - 160-3121", "asin": "B002Y39LT2", "price": "$26.25", "quantity": ""},
{"title": "Denso (160-5516) Wiper Blade, 16\", Rear", "asin": "B00NPZSR1Q", "price": "$20.21", "quantity": ""},
{"title": "Denso Wiper Blade - 160-3120", "asin": "B002Y37K0Y", "price": "$23.53", "quantity": ""},
{"title": "3Pcs Factory Windshield Wiper Blade for Mazda CX-5 CX-9 02/2017-2021 2022 2023, Original Equipment Windshield Wiper Blades Set for My Car- 24\"/18\"/14\"(Set of 3)", "asin": "B0BX62TTYM", "price": "$18.99", "quantity": ""}],
"ads": [{"title": "3 Wiper Set", "asin": "B09S914DZY"},
{"title": "J\\U HOOK front wipers", "asin": "B08MDZGBTL"},
{"title": "Rear wiper blade", "asin": "B0858YHZ1G"}],
"search_results": [{"title": "Wiper Blade - 160-3126", "asin": "B002Y39LYM", "price": "$33.78", "delivery": "Prime members get FREE delivery Sun, May 4 Or Non-members get FREE delivery Tue, May 6 on $35 of items shipped by Amazon"},
{"title": "3 Factory Wiper Blade Replacement for Subaru Outback 2020-2022 2023 2024 Legacy 2020 2021 2022 2023 Original Equipment Windshield Window Wiper Blades Set - 26\"/18\"/16\"(Set of 3) Top Lock", "asin": "B09SCZGJPH", "price": "$24.99", "delivery": "Prime members get FREE delivery Sun, May 4 Or Non-members get FREE delivery Tue, May 6 on $35 of items shipped by Amazon"},
{"title": "Wiper Blade - 160-3122", "asin": "B002Y37K4U", "price": "$28.62", "delivery": "FREE delivery Tue, May 6 on $35 of items shipped by Amazon"},
{"title": "Wiper Blade - 160-3124", "asin": "B002Y30HPY", "price": "$27.10", "delivery": "Prime members get FREE delivery Sun, May 4 Or Non-members get FREE delivery Tue, May 6 on $35 of items shipped by Amazon Only 1 left in stock - order soon."},
{"title": "26A22A ICON Beam Wiper Blades - Driver and Passenger Side - Set of 2 Blades (26A & 22A)", "asin": "B07VDVCD74", "price": "$52.12", "delivery": "Prime members get FREE delivery Sat, May 3 Or Non-members get FREE delivery Tue, May 6"},
{"title": "3 Factory Wiper Blade Replacement for Mazda CX-5 CX-9 02/2017-2021 2022 2023 Original Equipment Windshield Window Wiper Blades Set - 24\"/18\"/14\"(Set of 3)", "asin": "B09S8J9SLJ", "price": "$24.99", "delivery": "Prime members get FREE delivery Sun, May 4 Or Non-members get FREE delivery Tue, May 6 on $35 of items shipped by Amazon"},
{"title": "3 x OEM Wiper Blades, Replacement Wiper Blades for Toyota RAV4 2013-2022, (26\u201c & 16\u201d Front Wipers + 10\u201d Rear Wiper Blades)", "asin": "B0B2K1BKV7", "price": "$19.99", "delivery": "Prime members get FREE delivery Sun, May 4 Or Non-members get FREE delivery Tue, May 6 on $35 of items shipped by Amazon"},
{"title": "Wiper Blade - 160-3120", "asin": "B002Y37K0Y", "price": "$23.53", "delivery": "FREE delivery Tue, May 6 on $35 of items shipped by Amazon Only 18 left in stock - order soon."},
{"title": "Designer 160-3121 Windshield Wiper Blade", "asin": "B007WMFDCY", "price": "$29.89", "delivery": "Prime members get FREE delivery Sun, May 4 Or Non-members get FREE delivery Fri, May 9 on $35 of items shipped by Amazon Only 1 left in stock - order soon."},
{"title": "Wiper Blade - 160-3114", "asin": "B002Y37JUU", "price": "$15.40", "delivery": "Prime members get FREE delivery Sun, May 4 Or Non-members get FREE delivery Tue, May 6 on $35 of items shipped by Amazon Only 2 left in stock - order soon."},
{"title": "(160-5516) Wiper Blade, 16\", Rear", "asin": "B00NPZSR1Q", "price": "$20.21", "delivery": "Prime members get FREE delivery Sun, May 4 Or Non-members get FREE delivery Tue, May 6 on $35 of items shipped by Amazon Only 4 left in stock (more on the way)."},
{"title": "Silicone Ceramic Automotive Replacement Windshield Wiper Blade, Ceramic Coated Silicone Super Premium All Weather includes 26 inch & 21 inch Beam blades for Select Lexus/Audi Models (90-2621)", "asin": "B0BWLP4FCD", "price": "$61.37", "delivery": "Prime members get FREE delivery Sun, May 4 Or Non-members get FREE delivery Tue, May 6 Only 14 left in stock - order soon."},
{"title": "Wiper Blade - 160-3116", "asin": "B002Y30HDQ", "price": "$20.98", "delivery": "Prime members get FREE delivery Sun, May 4 Or Non-members get FREE delivery Tue, May 6 on $35 of items shipped by Amazon Only 15 left in stock (more on the way)."},
{"title": "Wiper Blade - 160-3128", "asin": "B002Y39LZG", "price": "$13.99", "delivery": "$15.99 delivery Mon, May 5 Only 2 left in stock - order soon."},
{"title": "810163 Latitude 26\" & 16\" Wiper Blades Replacement Set for Toyota RAV4 2013-2023, Toyota Corolla 2009-2018, Honda Accord 2018-2021, Hyundai Tucson 2018-2024, Honda CR-V 2007-2011", "asin": "B084CS3DMJ", "price": "$36.99", "delivery": "Prime members get FREE delivery Sat, May 3 Or Non-members get FREE delivery Tue, May 6"},
{"title": "Wiper Blade - 160-3117", "asin": "B002Y30HFE", "price": "$21.24", "delivery": "FREE delivery May 13 - 16 Only 3 left in stock - order soon."},
{"title": "Gold 3-Piece Driver/Passenger/Rear All-Weather Automotive Replacement Windshield Wiper Blade Kit for 2010-2016 Cadillac SRX; Includes 26\", 17\" & 11\" Premium Beam Blades", "asin": "B0B15N6481", "price": "$39.99", "delivery": "FREE delivery Thu, May 8"},
{"title": "Wiper Blade - 160-3121", "asin": "B002Y39LT2", "price": "$26.25", "delivery": "FREE delivery May 6 - 8 Only 3 left in stock - order soon."},
{"title": "Designer 160-3117 Windshield Wiper Blade", "asin": "B007WMFCKM", "price": "$24.06", "delivery": "FREE delivery May 6 - 8 Only 1 left in stock - order soon."},
{"title": "(160-5514) Wiper Blade, 14\", Rear", "asin": "B00NPZSOSC", "price": "$18.09", "delivery": "FREE delivery May 6 - 8 Only 2 left in stock - order soon."},
{"title": "3Pcs Windshield Wiper Blades for Mazda CX-3 CX3 2016 2017 2018 2019, Original Equipment Automotive Replacement Windshield Wiper Blades - 22\"/19\"/10\" (Set of 3) U/J HOOK", "asin": "B0C8D9B9BN", "price": "$17.99", "delivery": "FREE delivery Tue, May 6 on $35 of items shipped by Amazon"},
{"title": "3 x OEM Wiper Blades, Replacement Wiper Blades for Subaru Legacy 2005-2009/Subaru Forester 2009-2013/Subaru Outback 2005-2009 (24\u201c & 18\u201d Front Wipers + 14\u201d Rear Wiper Blades)", "asin": "B0CPWH2JVD", "price": "$23.99", "delivery": "FREE delivery Wed, May 7 on $35 of items shipped by Amazon Or fastest delivery Mon, May 5 Only 20 left in stock - order soon."}]
<|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": "2025-05-01T21:09:11.633Z", // 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>
|
2025-05-01T21:09:11.633Z
|
click_product
|
B002Y39LYM
|
rule
|
2025-05-01T21:09:11.633Z
|
click_product
|
B002Y39LYM
|
train
| 187 |
2025-05-01T21:09:11.633Z
|
click_product
|
B002Y39LYM
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:09.575Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T03:49:19.353Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:37.129Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:42.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:44.065Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:46.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:48.178Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:52.629Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:54.589Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:49:58.427Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:01.796Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:02.753Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:50:22.856Z", "action": "purchase", "action_argument": "B0BP69X89N"}
{"timestamp": "2025-04-19T03:51:36.642Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-19T03:54:35.038Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:40.413Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:43.314Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:46.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:49.266Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-19T03:54:54.153Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-23T20:30:32.001Z", "action": "input", "action_argument": "patio cat"}
{"timestamp": "2025-04-23T20:30:42.388Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:30:48.621Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:31:24.619Z", "action": "click_product", "action_argument": "B0BKZKL1F7"}
{"timestamp": "2025-04-23T20:31:30.911Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-23T20:31:42.421Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:31:43.076Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:31:45.282Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:32:13.978Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:32:15.905Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:32:20.304Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T20:32:30.473Z", "action": "input", "action_argument": "green Balcony "}
{"timestamp": "2025-04-23T20:32:30.489Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-23T20:32:38.943Z", "action": "click_product", "action_argument": "B0053G9SHM"}
{"timestamp": "2025-04-23T20:33:07.012Z", "action": "click_product", "action_argument": "B0D8W8DZJZ"}
{"timestamp": "2025-04-26T01:58:46.860Z", "action": "input", "action_argument": "Primal Pork Formula Nuggets Grain-Free Raw Freeze-Dried Cat Food"}
{"timestamp": "2025-04-26T01:58:49.610Z", "action": "click_product", "action_argument": "B00W2XM4IO"}
{"timestamp": "2025-04-26T02:15:32.150Z", "action": "click_product", "action_argument": "B07YYJLKFW"}
{"timestamp": "2025-04-26T02:16:19.301Z", "action": "purchase", "action_argument": "B07YYJLKFW"}
{"timestamp": "2025-04-30T02:11:55.144Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-30T03:02:59.933Z", "action": "input", "action_argument": "Philips Sonicare - 9900 Prestige Rechargeable Electric Toothbrush with SenseIQ - Champagne"}
{"timestamp": "2025-04-30T03:03:03.455Z", "action": "click_product", "action_argument": "B08YCVJKXV"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-01T20:17:16.273Z", "action": "click_product", "action_argument": "B084D2RHTL"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "denso wiper blades"}],
"promotion_items": [{"title": "Denso Wiper Blade - 160-3116", "asin": "B002Y30HDQ", "price": "$20.98", "quantity": ""},
{"title": "Denso Wiper Blade - 160-3121", "asin": "B002Y39LT2", "price": "$26.25", "quantity": ""},
{"title": "Denso (160-5516) Wiper Blade, 16\", Rear", "asin": "B00NPZSR1Q", "price": "$20.21", "quantity": ""},
{"title": "Denso Wiper Blade - 160-3120", "asin": "B002Y37K0Y", "price": "$23.53", "quantity": ""},
{"title": "3Pcs Factory Windshield Wiper Blade for Mazda CX-5 CX-9 02/2017-2021 2022 2023, Original Equipment Windshield Wiper Blades Set for My Car- 24\"/18\"/14\"(Set of 3)", "asin": "B0BX62TTYM", "price": "$18.99", "quantity": ""}],
"ads": [{"title": "3 Wiper Set", "asin": "B09S914DZY"},
{"title": "J\\U HOOK front wipers", "asin": "B08MDZGBTL"},
{"title": "Rear wiper blade", "asin": "B0858YHZ1G"}],
"search_results": [{"title": "Wiper Blade - 160-3126", "asin": "B002Y39LYM", "price": "$33.78", "delivery": "Prime members get FREE delivery Sun, May 4 Or Non-members get FREE delivery Tue, May 6 on $35 of items shipped by Amazon"},
{"title": "3 Factory Wiper Blade Replacement for Subaru Outback 2020-2022 2023 2024 Legacy 2020 2021 2022 2023 Original Equipment Windshield Window Wiper Blades Set - 26\"/18\"/16\"(Set of 3) Top Lock", "asin": "B09SCZGJPH", "price": "$24.99", "delivery": "Prime members get FREE delivery Sun, May 4 Or Non-members get FREE delivery Tue, May 6 on $35 of items shipped by Amazon"},
{"title": "Wiper Blade - 160-3122", "asin": "B002Y37K4U", "price": "$28.62", "delivery": "FREE delivery Tue, May 6 on $35 of items shipped by Amazon"},
{"title": "Wiper Blade - 160-3124", "asin": "B002Y30HPY", "price": "$27.10", "delivery": "Prime members get FREE delivery Sun, May 4 Or Non-members get FREE delivery Tue, May 6 on $35 of items shipped by Amazon Only 1 left in stock - order soon."},
{"title": "26A22A ICON Beam Wiper Blades - Driver and Passenger Side - Set of 2 Blades (26A & 22A)", "asin": "B07VDVCD74", "price": "$52.12", "delivery": "Prime members get FREE delivery Sat, May 3 Or Non-members get FREE delivery Tue, May 6"},
{"title": "3 Factory Wiper Blade Replacement for Mazda CX-5 CX-9 02/2017-2021 2022 2023 Original Equipment Windshield Window Wiper Blades Set - 24\"/18\"/14\"(Set of 3)", "asin": "B09S8J9SLJ", "price": "$24.99", "delivery": "Prime members get FREE delivery Sun, May 4 Or Non-members get FREE delivery Tue, May 6 on $35 of items shipped by Amazon"},
{"title": "3 x OEM Wiper Blades, Replacement Wiper Blades for Toyota RAV4 2013-2022, (26\u201c & 16\u201d Front Wipers + 10\u201d Rear Wiper Blades)", "asin": "B0B2K1BKV7", "price": "$19.99", "delivery": "Prime members get FREE delivery Sun, May 4 Or Non-members get FREE delivery Tue, May 6 on $35 of items shipped by Amazon"},
{"title": "Wiper Blade - 160-3120", "asin": "B002Y37K0Y", "price": "$23.53", "delivery": "FREE delivery Tue, May 6 on $35 of items shipped by Amazon Only 18 left in stock - order soon."},
{"title": "Designer 160-3121 Windshield Wiper Blade", "asin": "B007WMFDCY", "price": "$29.89", "delivery": "Prime members get FREE delivery Sun, May 4 Or Non-members get FREE delivery Fri, May 9 on $35 of items shipped by Amazon Only 1 left in stock - order soon."},
{"title": "Wiper Blade - 160-3114", "asin": "B002Y37JUU", "price": "$15.40", "delivery": "Prime members get FREE delivery Sun, May 4 Or Non-members get FREE delivery Tue, May 6 on $35 of items shipped by Amazon Only 2 left in stock - order soon."},
{"title": "(160-5516) Wiper Blade, 16\", Rear", "asin": "B00NPZSR1Q", "price": "$20.21", "delivery": "Prime members get FREE delivery Sun, May 4 Or Non-members get FREE delivery Tue, May 6 on $35 of items shipped by Amazon Only 4 left in stock (more on the way)."},
{"title": "Silicone Ceramic Automotive Replacement Windshield Wiper Blade, Ceramic Coated Silicone Super Premium All Weather includes 26 inch & 21 inch Beam blades for Select Lexus/Audi Models (90-2621)", "asin": "B0BWLP4FCD", "price": "$61.37", "delivery": "Prime members get FREE delivery Sun, May 4 Or Non-members get FREE delivery Tue, May 6 Only 14 left in stock - order soon."},
{"title": "Wiper Blade - 160-3116", "asin": "B002Y30HDQ", "price": "$20.98", "delivery": "Prime members get FREE delivery Sun, May 4 Or Non-members get FREE delivery Tue, May 6 on $35 of items shipped by Amazon Only 15 left in stock (more on the way)."},
{"title": "Wiper Blade - 160-3128", "asin": "B002Y39LZG", "price": "$13.99", "delivery": "$15.99 delivery Mon, May 5 Only 2 left in stock - order soon."},
{"title": "810163 Latitude 26\" & 16\" Wiper Blades Replacement Set for Toyota RAV4 2013-2023, Toyota Corolla 2009-2018, Honda Accord 2018-2021, Hyundai Tucson 2018-2024, Honda CR-V 2007-2011", "asin": "B084CS3DMJ", "price": "$36.99", "delivery": "Prime members get FREE delivery Sat, May 3 Or Non-members get FREE delivery Tue, May 6"},
{"title": "Wiper Blade - 160-3117", "asin": "B002Y30HFE", "price": "$21.24", "delivery": "FREE delivery May 13 - 16 Only 3 left in stock - order soon."},
{"title": "Gold 3-Piece Driver/Passenger/Rear All-Weather Automotive Replacement Windshield Wiper Blade Kit for 2010-2016 Cadillac SRX; Includes 26\", 17\" & 11\" Premium Beam Blades", "asin": "B0B15N6481", "price": "$39.99", "delivery": "FREE delivery Thu, May 8"},
{"title": "Wiper Blade - 160-3121", "asin": "B002Y39LT2", "price": "$26.25", "delivery": "FREE delivery May 6 - 8 Only 3 left in stock - order soon."},
{"title": "Designer 160-3117 Windshield Wiper Blade", "asin": "B007WMFCKM", "price": "$24.06", "delivery": "FREE delivery May 6 - 8 Only 1 left in stock - order soon."},
{"title": "(160-5514) Wiper Blade, 14\", Rear", "asin": "B00NPZSOSC", "price": "$18.09", "delivery": "FREE delivery May 6 - 8 Only 2 left in stock - order soon."},
{"title": "3Pcs Windshield Wiper Blades for Mazda CX-3 CX3 2016 2017 2018 2019, Original Equipment Automotive Replacement Windshield Wiper Blades - 22\"/19\"/10\" (Set of 3) U/J HOOK", "asin": "B0C8D9B9BN", "price": "$17.99", "delivery": "FREE delivery Tue, May 6 on $35 of items shipped by Amazon"},
{"title": "3 x OEM Wiper Blades, Replacement Wiper Blades for Subaru Legacy 2005-2009/Subaru Forester 2009-2013/Subaru Outback 2005-2009 (24\u201c & 18\u201d Front Wipers + 14\u201d Rear Wiper Blades)", "asin": "B0CPWH2JVD", "price": "$23.99", "delivery": "FREE delivery Wed, May 7 on $35 of items shipped by Amazon Or fastest delivery Mon, May 5 Only 20 left in stock - order soon."}]
<|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": "2025-05-01T21:09:11.633Z", // 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\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\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\"promotion_items\": [{\"title\": \"Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue\", \"asin\": \"B07BGLT25K\", \"price\": \"$5.68\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Cotton Swabs, 500 Count\", \"asin\": \"B09541P9WH\", \"price\": \"$2.88\", \"quantity\": \"\"},\n{\"title\": \"Crest 3D White Advanced Luminous Mint Teeth Whitening Toothpaste, Crest Toothpaste, 3.7 oz Pack of 4 - Helps Remove Surface Stains, Whitens Teeth, Strengthens Tooth Enamel, Protects Against Cavities\", \"asin\": \"B09F8FZ18G\", \"price\": \"$14.83\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce\", \"asin\": \"B00TTD9BRC\", \"price\": \"$17.80\", \"quantity\": \"\"},\n{\"title\": \"Dove Body Wash with Pump Deep Moisture for 24hr Lotion-Soft Skin Moisture Moisturizing Skin Cleanser with No Sulfates No Parabens 30.6 oz\", \"asin\": \"B00MEDOY2G\", \"price\": \"$10.97\", \"quantity\": \"\"},\n{\"title\": \"Crest + Scope Whitening Toothpaste - Pack of 3, 5.4 Oz Tubes - Anticavity Fluoride Toothpaste, Fresh Breath, Kills Germs - Tartar Protection, Enamel Protection - Minty Fresh Flavor\", \"asin\": \"B005PLQIQ4\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B Glide Complete Floss Picks, Dental Floss Picks, Scope Outlast, 75-ct, Toothpicks Floss Picks\", \"asin\": \"B00UB7BO16\", \"price\": \"$3.89\", \"quantity\": \"\"},\n{\"title\": \"Welch's Fruit Snacks, Mixed Fruit, Bulk Pack, Individual Single Serve Bags, 0.8 oz (Pack of 40)\", \"asin\": \"B0BWSKYV63\", \"price\": \"$8.48\", \"quantity\": \"\"},\n{\"title\": \"Tea Tree Oil Foot Soak with Epsom Salt - For Toenail Repair, Athletes Foot, Softens Calluses, Soothes Sore & Tired Feet, Nail Discoloration, odor Scent, Spa Pedicure Care - Made in USA 16 oz\", \"asin\": \"B0829DGWD5\", \"price\": \"$15.97\", \"quantity\": \"\"},\n{\"title\": \"Collapsible Foot Bath Basin for Soaking Feet,Foot Soak Tub,Plastic Foot Bucket with Handles and Massage Acupoint,Foldable Laundry Basket-Gery\", \"asin\": \"B0BNCSW964\", \"price\": \"$16.98\", \"quantity\": \"\"},\n{\"title\": \"Recycable Shoe Covers Disposable - Black Shoe Covers for Indoors,50Pcs Booties for Shoe cover,Fits Up To 11 US Men and 13 US Women Size,Recyclable Non-Woven Fabric\", \"asin\": \"B0CB8K9KJ3\", \"price\": \"$9.77\", \"quantity\": \"\"},\n{\"title\": \"TORRAS MiniMag Power Bank, Ultra Slim 5,000mAh Wireless Portable Charger with USB-C Cable, Fast Charging Magnetic Battery Pack, Magsafe-Compatible for iPhone 16/15/14/13/12, Glacier Gray\", \"asin\": \"B0CZP3CDSZ\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Unboxme Gifts Warm & Cozy Ultra-Luxe Cloud Sock for Women & Men - Super Soft Luxurious Fabric Sleep Socks\", \"asin\": \"B09319MZJN\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Lid (CG01000-299001)\", \"asin\": \"B084DWG77B\", \"price\": \"$26.95\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Mugwort ginger\"}]},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 7 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 7 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"Printed Keycaps\"}, {\"Color\": \"White\"}]},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 6 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"10Packs, 2800Sheets in Total\"}]},\n{\"title\": \"TORRAS MiniMag Power Bank,Ultra-Slim 10,000mAh Magnetic Wireless Portable Charger, 22.5W Fast Charging Battery Pack with USB-C Cable Designed for iPhone 16 Pro Max/16 Pro/16/15/14/13/12, Glacier Gray\", \"asin\": \"B0D8LBCHGN\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 7 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"10,000mAh\"}, {\"Color\": \"Glacier Gray\"}]},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Medium\"}, {\"Color\": \"Deep Color\"}]},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 6 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Midnight Gray\"}]},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 6 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"20.3 Fl Oz (Pack of 3)\"}]},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"Orange Trio\"}, {\"Size\": \"3 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"delivery\": \"FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"1.7 Fl Oz / 50 ml\"}]},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 6 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Scent\": \"Wild Mint & Eucalyptus\"}]},\n{\"title\": \"Repel Umbrella Windproof Travel Umbrellas for Rain - Easy Auto Open Close, Durable & Compact Umbrella, Strong Fiberglass Frame, Waterproof Canopy - Backpack, Purse, Portable Umbrella for Travel\", \"asin\": \"B0160HYB8S\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"A. Black - Travel Umbrella\"}]},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 6\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Classic\"}, {\"Size\": \"40 Count (Pack of 1)\"}]},\n{\"title\": \"Terrasoul Superfoods Organic Rolled Oats, 5 lbs - Gluten-Free | Old-Fashioned | Whole Grain\", \"asin\": \"B08B2NZSLR\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"rolled oats\"}, {\"Size\": \"2.5 Pound (Pack of 2)\"}]},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"delivery\": \"FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"20.3 Fl Oz (Pack of 3)\"}]},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"delivery\": \"FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"4.2 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"delivery\": \"FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\"}, {\"Color\": \"White\"}]},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"delivery\": \"$15 delivery Apr 10 - 11 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"15.5\\\" Neck 32\\\" Sleeve\"}, {\"Color\": \"White\"}]},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"100ml\"}, {\"Color\": \"Lavender\"}]},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"33.8 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"delivery\": \"$79.99 delivery Mon, Apr 14\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Red\"}, {\"Size\": \"26 Inch\"}]}],\n\"saved_items\": [{\"title\": \"FILCO Majestouch 3 Full Size Double Shot PBT Mechanical Keyboard Cherry MX Silent Red\", \"asin\": \"B0BBV6FBYH\", \"options\": [{\"Color\": \"Cherry MX Silent Red\"}]},\n{\"title\": \"Sony WH-1000XM5 The Best Wireless Noise Canceling Headphones, Auto NC Optimizer, 30-Hour Battery, Alexa Voice Control, Black\", \"asin\": \"B09XS7JWHH\", \"options\": [{\"Color\": \"Black\"}, {\"Size\": \"One Size\"}, {\"Style\": \"Headphones\"}]},\n{\"title\": \"No. 5 by Chanel for Women, Eau De Parfum Spray, 3.4 Ounce\", \"asin\": \"B000VOJ9BG\", \"price\": \"$124.95\", \"options\": [{\"Scent\": \"CHANEL NO.5 3.4 FL OZ 100mL EAU DE PARFUM\"}, {\"Size\": \"3.4 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"ENZODOTS J'adore Perfume For Women Eau De Parfum Spray (3.4, Ounces)\", \"asin\": \"B0D3F42G5D\", \"options\": [{\"Item Weight\": \"3.4 Ounces\"}]},\n{\"title\": \"life2O DoubleCheck \\u2713\\u2713 Uric Acid Urine Test Strips, 50x More Dependable Urinalysis Testing Kit for Gout, Kidney Function, Dietary Intake, Metabolism, Kidney Stones and More\", \"asin\": \"B0BRQG9C7Z\", \"price\": \"$15.95\", \"options\": []},\n{\"title\": \"Car Air Freshener by NV Aroma Perfume| Car air freshener with Luxury in Every Diffuser| Alcohol-Free car Perfume - Cologne Le'Santal Unisex with Vent Clip| Car Odor Eliminator with perfumed Oils\", \"asin\": \"B0CRC94B2L\", \"options\": [{\"Scent\": \"Le'Santal (33)\"}]},\n{\"title\": \"Jasmine Incense Sticks, Organic Hand Dipped Incense, Natural Herbs & Aromatic Ingredients, Contain 40 Sticks Inside, Burn Time 45-60 Min, Spiritual Gifts, Incense by Karma Pledge\", \"asin\": \"B0CJ9GNP73\", \"options\": []},\n{\"title\": \"MarKnig Hardtail Mountian Bikes with 21 Speeds Drivetrain for Adult/Youth, 26 Inch Mens Womens MTB with Widened Carbon Steel Frame, Front Suspension, Commuting Bikes with V Brakes (X5 Black)\", \"asin\": \"B0CKR5RR2Z\", \"options\": []},\n{\"title\": \"Cottonelle Fresh Feel Flushable Wet Wipes, Adult Wet Wipes, 8 Flip-Top Packs, 42 Wipes Per Pack (336 Total Wipes), Packaging May Vary\", \"asin\": \"B07ND3WR64\", \"options\": [{\"Scent\": \"Unscented\"}, {\"Size\": \"42 Count (Pack of 8)\"}]},\n{\"asin\": \"B07ND3WR64\", \"options\": []},\n{\"title\": \"6Ft Power Strip Surge Protector - Yintar Extension Cord with 6 AC Outlets and 3 USB Ports for for Home, Office, Dorm Essentials, 1680 Joules, ETL Listed, (Black)\", \"asin\": \"B08MTBCXWX\", \"options\": [{\"Size\": \"6 Outlets\"}, {\"Color\": \"Black\"}]}]\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\": \"2025-04-05T19:02:57.880Z\", // 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": "2025-04-04T20:26:53.926Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-04T20:26:58.145Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:26:59.924Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:27:36.533Z", "action": "click_product", "action_argument": "B083MW6QVX"}
<|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": ""}],
"promotion_items": [{"title": "Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue", "asin": "B07BGLT25K", "price": "$5.68", "quantity": ""},
{"title": "Amazon Basics Cotton Swabs, 500 Count", "asin": "B09541P9WH", "price": "$2.88", "quantity": ""},
{"title": "Crest 3D White Advanced Luminous Mint Teeth Whitening Toothpaste, Crest Toothpaste, 3.7 oz Pack of 4 - Helps Remove Surface Stains, Whitens Teeth, Strengthens Tooth Enamel, Protects Against Cavities", "asin": "B09F8FZ18G", "price": "$14.83", "quantity": ""},
{"title": "CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce", "asin": "B00TTD9BRC", "price": "$17.80", "quantity": ""},
{"title": "Dove Body Wash with Pump Deep Moisture for 24hr Lotion-Soft Skin Moisture Moisturizing Skin Cleanser with No Sulfates No Parabens 30.6 oz", "asin": "B00MEDOY2G", "price": "$10.97", "quantity": ""},
{"title": "Crest + Scope Whitening Toothpaste - Pack of 3, 5.4 Oz Tubes - Anticavity Fluoride Toothpaste, Fresh Breath, Kills Germs - Tartar Protection, Enamel Protection - Minty Fresh Flavor", "asin": "B005PLQIQ4", "price": "$8.99", "quantity": ""},
{"title": "Oral-B Glide Complete Floss Picks, Dental Floss Picks, Scope Outlast, 75-ct, Toothpicks Floss Picks", "asin": "B00UB7BO16", "price": "$3.89", "quantity": ""},
{"title": "Welch's Fruit Snacks, Mixed Fruit, Bulk Pack, Individual Single Serve Bags, 0.8 oz (Pack of 40)", "asin": "B0BWSKYV63", "price": "$8.48", "quantity": ""},
{"title": "Tea Tree Oil Foot Soak with Epsom Salt - For Toenail Repair, Athletes Foot, Softens Calluses, Soothes Sore & Tired Feet, Nail Discoloration, odor Scent, Spa Pedicure Care - Made in USA 16 oz", "asin": "B0829DGWD5", "price": "$15.97", "quantity": ""},
{"title": "Collapsible Foot Bath Basin for Soaking Feet,Foot Soak Tub,Plastic Foot Bucket with Handles and Massage Acupoint,Foldable Laundry Basket-Gery", "asin": "B0BNCSW964", "price": "$16.98", "quantity": ""},
{"title": "Recycable Shoe Covers Disposable - Black Shoe Covers for Indoors,50Pcs Booties for Shoe cover,Fits Up To 11 US Men and 13 US Women Size,Recyclable Non-Woven Fabric", "asin": "B0CB8K9KJ3", "price": "$9.77", "quantity": ""},
{"title": "TORRAS MiniMag Power Bank, Ultra Slim 5,000mAh Wireless Portable Charger with USB-C Cable, Fast Charging Magnetic Battery Pack, Magsafe-Compatible for iPhone 16/15/14/13/12, Glacier Gray", "asin": "B0CZP3CDSZ", "price": "$39.99", "quantity": ""},
{"title": "Unboxme Gifts Warm & Cozy Ultra-Luxe Cloud Sock for Women & Men - Super Soft Luxurious Fabric Sleep Socks", "asin": "B09319MZJN", "price": "$9.99", "quantity": ""},
{"title": "HHKB - Happy Hacking Keyboard Lid (CG01000-299001)", "asin": "B084DWG77B", "price": "$26.95", "quantity": ""}],
"active_items": [{"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Mugwort ginger"}]},
{"title": "Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included", "asin": "B0DD9BLCY4", "delivery": "Two-Day FREE delivery Mon, Apr 7 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "delivery": "Two-Day FREE delivery Mon, Apr 7 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "Printed Keycaps"}, {"Color": "White"}]},
{"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "delivery": "One-Day FREE delivery Tomorrow, Apr 6 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "10Packs, 2800Sheets in Total"}]},
{"title": "TORRAS MiniMag Power Bank,Ultra-Slim 10,000mAh Magnetic Wireless Portable Charger, 22.5W Fast Charging Battery Pack with USB-C Cable Designed for iPhone 16 Pro Max/16 Pro/16/15/14/13/12, Glacier Gray", "asin": "B0D8LBCHGN", "delivery": "Two-Day FREE delivery Mon, Apr 7 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "10,000mAh"}, {"Color": "Glacier Gray"}]},
{"title": "Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)", "asin": "B0C3LGC7ZG", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Medium"}, {"Color": "Deep Color"}]},
{"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "delivery": "One-Day FREE delivery Tomorrow, Apr 6 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Midnight Gray"}]},
{"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "delivery": "One-Day FREE delivery Tomorrow, Apr 6 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "20.3 Fl Oz (Pack of 3)"}]},
{"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "Orange Trio"}, {"Size": "3 Fl Oz (Pack of 1)"}]},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "delivery": "FREE delivery Tue, Apr 8 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "1.7 Fl Oz / 50 ml"}]},
{"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "delivery": "One-Day FREE delivery Tomorrow, Apr 6 FREE Returns", "quantity": "1", "selected": false, "options": [{"Scent": "Wild Mint & Eucalyptus"}]},
{"title": "Repel Umbrella Windproof Travel Umbrellas for Rain - Easy Auto Open Close, Durable & Compact Umbrella, Strong Fiberglass Frame, Waterproof Canopy - Backpack, Purse, Portable Umbrella for Travel", "asin": "B0160HYB8S", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "A. Black - Travel Umbrella"}]},
{"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "delivery": "One-Day FREE delivery Tomorrow, Apr 6", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Classic"}, {"Size": "40 Count (Pack of 1)"}]},
{"title": "Terrasoul Superfoods Organic Rolled Oats, 5 lbs - Gluten-Free | Old-Fashioned | Whole Grain", "asin": "B08B2NZSLR", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items", "quantity": "1", "selected": false, "options": [{"Flavor Name": "rolled oats"}, {"Size": "2.5 Pound (Pack of 2)"}]},
{"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "delivery": "FREE delivery Tue, Apr 8 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "20.3 Fl Oz (Pack of 3)"}]},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "delivery": "FREE delivery Tue, Apr 8 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "4.2 Fl Oz (Pack of 1)"}]},
{"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "delivery": "FREE delivery Tue, Apr 8 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "15\"-15.5\" Neck 32\"-33\" Sleeve"}, {"Color": "White"}]},
{"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "delivery": "$15 delivery Apr 10 - 11 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "15.5\" Neck 32\" Sleeve"}, {"Color": "White"}]},
{"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "100ml"}, {"Color": "Lavender"}]},
{"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "33.8 Fl Oz (Pack of 1)"}]},
{"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "delivery": "$79.99 delivery Mon, Apr 14", "quantity": "1", "selected": false, "options": [{"Color": "Red"}, {"Size": "26 Inch"}]}],
"saved_items": [{"title": "FILCO Majestouch 3 Full Size Double Shot PBT Mechanical Keyboard Cherry MX Silent Red", "asin": "B0BBV6FBYH", "options": [{"Color": "Cherry MX Silent Red"}]},
{"title": "Sony WH-1000XM5 The Best Wireless Noise Canceling Headphones, Auto NC Optimizer, 30-Hour Battery, Alexa Voice Control, Black", "asin": "B09XS7JWHH", "options": [{"Color": "Black"}, {"Size": "One Size"}, {"Style": "Headphones"}]},
{"title": "No. 5 by Chanel for Women, Eau De Parfum Spray, 3.4 Ounce", "asin": "B000VOJ9BG", "price": "$124.95", "options": [{"Scent": "CHANEL NO.5 3.4 FL OZ 100mL EAU DE PARFUM"}, {"Size": "3.4 Fl Oz (Pack of 1)"}]},
{"title": "ENZODOTS J'adore Perfume For Women Eau De Parfum Spray (3.4, Ounces)", "asin": "B0D3F42G5D", "options": [{"Item Weight": "3.4 Ounces"}]},
{"title": "life2O DoubleCheck \u2713\u2713 Uric Acid Urine Test Strips, 50x More Dependable Urinalysis Testing Kit for Gout, Kidney Function, Dietary Intake, Metabolism, Kidney Stones and More", "asin": "B0BRQG9C7Z", "price": "$15.95", "options": []},
{"title": "Car Air Freshener by NV Aroma Perfume| Car air freshener with Luxury in Every Diffuser| Alcohol-Free car Perfume - Cologne Le'Santal Unisex with Vent Clip| Car Odor Eliminator with perfumed Oils", "asin": "B0CRC94B2L", "options": [{"Scent": "Le'Santal (33)"}]},
{"title": "Jasmine Incense Sticks, Organic Hand Dipped Incense, Natural Herbs & Aromatic Ingredients, Contain 40 Sticks Inside, Burn Time 45-60 Min, Spiritual Gifts, Incense by Karma Pledge", "asin": "B0CJ9GNP73", "options": []},
{"title": "MarKnig Hardtail Mountian Bikes with 21 Speeds Drivetrain for Adult/Youth, 26 Inch Mens Womens MTB with Widened Carbon Steel Frame, Front Suspension, Commuting Bikes with V Brakes (X5 Black)", "asin": "B0CKR5RR2Z", "options": []},
{"title": "Cottonelle Fresh Feel Flushable Wet Wipes, Adult Wet Wipes, 8 Flip-Top Packs, 42 Wipes Per Pack (336 Total Wipes), Packaging May Vary", "asin": "B07ND3WR64", "options": [{"Scent": "Unscented"}, {"Size": "42 Count (Pack of 8)"}]},
{"asin": "B07ND3WR64", "options": []},
{"title": "6Ft Power Strip Surge Protector - Yintar Extension Cord with 6 AC Outlets and 3 USB Ports for for Home, Office, Dorm Essentials, 1680 Joules, ETL Listed, (Black)", "asin": "B08MTBCXWX", "options": [{"Size": "6 Outlets"}, {"Color": "Black"}]}]
<|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": "2025-04-05T19:02:57.880Z", // 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>
|
2025-04-05T19:02:57.880Z
|
click
|
cart_page_select
|
rule
|
2025-04-05T19:02:57.880Z
|
click
|
cart_page_select
|
train
| 188 |
2025-04-05T19:02:57.880Z
|
click
|
cart_page_select
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-04-04T20:26:53.926Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-04T20:26:58.145Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:26:59.924Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:27:36.533Z", "action": "click_product", "action_argument": "B083MW6QVX"}
<|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": ""}],
"promotion_items": [{"title": "Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue", "asin": "B07BGLT25K", "price": "$5.68", "quantity": ""},
{"title": "Amazon Basics Cotton Swabs, 500 Count", "asin": "B09541P9WH", "price": "$2.88", "quantity": ""},
{"title": "Crest 3D White Advanced Luminous Mint Teeth Whitening Toothpaste, Crest Toothpaste, 3.7 oz Pack of 4 - Helps Remove Surface Stains, Whitens Teeth, Strengthens Tooth Enamel, Protects Against Cavities", "asin": "B09F8FZ18G", "price": "$14.83", "quantity": ""},
{"title": "CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce", "asin": "B00TTD9BRC", "price": "$17.80", "quantity": ""},
{"title": "Dove Body Wash with Pump Deep Moisture for 24hr Lotion-Soft Skin Moisture Moisturizing Skin Cleanser with No Sulfates No Parabens 30.6 oz", "asin": "B00MEDOY2G", "price": "$10.97", "quantity": ""},
{"title": "Crest + Scope Whitening Toothpaste - Pack of 3, 5.4 Oz Tubes - Anticavity Fluoride Toothpaste, Fresh Breath, Kills Germs - Tartar Protection, Enamel Protection - Minty Fresh Flavor", "asin": "B005PLQIQ4", "price": "$8.99", "quantity": ""},
{"title": "Oral-B Glide Complete Floss Picks, Dental Floss Picks, Scope Outlast, 75-ct, Toothpicks Floss Picks", "asin": "B00UB7BO16", "price": "$3.89", "quantity": ""},
{"title": "Welch's Fruit Snacks, Mixed Fruit, Bulk Pack, Individual Single Serve Bags, 0.8 oz (Pack of 40)", "asin": "B0BWSKYV63", "price": "$8.48", "quantity": ""},
{"title": "Tea Tree Oil Foot Soak with Epsom Salt - For Toenail Repair, Athletes Foot, Softens Calluses, Soothes Sore & Tired Feet, Nail Discoloration, odor Scent, Spa Pedicure Care - Made in USA 16 oz", "asin": "B0829DGWD5", "price": "$15.97", "quantity": ""},
{"title": "Collapsible Foot Bath Basin for Soaking Feet,Foot Soak Tub,Plastic Foot Bucket with Handles and Massage Acupoint,Foldable Laundry Basket-Gery", "asin": "B0BNCSW964", "price": "$16.98", "quantity": ""},
{"title": "Recycable Shoe Covers Disposable - Black Shoe Covers for Indoors,50Pcs Booties for Shoe cover,Fits Up To 11 US Men and 13 US Women Size,Recyclable Non-Woven Fabric", "asin": "B0CB8K9KJ3", "price": "$9.77", "quantity": ""},
{"title": "TORRAS MiniMag Power Bank, Ultra Slim 5,000mAh Wireless Portable Charger with USB-C Cable, Fast Charging Magnetic Battery Pack, Magsafe-Compatible for iPhone 16/15/14/13/12, Glacier Gray", "asin": "B0CZP3CDSZ", "price": "$39.99", "quantity": ""},
{"title": "Unboxme Gifts Warm & Cozy Ultra-Luxe Cloud Sock for Women & Men - Super Soft Luxurious Fabric Sleep Socks", "asin": "B09319MZJN", "price": "$9.99", "quantity": ""},
{"title": "HHKB - Happy Hacking Keyboard Lid (CG01000-299001)", "asin": "B084DWG77B", "price": "$26.95", "quantity": ""}],
"active_items": [{"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Mugwort ginger"}]},
{"title": "Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included", "asin": "B0DD9BLCY4", "delivery": "Two-Day FREE delivery Mon, Apr 7 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "delivery": "Two-Day FREE delivery Mon, Apr 7 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "Printed Keycaps"}, {"Color": "White"}]},
{"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "delivery": "One-Day FREE delivery Tomorrow, Apr 6 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "10Packs, 2800Sheets in Total"}]},
{"title": "TORRAS MiniMag Power Bank,Ultra-Slim 10,000mAh Magnetic Wireless Portable Charger, 22.5W Fast Charging Battery Pack with USB-C Cable Designed for iPhone 16 Pro Max/16 Pro/16/15/14/13/12, Glacier Gray", "asin": "B0D8LBCHGN", "delivery": "Two-Day FREE delivery Mon, Apr 7 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "10,000mAh"}, {"Color": "Glacier Gray"}]},
{"title": "Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)", "asin": "B0C3LGC7ZG", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Medium"}, {"Color": "Deep Color"}]},
{"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "delivery": "One-Day FREE delivery Tomorrow, Apr 6 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Midnight Gray"}]},
{"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "delivery": "One-Day FREE delivery Tomorrow, Apr 6 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "20.3 Fl Oz (Pack of 3)"}]},
{"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "Orange Trio"}, {"Size": "3 Fl Oz (Pack of 1)"}]},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "delivery": "FREE delivery Tue, Apr 8 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "1.7 Fl Oz / 50 ml"}]},
{"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "delivery": "One-Day FREE delivery Tomorrow, Apr 6 FREE Returns", "quantity": "1", "selected": false, "options": [{"Scent": "Wild Mint & Eucalyptus"}]},
{"title": "Repel Umbrella Windproof Travel Umbrellas for Rain - Easy Auto Open Close, Durable & Compact Umbrella, Strong Fiberglass Frame, Waterproof Canopy - Backpack, Purse, Portable Umbrella for Travel", "asin": "B0160HYB8S", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "A. Black - Travel Umbrella"}]},
{"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "delivery": "One-Day FREE delivery Tomorrow, Apr 6", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Classic"}, {"Size": "40 Count (Pack of 1)"}]},
{"title": "Terrasoul Superfoods Organic Rolled Oats, 5 lbs - Gluten-Free | Old-Fashioned | Whole Grain", "asin": "B08B2NZSLR", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items", "quantity": "1", "selected": false, "options": [{"Flavor Name": "rolled oats"}, {"Size": "2.5 Pound (Pack of 2)"}]},
{"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "delivery": "FREE delivery Tue, Apr 8 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "20.3 Fl Oz (Pack of 3)"}]},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "delivery": "FREE delivery Tue, Apr 8 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "4.2 Fl Oz (Pack of 1)"}]},
{"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "delivery": "FREE delivery Tue, Apr 8 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "15\"-15.5\" Neck 32\"-33\" Sleeve"}, {"Color": "White"}]},
{"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "delivery": "$15 delivery Apr 10 - 11 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "15.5\" Neck 32\" Sleeve"}, {"Color": "White"}]},
{"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "100ml"}, {"Color": "Lavender"}]},
{"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "33.8 Fl Oz (Pack of 1)"}]},
{"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "delivery": "$79.99 delivery Mon, Apr 14", "quantity": "1", "selected": false, "options": [{"Color": "Red"}, {"Size": "26 Inch"}]}],
"saved_items": [{"title": "FILCO Majestouch 3 Full Size Double Shot PBT Mechanical Keyboard Cherry MX Silent Red", "asin": "B0BBV6FBYH", "options": [{"Color": "Cherry MX Silent Red"}]},
{"title": "Sony WH-1000XM5 The Best Wireless Noise Canceling Headphones, Auto NC Optimizer, 30-Hour Battery, Alexa Voice Control, Black", "asin": "B09XS7JWHH", "options": [{"Color": "Black"}, {"Size": "One Size"}, {"Style": "Headphones"}]},
{"title": "No. 5 by Chanel for Women, Eau De Parfum Spray, 3.4 Ounce", "asin": "B000VOJ9BG", "price": "$124.95", "options": [{"Scent": "CHANEL NO.5 3.4 FL OZ 100mL EAU DE PARFUM"}, {"Size": "3.4 Fl Oz (Pack of 1)"}]},
{"title": "ENZODOTS J'adore Perfume For Women Eau De Parfum Spray (3.4, Ounces)", "asin": "B0D3F42G5D", "options": [{"Item Weight": "3.4 Ounces"}]},
{"title": "life2O DoubleCheck \u2713\u2713 Uric Acid Urine Test Strips, 50x More Dependable Urinalysis Testing Kit for Gout, Kidney Function, Dietary Intake, Metabolism, Kidney Stones and More", "asin": "B0BRQG9C7Z", "price": "$15.95", "options": []},
{"title": "Car Air Freshener by NV Aroma Perfume| Car air freshener with Luxury in Every Diffuser| Alcohol-Free car Perfume - Cologne Le'Santal Unisex with Vent Clip| Car Odor Eliminator with perfumed Oils", "asin": "B0CRC94B2L", "options": [{"Scent": "Le'Santal (33)"}]},
{"title": "Jasmine Incense Sticks, Organic Hand Dipped Incense, Natural Herbs & Aromatic Ingredients, Contain 40 Sticks Inside, Burn Time 45-60 Min, Spiritual Gifts, Incense by Karma Pledge", "asin": "B0CJ9GNP73", "options": []},
{"title": "MarKnig Hardtail Mountian Bikes with 21 Speeds Drivetrain for Adult/Youth, 26 Inch Mens Womens MTB with Widened Carbon Steel Frame, Front Suspension, Commuting Bikes with V Brakes (X5 Black)", "asin": "B0CKR5RR2Z", "options": []},
{"title": "Cottonelle Fresh Feel Flushable Wet Wipes, Adult Wet Wipes, 8 Flip-Top Packs, 42 Wipes Per Pack (336 Total Wipes), Packaging May Vary", "asin": "B07ND3WR64", "options": [{"Scent": "Unscented"}, {"Size": "42 Count (Pack of 8)"}]},
{"asin": "B07ND3WR64", "options": []},
{"title": "6Ft Power Strip Surge Protector - Yintar Extension Cord with 6 AC Outlets and 3 USB Ports for for Home, Office, Dorm Essentials, 1680 Joules, ETL Listed, (Black)", "asin": "B08MTBCXWX", "options": [{"Size": "6 Outlets"}, {"Color": "Black"}]}]
<|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": "2025-04-05T19:02:57.880Z", // 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\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue\", \"asin\": \"B07BGLT25K\", \"price\": \"$5.68\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Cotton Swabs, 500 Count\", \"asin\": \"B09541P9WH\", \"price\": \"$2.88\", \"quantity\": \"\"},\n{\"title\": \"Crest 3D White Advanced Luminous Mint Teeth Whitening Toothpaste, Crest Toothpaste, 3.7 oz Pack of 4 - Helps Remove Surface Stains, Whitens Teeth, Strengthens Tooth Enamel, Protects Against Cavities\", \"asin\": \"B09F8FZ18G\", \"price\": \"$14.83\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce\", \"asin\": \"B00TTD9BRC\", \"price\": \"$17.80\", \"quantity\": \"\"},\n{\"title\": \"Dove Body Wash with Pump Deep Moisture for 24hr Lotion-Soft Skin Moisture Moisturizing Skin Cleanser with No Sulfates No Parabens 30.6 oz\", \"asin\": \"B00MEDOY2G\", \"price\": \"$10.97\", \"quantity\": \"\"},\n{\"title\": \"Crest + Scope Whitening Toothpaste - Pack of 3, 5.4 Oz Tubes - Anticavity Fluoride Toothpaste, Fresh Breath, Kills Germs - Tartar Protection, Enamel Protection - Minty Fresh Flavor\", \"asin\": \"B005PLQIQ4\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B Glide Complete Floss Picks, Dental Floss Picks, Scope Outlast, 75-ct, Toothpicks Floss Picks\", \"asin\": \"B00UB7BO16\", \"price\": \"$3.89\", \"quantity\": \"\"},\n{\"title\": \"Welch's Fruit Snacks, Mixed Fruit, Bulk Pack, Individual Single Serve Bags, 0.8 oz (Pack of 40)\", \"asin\": \"B0BWSKYV63\", \"price\": \"$8.48\", \"quantity\": \"\"},\n{\"title\": \"Tea Tree Oil Foot Soak with Epsom Salt - For Toenail Repair, Athletes Foot, Softens Calluses, Soothes Sore & Tired Feet, Nail Discoloration, odor Scent, Spa Pedicure Care - Made in USA 16 oz\", \"asin\": \"B0829DGWD5\", \"price\": \"$15.97\", \"quantity\": \"\"},\n{\"title\": \"Collapsible Foot Bath Basin for Soaking Feet,Foot Soak Tub,Plastic Foot Bucket with Handles and Massage Acupoint,Foldable Laundry Basket-Gery\", \"asin\": \"B0BNCSW964\", \"price\": \"$16.98\", \"quantity\": \"\"},\n{\"title\": \"Recycable Shoe Covers Disposable - Black Shoe Covers for Indoors,50Pcs Booties for Shoe cover,Fits Up To 11 US Men and 13 US Women Size,Recyclable Non-Woven Fabric\", \"asin\": \"B0CB8K9KJ3\", \"price\": \"$9.77\", \"quantity\": \"\"},\n{\"title\": \"TORRAS MiniMag Power Bank, Ultra Slim 5,000mAh Wireless Portable Charger with USB-C Cable, Fast Charging Magnetic Battery Pack, Magsafe-Compatible for iPhone 16/15/14/13/12, Glacier Gray\", \"asin\": \"B0CZP3CDSZ\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Unboxme Gifts Warm & Cozy Ultra-Luxe Cloud Sock for Women & Men - Super Soft Luxurious Fabric Sleep Socks\", \"asin\": \"B09319MZJN\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Lid (CG01000-299001)\", \"asin\": \"B084DWG77B\", \"price\": \"$26.95\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Mugwort ginger\"}]},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 7 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 7 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"Printed Keycaps\"}, {\"Color\": \"White\"}]},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 6 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"10Packs, 2800Sheets in Total\"}]},\n{\"title\": \"TORRAS MiniMag Power Bank,Ultra-Slim 10,000mAh Magnetic Wireless Portable Charger, 22.5W Fast Charging Battery Pack with USB-C Cable Designed for iPhone 16 Pro Max/16 Pro/16/15/14/13/12, Glacier Gray\", \"asin\": \"B0D8LBCHGN\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 7 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"10,000mAh\"}, {\"Color\": \"Glacier Gray\"}]},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Medium\"}, {\"Color\": \"Deep Color\"}]},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 6 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Midnight Gray\"}]},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 6 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"20.3 Fl Oz (Pack of 3)\"}]},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"Orange Trio\"}, {\"Size\": \"3 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"delivery\": \"FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"1.7 Fl Oz / 50 ml\"}]},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 6 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Scent\": \"Wild Mint & Eucalyptus\"}]},\n{\"title\": \"Repel Umbrella Windproof Travel Umbrellas for Rain - Easy Auto Open Close, Durable & Compact Umbrella, Strong Fiberglass Frame, Waterproof Canopy - Backpack, Purse, Portable Umbrella for Travel\", \"asin\": \"B0160HYB8S\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"A. Black - Travel Umbrella\"}]},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 6\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Classic\"}, {\"Size\": \"40 Count (Pack of 1)\"}]},\n{\"title\": \"Terrasoul Superfoods Organic Rolled Oats, 5 lbs - Gluten-Free | Old-Fashioned | Whole Grain\", \"asin\": \"B08B2NZSLR\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"rolled oats\"}, {\"Size\": \"2.5 Pound (Pack of 2)\"}]},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"delivery\": \"FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"20.3 Fl Oz (Pack of 3)\"}]},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"delivery\": \"FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"4.2 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"delivery\": \"FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\"}, {\"Color\": \"White\"}]},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"delivery\": \"$15 delivery Apr 10 - 11 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"15.5\\\" Neck 32\\\" Sleeve\"}, {\"Color\": \"White\"}]},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"100ml\"}, {\"Color\": \"Lavender\"}]},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"33.8 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"delivery\": \"$79.99 delivery Mon, Apr 14\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Red\"}, {\"Size\": \"26 Inch\"}]}],\n\"saved_items\": [{\"title\": \"FILCO Majestouch 3 Full Size Double Shot PBT Mechanical Keyboard Cherry MX Silent Red\", \"asin\": \"B0BBV6FBYH\", \"options\": [{\"Color\": \"Cherry MX Silent Red\"}]},\n{\"title\": \"Sony WH-1000XM5 The Best Wireless Noise Canceling Headphones, Auto NC Optimizer, 30-Hour Battery, Alexa Voice Control, Black\", \"asin\": \"B09XS7JWHH\", \"options\": [{\"Color\": \"Black\"}, {\"Size\": \"One Size\"}, {\"Style\": \"Headphones\"}]},\n{\"title\": \"No. 5 by Chanel for Women, Eau De Parfum Spray, 3.4 Ounce\", \"asin\": \"B000VOJ9BG\", \"price\": \"$124.95\", \"options\": [{\"Scent\": \"CHANEL NO.5 3.4 FL OZ 100mL EAU DE PARFUM\"}, {\"Size\": \"3.4 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"ENZODOTS J'adore Perfume For Women Eau De Parfum Spray (3.4, Ounces)\", \"asin\": \"B0D3F42G5D\", \"options\": [{\"Item Weight\": \"3.4 Ounces\"}]},\n{\"title\": \"life2O DoubleCheck \\u2713\\u2713 Uric Acid Urine Test Strips, 50x More Dependable Urinalysis Testing Kit for Gout, Kidney Function, Dietary Intake, Metabolism, Kidney Stones and More\", \"asin\": \"B0BRQG9C7Z\", \"price\": \"$15.95\", \"options\": []},\n{\"title\": \"Car Air Freshener by NV Aroma Perfume| Car air freshener with Luxury in Every Diffuser| Alcohol-Free car Perfume - Cologne Le'Santal Unisex with Vent Clip| Car Odor Eliminator with perfumed Oils\", \"asin\": \"B0CRC94B2L\", \"options\": [{\"Scent\": \"Le'Santal (33)\"}]},\n{\"title\": \"Jasmine Incense Sticks, Organic Hand Dipped Incense, Natural Herbs & Aromatic Ingredients, Contain 40 Sticks Inside, Burn Time 45-60 Min, Spiritual Gifts, Incense by Karma Pledge\", \"asin\": \"B0CJ9GNP73\", \"options\": []},\n{\"title\": \"MarKnig Hardtail Mountian Bikes with 21 Speeds Drivetrain for Adult/Youth, 26 Inch Mens Womens MTB with Widened Carbon Steel Frame, Front Suspension, Commuting Bikes with V Brakes (X5 Black)\", \"asin\": \"B0CKR5RR2Z\", \"options\": []},\n{\"title\": \"Cottonelle Fresh Feel Flushable Wet Wipes, Adult Wet Wipes, 8 Flip-Top Packs, 42 Wipes Per Pack (336 Total Wipes), Packaging May Vary\", \"asin\": \"B07ND3WR64\", \"options\": [{\"Scent\": \"Unscented\"}, {\"Size\": \"42 Count (Pack of 8)\"}]},\n{\"asin\": \"B07ND3WR64\", \"options\": []},\n{\"title\": \"6Ft Power Strip Surge Protector - Yintar Extension Cord with 6 AC Outlets and 3 USB Ports for for Home, Office, Dorm Essentials, 1680 Joules, ETL Listed, (Black)\", \"asin\": \"B08MTBCXWX\", \"options\": [{\"Size\": \"6 Outlets\"}, {\"Color\": \"Black\"}]}]\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\": \"2025-04-05T19:02:57.917Z\", // 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": "2025-04-04T20:26:53.926Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-04T20:26:58.145Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:26:59.924Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:27:36.533Z", "action": "click_product", "action_argument": "B083MW6QVX"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T19:02:57.880Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue", "asin": "B07BGLT25K", "price": "$5.68", "quantity": ""},
{"title": "Amazon Basics Cotton Swabs, 500 Count", "asin": "B09541P9WH", "price": "$2.88", "quantity": ""},
{"title": "Crest 3D White Advanced Luminous Mint Teeth Whitening Toothpaste, Crest Toothpaste, 3.7 oz Pack of 4 - Helps Remove Surface Stains, Whitens Teeth, Strengthens Tooth Enamel, Protects Against Cavities", "asin": "B09F8FZ18G", "price": "$14.83", "quantity": ""},
{"title": "CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce", "asin": "B00TTD9BRC", "price": "$17.80", "quantity": ""},
{"title": "Dove Body Wash with Pump Deep Moisture for 24hr Lotion-Soft Skin Moisture Moisturizing Skin Cleanser with No Sulfates No Parabens 30.6 oz", "asin": "B00MEDOY2G", "price": "$10.97", "quantity": ""},
{"title": "Crest + Scope Whitening Toothpaste - Pack of 3, 5.4 Oz Tubes - Anticavity Fluoride Toothpaste, Fresh Breath, Kills Germs - Tartar Protection, Enamel Protection - Minty Fresh Flavor", "asin": "B005PLQIQ4", "price": "$8.99", "quantity": ""},
{"title": "Oral-B Glide Complete Floss Picks, Dental Floss Picks, Scope Outlast, 75-ct, Toothpicks Floss Picks", "asin": "B00UB7BO16", "price": "$3.89", "quantity": ""},
{"title": "Welch's Fruit Snacks, Mixed Fruit, Bulk Pack, Individual Single Serve Bags, 0.8 oz (Pack of 40)", "asin": "B0BWSKYV63", "price": "$8.48", "quantity": ""},
{"title": "Tea Tree Oil Foot Soak with Epsom Salt - For Toenail Repair, Athletes Foot, Softens Calluses, Soothes Sore & Tired Feet, Nail Discoloration, odor Scent, Spa Pedicure Care - Made in USA 16 oz", "asin": "B0829DGWD5", "price": "$15.97", "quantity": ""},
{"title": "Collapsible Foot Bath Basin for Soaking Feet,Foot Soak Tub,Plastic Foot Bucket with Handles and Massage Acupoint,Foldable Laundry Basket-Gery", "asin": "B0BNCSW964", "price": "$16.98", "quantity": ""},
{"title": "Recycable Shoe Covers Disposable - Black Shoe Covers for Indoors,50Pcs Booties for Shoe cover,Fits Up To 11 US Men and 13 US Women Size,Recyclable Non-Woven Fabric", "asin": "B0CB8K9KJ3", "price": "$9.77", "quantity": ""},
{"title": "TORRAS MiniMag Power Bank, Ultra Slim 5,000mAh Wireless Portable Charger with USB-C Cable, Fast Charging Magnetic Battery Pack, Magsafe-Compatible for iPhone 16/15/14/13/12, Glacier Gray", "asin": "B0CZP3CDSZ", "price": "$39.99", "quantity": ""},
{"title": "Unboxme Gifts Warm & Cozy Ultra-Luxe Cloud Sock for Women & Men - Super Soft Luxurious Fabric Sleep Socks", "asin": "B09319MZJN", "price": "$9.99", "quantity": ""},
{"title": "HHKB - Happy Hacking Keyboard Lid (CG01000-299001)", "asin": "B084DWG77B", "price": "$26.95", "quantity": ""}],
"active_items": [{"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Mugwort ginger"}]},
{"title": "Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included", "asin": "B0DD9BLCY4", "delivery": "Two-Day FREE delivery Mon, Apr 7 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "delivery": "Two-Day FREE delivery Mon, Apr 7 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "Printed Keycaps"}, {"Color": "White"}]},
{"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "delivery": "One-Day FREE delivery Tomorrow, Apr 6 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "10Packs, 2800Sheets in Total"}]},
{"title": "TORRAS MiniMag Power Bank,Ultra-Slim 10,000mAh Magnetic Wireless Portable Charger, 22.5W Fast Charging Battery Pack with USB-C Cable Designed for iPhone 16 Pro Max/16 Pro/16/15/14/13/12, Glacier Gray", "asin": "B0D8LBCHGN", "delivery": "Two-Day FREE delivery Mon, Apr 7 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "10,000mAh"}, {"Color": "Glacier Gray"}]},
{"title": "Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)", "asin": "B0C3LGC7ZG", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Medium"}, {"Color": "Deep Color"}]},
{"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "delivery": "One-Day FREE delivery Tomorrow, Apr 6 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Midnight Gray"}]},
{"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "delivery": "One-Day FREE delivery Tomorrow, Apr 6 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "20.3 Fl Oz (Pack of 3)"}]},
{"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "Orange Trio"}, {"Size": "3 Fl Oz (Pack of 1)"}]},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "delivery": "FREE delivery Tue, Apr 8 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "1.7 Fl Oz / 50 ml"}]},
{"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "delivery": "One-Day FREE delivery Tomorrow, Apr 6 FREE Returns", "quantity": "1", "selected": false, "options": [{"Scent": "Wild Mint & Eucalyptus"}]},
{"title": "Repel Umbrella Windproof Travel Umbrellas for Rain - Easy Auto Open Close, Durable & Compact Umbrella, Strong Fiberglass Frame, Waterproof Canopy - Backpack, Purse, Portable Umbrella for Travel", "asin": "B0160HYB8S", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "A. Black - Travel Umbrella"}]},
{"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "delivery": "One-Day FREE delivery Tomorrow, Apr 6", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Classic"}, {"Size": "40 Count (Pack of 1)"}]},
{"title": "Terrasoul Superfoods Organic Rolled Oats, 5 lbs - Gluten-Free | Old-Fashioned | Whole Grain", "asin": "B08B2NZSLR", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items", "quantity": "1", "selected": false, "options": [{"Flavor Name": "rolled oats"}, {"Size": "2.5 Pound (Pack of 2)"}]},
{"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "delivery": "FREE delivery Tue, Apr 8 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "20.3 Fl Oz (Pack of 3)"}]},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "delivery": "FREE delivery Tue, Apr 8 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "4.2 Fl Oz (Pack of 1)"}]},
{"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "delivery": "FREE delivery Tue, Apr 8 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "15\"-15.5\" Neck 32\"-33\" Sleeve"}, {"Color": "White"}]},
{"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "delivery": "$15 delivery Apr 10 - 11 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "15.5\" Neck 32\" Sleeve"}, {"Color": "White"}]},
{"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "100ml"}, {"Color": "Lavender"}]},
{"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "33.8 Fl Oz (Pack of 1)"}]},
{"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "delivery": "$79.99 delivery Mon, Apr 14", "quantity": "1", "selected": false, "options": [{"Color": "Red"}, {"Size": "26 Inch"}]}],
"saved_items": [{"title": "FILCO Majestouch 3 Full Size Double Shot PBT Mechanical Keyboard Cherry MX Silent Red", "asin": "B0BBV6FBYH", "options": [{"Color": "Cherry MX Silent Red"}]},
{"title": "Sony WH-1000XM5 The Best Wireless Noise Canceling Headphones, Auto NC Optimizer, 30-Hour Battery, Alexa Voice Control, Black", "asin": "B09XS7JWHH", "options": [{"Color": "Black"}, {"Size": "One Size"}, {"Style": "Headphones"}]},
{"title": "No. 5 by Chanel for Women, Eau De Parfum Spray, 3.4 Ounce", "asin": "B000VOJ9BG", "price": "$124.95", "options": [{"Scent": "CHANEL NO.5 3.4 FL OZ 100mL EAU DE PARFUM"}, {"Size": "3.4 Fl Oz (Pack of 1)"}]},
{"title": "ENZODOTS J'adore Perfume For Women Eau De Parfum Spray (3.4, Ounces)", "asin": "B0D3F42G5D", "options": [{"Item Weight": "3.4 Ounces"}]},
{"title": "life2O DoubleCheck \u2713\u2713 Uric Acid Urine Test Strips, 50x More Dependable Urinalysis Testing Kit for Gout, Kidney Function, Dietary Intake, Metabolism, Kidney Stones and More", "asin": "B0BRQG9C7Z", "price": "$15.95", "options": []},
{"title": "Car Air Freshener by NV Aroma Perfume| Car air freshener with Luxury in Every Diffuser| Alcohol-Free car Perfume - Cologne Le'Santal Unisex with Vent Clip| Car Odor Eliminator with perfumed Oils", "asin": "B0CRC94B2L", "options": [{"Scent": "Le'Santal (33)"}]},
{"title": "Jasmine Incense Sticks, Organic Hand Dipped Incense, Natural Herbs & Aromatic Ingredients, Contain 40 Sticks Inside, Burn Time 45-60 Min, Spiritual Gifts, Incense by Karma Pledge", "asin": "B0CJ9GNP73", "options": []},
{"title": "MarKnig Hardtail Mountian Bikes with 21 Speeds Drivetrain for Adult/Youth, 26 Inch Mens Womens MTB with Widened Carbon Steel Frame, Front Suspension, Commuting Bikes with V Brakes (X5 Black)", "asin": "B0CKR5RR2Z", "options": []},
{"title": "Cottonelle Fresh Feel Flushable Wet Wipes, Adult Wet Wipes, 8 Flip-Top Packs, 42 Wipes Per Pack (336 Total Wipes), Packaging May Vary", "asin": "B07ND3WR64", "options": [{"Scent": "Unscented"}, {"Size": "42 Count (Pack of 8)"}]},
{"asin": "B07ND3WR64", "options": []},
{"title": "6Ft Power Strip Surge Protector - Yintar Extension Cord with 6 AC Outlets and 3 USB Ports for for Home, Office, Dorm Essentials, 1680 Joules, ETL Listed, (Black)", "asin": "B08MTBCXWX", "options": [{"Size": "6 Outlets"}, {"Color": "Black"}]}]
<|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": "2025-04-05T19:02:57.917Z", // 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>
|
2025-04-05T19:02:57.917Z
|
click
|
cart_page_select
|
rule
|
2025-04-05T19:02:57.917Z
|
click
|
cart_page_select
|
train
| 189 |
2025-04-05T19:02:57.917Z
|
click
|
cart_page_select
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-04-04T20:26:53.926Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-04T20:26:58.145Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:26:59.924Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:27:36.533Z", "action": "click_product", "action_argument": "B083MW6QVX"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T19:02:57.880Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue", "asin": "B07BGLT25K", "price": "$5.68", "quantity": ""},
{"title": "Amazon Basics Cotton Swabs, 500 Count", "asin": "B09541P9WH", "price": "$2.88", "quantity": ""},
{"title": "Crest 3D White Advanced Luminous Mint Teeth Whitening Toothpaste, Crest Toothpaste, 3.7 oz Pack of 4 - Helps Remove Surface Stains, Whitens Teeth, Strengthens Tooth Enamel, Protects Against Cavities", "asin": "B09F8FZ18G", "price": "$14.83", "quantity": ""},
{"title": "CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce", "asin": "B00TTD9BRC", "price": "$17.80", "quantity": ""},
{"title": "Dove Body Wash with Pump Deep Moisture for 24hr Lotion-Soft Skin Moisture Moisturizing Skin Cleanser with No Sulfates No Parabens 30.6 oz", "asin": "B00MEDOY2G", "price": "$10.97", "quantity": ""},
{"title": "Crest + Scope Whitening Toothpaste - Pack of 3, 5.4 Oz Tubes - Anticavity Fluoride Toothpaste, Fresh Breath, Kills Germs - Tartar Protection, Enamel Protection - Minty Fresh Flavor", "asin": "B005PLQIQ4", "price": "$8.99", "quantity": ""},
{"title": "Oral-B Glide Complete Floss Picks, Dental Floss Picks, Scope Outlast, 75-ct, Toothpicks Floss Picks", "asin": "B00UB7BO16", "price": "$3.89", "quantity": ""},
{"title": "Welch's Fruit Snacks, Mixed Fruit, Bulk Pack, Individual Single Serve Bags, 0.8 oz (Pack of 40)", "asin": "B0BWSKYV63", "price": "$8.48", "quantity": ""},
{"title": "Tea Tree Oil Foot Soak with Epsom Salt - For Toenail Repair, Athletes Foot, Softens Calluses, Soothes Sore & Tired Feet, Nail Discoloration, odor Scent, Spa Pedicure Care - Made in USA 16 oz", "asin": "B0829DGWD5", "price": "$15.97", "quantity": ""},
{"title": "Collapsible Foot Bath Basin for Soaking Feet,Foot Soak Tub,Plastic Foot Bucket with Handles and Massage Acupoint,Foldable Laundry Basket-Gery", "asin": "B0BNCSW964", "price": "$16.98", "quantity": ""},
{"title": "Recycable Shoe Covers Disposable - Black Shoe Covers for Indoors,50Pcs Booties for Shoe cover,Fits Up To 11 US Men and 13 US Women Size,Recyclable Non-Woven Fabric", "asin": "B0CB8K9KJ3", "price": "$9.77", "quantity": ""},
{"title": "TORRAS MiniMag Power Bank, Ultra Slim 5,000mAh Wireless Portable Charger with USB-C Cable, Fast Charging Magnetic Battery Pack, Magsafe-Compatible for iPhone 16/15/14/13/12, Glacier Gray", "asin": "B0CZP3CDSZ", "price": "$39.99", "quantity": ""},
{"title": "Unboxme Gifts Warm & Cozy Ultra-Luxe Cloud Sock for Women & Men - Super Soft Luxurious Fabric Sleep Socks", "asin": "B09319MZJN", "price": "$9.99", "quantity": ""},
{"title": "HHKB - Happy Hacking Keyboard Lid (CG01000-299001)", "asin": "B084DWG77B", "price": "$26.95", "quantity": ""}],
"active_items": [{"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Mugwort ginger"}]},
{"title": "Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included", "asin": "B0DD9BLCY4", "delivery": "Two-Day FREE delivery Mon, Apr 7 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "delivery": "Two-Day FREE delivery Mon, Apr 7 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "Printed Keycaps"}, {"Color": "White"}]},
{"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "delivery": "One-Day FREE delivery Tomorrow, Apr 6 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "10Packs, 2800Sheets in Total"}]},
{"title": "TORRAS MiniMag Power Bank,Ultra-Slim 10,000mAh Magnetic Wireless Portable Charger, 22.5W Fast Charging Battery Pack with USB-C Cable Designed for iPhone 16 Pro Max/16 Pro/16/15/14/13/12, Glacier Gray", "asin": "B0D8LBCHGN", "delivery": "Two-Day FREE delivery Mon, Apr 7 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "10,000mAh"}, {"Color": "Glacier Gray"}]},
{"title": "Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)", "asin": "B0C3LGC7ZG", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Medium"}, {"Color": "Deep Color"}]},
{"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "delivery": "One-Day FREE delivery Tomorrow, Apr 6 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Midnight Gray"}]},
{"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "delivery": "One-Day FREE delivery Tomorrow, Apr 6 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "20.3 Fl Oz (Pack of 3)"}]},
{"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "Orange Trio"}, {"Size": "3 Fl Oz (Pack of 1)"}]},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "delivery": "FREE delivery Tue, Apr 8 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "1.7 Fl Oz / 50 ml"}]},
{"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "delivery": "One-Day FREE delivery Tomorrow, Apr 6 FREE Returns", "quantity": "1", "selected": false, "options": [{"Scent": "Wild Mint & Eucalyptus"}]},
{"title": "Repel Umbrella Windproof Travel Umbrellas for Rain - Easy Auto Open Close, Durable & Compact Umbrella, Strong Fiberglass Frame, Waterproof Canopy - Backpack, Purse, Portable Umbrella for Travel", "asin": "B0160HYB8S", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "A. Black - Travel Umbrella"}]},
{"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "delivery": "One-Day FREE delivery Tomorrow, Apr 6", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Classic"}, {"Size": "40 Count (Pack of 1)"}]},
{"title": "Terrasoul Superfoods Organic Rolled Oats, 5 lbs - Gluten-Free | Old-Fashioned | Whole Grain", "asin": "B08B2NZSLR", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items", "quantity": "1", "selected": false, "options": [{"Flavor Name": "rolled oats"}, {"Size": "2.5 Pound (Pack of 2)"}]},
{"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "delivery": "FREE delivery Tue, Apr 8 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "20.3 Fl Oz (Pack of 3)"}]},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "delivery": "FREE delivery Tue, Apr 8 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "4.2 Fl Oz (Pack of 1)"}]},
{"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "delivery": "FREE delivery Tue, Apr 8 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "15\"-15.5\" Neck 32\"-33\" Sleeve"}, {"Color": "White"}]},
{"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "delivery": "$15 delivery Apr 10 - 11 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "15.5\" Neck 32\" Sleeve"}, {"Color": "White"}]},
{"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "100ml"}, {"Color": "Lavender"}]},
{"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "33.8 Fl Oz (Pack of 1)"}]},
{"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "delivery": "$79.99 delivery Mon, Apr 14", "quantity": "1", "selected": false, "options": [{"Color": "Red"}, {"Size": "26 Inch"}]}],
"saved_items": [{"title": "FILCO Majestouch 3 Full Size Double Shot PBT Mechanical Keyboard Cherry MX Silent Red", "asin": "B0BBV6FBYH", "options": [{"Color": "Cherry MX Silent Red"}]},
{"title": "Sony WH-1000XM5 The Best Wireless Noise Canceling Headphones, Auto NC Optimizer, 30-Hour Battery, Alexa Voice Control, Black", "asin": "B09XS7JWHH", "options": [{"Color": "Black"}, {"Size": "One Size"}, {"Style": "Headphones"}]},
{"title": "No. 5 by Chanel for Women, Eau De Parfum Spray, 3.4 Ounce", "asin": "B000VOJ9BG", "price": "$124.95", "options": [{"Scent": "CHANEL NO.5 3.4 FL OZ 100mL EAU DE PARFUM"}, {"Size": "3.4 Fl Oz (Pack of 1)"}]},
{"title": "ENZODOTS J'adore Perfume For Women Eau De Parfum Spray (3.4, Ounces)", "asin": "B0D3F42G5D", "options": [{"Item Weight": "3.4 Ounces"}]},
{"title": "life2O DoubleCheck \u2713\u2713 Uric Acid Urine Test Strips, 50x More Dependable Urinalysis Testing Kit for Gout, Kidney Function, Dietary Intake, Metabolism, Kidney Stones and More", "asin": "B0BRQG9C7Z", "price": "$15.95", "options": []},
{"title": "Car Air Freshener by NV Aroma Perfume| Car air freshener with Luxury in Every Diffuser| Alcohol-Free car Perfume - Cologne Le'Santal Unisex with Vent Clip| Car Odor Eliminator with perfumed Oils", "asin": "B0CRC94B2L", "options": [{"Scent": "Le'Santal (33)"}]},
{"title": "Jasmine Incense Sticks, Organic Hand Dipped Incense, Natural Herbs & Aromatic Ingredients, Contain 40 Sticks Inside, Burn Time 45-60 Min, Spiritual Gifts, Incense by Karma Pledge", "asin": "B0CJ9GNP73", "options": []},
{"title": "MarKnig Hardtail Mountian Bikes with 21 Speeds Drivetrain for Adult/Youth, 26 Inch Mens Womens MTB with Widened Carbon Steel Frame, Front Suspension, Commuting Bikes with V Brakes (X5 Black)", "asin": "B0CKR5RR2Z", "options": []},
{"title": "Cottonelle Fresh Feel Flushable Wet Wipes, Adult Wet Wipes, 8 Flip-Top Packs, 42 Wipes Per Pack (336 Total Wipes), Packaging May Vary", "asin": "B07ND3WR64", "options": [{"Scent": "Unscented"}, {"Size": "42 Count (Pack of 8)"}]},
{"asin": "B07ND3WR64", "options": []},
{"title": "6Ft Power Strip Surge Protector - Yintar Extension Cord with 6 AC Outlets and 3 USB Ports for for Home, Office, Dorm Essentials, 1680 Joules, ETL Listed, (Black)", "asin": "B08MTBCXWX", "options": [{"Size": "6 Outlets"}, {"Color": "Black"}]}]
<|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": "2025-04-05T19:02:57.917Z", // 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\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue\", \"asin\": \"B07BGLT25K\", \"price\": \"$5.68\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Cotton Swabs, 500 Count\", \"asin\": \"B09541P9WH\", \"price\": \"$2.88\", \"quantity\": \"\"},\n{\"title\": \"Crest 3D White Advanced Luminous Mint Teeth Whitening Toothpaste, Crest Toothpaste, 3.7 oz Pack of 4 - Helps Remove Surface Stains, Whitens Teeth, Strengthens Tooth Enamel, Protects Against Cavities\", \"asin\": \"B09F8FZ18G\", \"price\": \"$14.83\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce\", \"asin\": \"B00TTD9BRC\", \"price\": \"$17.80\", \"quantity\": \"\"},\n{\"title\": \"Dove Body Wash with Pump Deep Moisture for 24hr Lotion-Soft Skin Moisture Moisturizing Skin Cleanser with No Sulfates No Parabens 30.6 oz\", \"asin\": \"B00MEDOY2G\", \"price\": \"$10.97\", \"quantity\": \"\"},\n{\"title\": \"Crest + Scope Whitening Toothpaste - Pack of 3, 5.4 Oz Tubes - Anticavity Fluoride Toothpaste, Fresh Breath, Kills Germs - Tartar Protection, Enamel Protection - Minty Fresh Flavor\", \"asin\": \"B005PLQIQ4\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B Glide Complete Floss Picks, Dental Floss Picks, Scope Outlast, 75-ct, Toothpicks Floss Picks\", \"asin\": \"B00UB7BO16\", \"price\": \"$3.89\", \"quantity\": \"\"},\n{\"title\": \"Welch's Fruit Snacks, Mixed Fruit, Bulk Pack, Individual Single Serve Bags, 0.8 oz (Pack of 40)\", \"asin\": \"B0BWSKYV63\", \"price\": \"$8.48\", \"quantity\": \"\"},\n{\"title\": \"Tea Tree Oil Foot Soak with Epsom Salt - For Toenail Repair, Athletes Foot, Softens Calluses, Soothes Sore & Tired Feet, Nail Discoloration, odor Scent, Spa Pedicure Care - Made in USA 16 oz\", \"asin\": \"B0829DGWD5\", \"price\": \"$15.97\", \"quantity\": \"\"},\n{\"title\": \"Collapsible Foot Bath Basin for Soaking Feet,Foot Soak Tub,Plastic Foot Bucket with Handles and Massage Acupoint,Foldable Laundry Basket-Gery\", \"asin\": \"B0BNCSW964\", \"price\": \"$16.98\", \"quantity\": \"\"},\n{\"title\": \"Recycable Shoe Covers Disposable - Black Shoe Covers for Indoors,50Pcs Booties for Shoe cover,Fits Up To 11 US Men and 13 US Women Size,Recyclable Non-Woven Fabric\", \"asin\": \"B0CB8K9KJ3\", \"price\": \"$9.77\", \"quantity\": \"\"},\n{\"title\": \"TORRAS MiniMag Power Bank, Ultra Slim 5,000mAh Wireless Portable Charger with USB-C Cable, Fast Charging Magnetic Battery Pack, Magsafe-Compatible for iPhone 16/15/14/13/12, Glacier Gray\", \"asin\": \"B0CZP3CDSZ\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Unboxme Gifts Warm & Cozy Ultra-Luxe Cloud Sock for Women & Men - Super Soft Luxurious Fabric Sleep Socks\", \"asin\": \"B09319MZJN\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Lid (CG01000-299001)\", \"asin\": \"B084DWG77B\", \"price\": \"$26.95\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Mugwort ginger\"}]},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 7 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 7 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"Printed Keycaps\"}, {\"Color\": \"White\"}]},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 6 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"10Packs, 2800Sheets in Total\"}]},\n{\"title\": \"TORRAS MiniMag Power Bank,Ultra-Slim 10,000mAh Magnetic Wireless Portable Charger, 22.5W Fast Charging Battery Pack with USB-C Cable Designed for iPhone 16 Pro Max/16 Pro/16/15/14/13/12, Glacier Gray\", \"asin\": \"B0D8LBCHGN\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 7 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"10,000mAh\"}, {\"Color\": \"Glacier Gray\"}]},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Medium\"}, {\"Color\": \"Deep Color\"}]},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 6 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Midnight Gray\"}]},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 6 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"20.3 Fl Oz (Pack of 3)\"}]},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"Orange Trio\"}, {\"Size\": \"3 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"delivery\": \"FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"1.7 Fl Oz / 50 ml\"}]},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 6 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Scent\": \"Wild Mint & Eucalyptus\"}]},\n{\"title\": \"Repel Umbrella Windproof Travel Umbrellas for Rain - Easy Auto Open Close, Durable & Compact Umbrella, Strong Fiberglass Frame, Waterproof Canopy - Backpack, Purse, Portable Umbrella for Travel\", \"asin\": \"B0160HYB8S\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"A. Black - Travel Umbrella\"}]},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 6\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Classic\"}, {\"Size\": \"40 Count (Pack of 1)\"}]},\n{\"title\": \"Terrasoul Superfoods Organic Rolled Oats, 5 lbs - Gluten-Free | Old-Fashioned | Whole Grain\", \"asin\": \"B08B2NZSLR\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"rolled oats\"}, {\"Size\": \"2.5 Pound (Pack of 2)\"}]},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"delivery\": \"FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"20.3 Fl Oz (Pack of 3)\"}]},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"delivery\": \"FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"4.2 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"delivery\": \"FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\"}, {\"Color\": \"White\"}]},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"delivery\": \"$15 delivery Apr 10 - 11 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"15.5\\\" Neck 32\\\" Sleeve\"}, {\"Color\": \"White\"}]},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"100ml\"}, {\"Color\": \"Lavender\"}]},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"33.8 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"delivery\": \"$79.99 delivery Mon, Apr 14\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Red\"}, {\"Size\": \"26 Inch\"}]}],\n\"saved_items\": [{\"title\": \"FILCO Majestouch 3 Full Size Double Shot PBT Mechanical Keyboard Cherry MX Silent Red\", \"asin\": \"B0BBV6FBYH\", \"options\": [{\"Color\": \"Cherry MX Silent Red\"}]},\n{\"title\": \"Sony WH-1000XM5 The Best Wireless Noise Canceling Headphones, Auto NC Optimizer, 30-Hour Battery, Alexa Voice Control, Black\", \"asin\": \"B09XS7JWHH\", \"options\": [{\"Color\": \"Black\"}, {\"Size\": \"One Size\"}, {\"Style\": \"Headphones\"}]},\n{\"title\": \"No. 5 by Chanel for Women, Eau De Parfum Spray, 3.4 Ounce\", \"asin\": \"B000VOJ9BG\", \"price\": \"$124.95\", \"options\": [{\"Scent\": \"CHANEL NO.5 3.4 FL OZ 100mL EAU DE PARFUM\"}, {\"Size\": \"3.4 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"ENZODOTS J'adore Perfume For Women Eau De Parfum Spray (3.4, Ounces)\", \"asin\": \"B0D3F42G5D\", \"options\": [{\"Item Weight\": \"3.4 Ounces\"}]},\n{\"title\": \"life2O DoubleCheck \\u2713\\u2713 Uric Acid Urine Test Strips, 50x More Dependable Urinalysis Testing Kit for Gout, Kidney Function, Dietary Intake, Metabolism, Kidney Stones and More\", \"asin\": \"B0BRQG9C7Z\", \"price\": \"$15.95\", \"options\": []},\n{\"title\": \"Car Air Freshener by NV Aroma Perfume| Car air freshener with Luxury in Every Diffuser| Alcohol-Free car Perfume - Cologne Le'Santal Unisex with Vent Clip| Car Odor Eliminator with perfumed Oils\", \"asin\": \"B0CRC94B2L\", \"options\": [{\"Scent\": \"Le'Santal (33)\"}]},\n{\"title\": \"Jasmine Incense Sticks, Organic Hand Dipped Incense, Natural Herbs & Aromatic Ingredients, Contain 40 Sticks Inside, Burn Time 45-60 Min, Spiritual Gifts, Incense by Karma Pledge\", \"asin\": \"B0CJ9GNP73\", \"options\": []},\n{\"title\": \"MarKnig Hardtail Mountian Bikes with 21 Speeds Drivetrain for Adult/Youth, 26 Inch Mens Womens MTB with Widened Carbon Steel Frame, Front Suspension, Commuting Bikes with V Brakes (X5 Black)\", \"asin\": \"B0CKR5RR2Z\", \"options\": []},\n{\"title\": \"Cottonelle Fresh Feel Flushable Wet Wipes, Adult Wet Wipes, 8 Flip-Top Packs, 42 Wipes Per Pack (336 Total Wipes), Packaging May Vary\", \"asin\": \"B07ND3WR64\", \"options\": [{\"Scent\": \"Unscented\"}, {\"Size\": \"42 Count (Pack of 8)\"}]},\n{\"asin\": \"B07ND3WR64\", \"options\": []},\n{\"title\": \"6Ft Power Strip Surge Protector - Yintar Extension Cord with 6 AC Outlets and 3 USB Ports for for Home, Office, Dorm Essentials, 1680 Joules, ETL Listed, (Black)\", \"asin\": \"B08MTBCXWX\", \"options\": [{\"Size\": \"6 Outlets\"}, {\"Color\": \"Black\"}]}]\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\": \"2025-04-05T19:03:21.354Z\", // 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": "2025-04-04T20:26:53.926Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-04T20:26:58.145Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:26:59.924Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:27:36.533Z", "action": "click_product", "action_argument": "B083MW6QVX"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T19:02:57.880Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-05T19:02:57.917Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue", "asin": "B07BGLT25K", "price": "$5.68", "quantity": ""},
{"title": "Amazon Basics Cotton Swabs, 500 Count", "asin": "B09541P9WH", "price": "$2.88", "quantity": ""},
{"title": "Crest 3D White Advanced Luminous Mint Teeth Whitening Toothpaste, Crest Toothpaste, 3.7 oz Pack of 4 - Helps Remove Surface Stains, Whitens Teeth, Strengthens Tooth Enamel, Protects Against Cavities", "asin": "B09F8FZ18G", "price": "$14.83", "quantity": ""},
{"title": "CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce", "asin": "B00TTD9BRC", "price": "$17.80", "quantity": ""},
{"title": "Dove Body Wash with Pump Deep Moisture for 24hr Lotion-Soft Skin Moisture Moisturizing Skin Cleanser with No Sulfates No Parabens 30.6 oz", "asin": "B00MEDOY2G", "price": "$10.97", "quantity": ""},
{"title": "Crest + Scope Whitening Toothpaste - Pack of 3, 5.4 Oz Tubes - Anticavity Fluoride Toothpaste, Fresh Breath, Kills Germs - Tartar Protection, Enamel Protection - Minty Fresh Flavor", "asin": "B005PLQIQ4", "price": "$8.99", "quantity": ""},
{"title": "Oral-B Glide Complete Floss Picks, Dental Floss Picks, Scope Outlast, 75-ct, Toothpicks Floss Picks", "asin": "B00UB7BO16", "price": "$3.89", "quantity": ""},
{"title": "Welch's Fruit Snacks, Mixed Fruit, Bulk Pack, Individual Single Serve Bags, 0.8 oz (Pack of 40)", "asin": "B0BWSKYV63", "price": "$8.48", "quantity": ""},
{"title": "Tea Tree Oil Foot Soak with Epsom Salt - For Toenail Repair, Athletes Foot, Softens Calluses, Soothes Sore & Tired Feet, Nail Discoloration, odor Scent, Spa Pedicure Care - Made in USA 16 oz", "asin": "B0829DGWD5", "price": "$15.97", "quantity": ""},
{"title": "Collapsible Foot Bath Basin for Soaking Feet,Foot Soak Tub,Plastic Foot Bucket with Handles and Massage Acupoint,Foldable Laundry Basket-Gery", "asin": "B0BNCSW964", "price": "$16.98", "quantity": ""},
{"title": "Recycable Shoe Covers Disposable - Black Shoe Covers for Indoors,50Pcs Booties for Shoe cover,Fits Up To 11 US Men and 13 US Women Size,Recyclable Non-Woven Fabric", "asin": "B0CB8K9KJ3", "price": "$9.77", "quantity": ""},
{"title": "TORRAS MiniMag Power Bank, Ultra Slim 5,000mAh Wireless Portable Charger with USB-C Cable, Fast Charging Magnetic Battery Pack, Magsafe-Compatible for iPhone 16/15/14/13/12, Glacier Gray", "asin": "B0CZP3CDSZ", "price": "$39.99", "quantity": ""},
{"title": "Unboxme Gifts Warm & Cozy Ultra-Luxe Cloud Sock for Women & Men - Super Soft Luxurious Fabric Sleep Socks", "asin": "B09319MZJN", "price": "$9.99", "quantity": ""},
{"title": "HHKB - Happy Hacking Keyboard Lid (CG01000-299001)", "asin": "B084DWG77B", "price": "$26.95", "quantity": ""}],
"active_items": [{"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Mugwort ginger"}]},
{"title": "Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included", "asin": "B0DD9BLCY4", "delivery": "Two-Day FREE delivery Mon, Apr 7 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "delivery": "Two-Day FREE delivery Mon, Apr 7 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "Printed Keycaps"}, {"Color": "White"}]},
{"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "delivery": "One-Day FREE delivery Tomorrow, Apr 6 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "10Packs, 2800Sheets in Total"}]},
{"title": "TORRAS MiniMag Power Bank,Ultra-Slim 10,000mAh Magnetic Wireless Portable Charger, 22.5W Fast Charging Battery Pack with USB-C Cable Designed for iPhone 16 Pro Max/16 Pro/16/15/14/13/12, Glacier Gray", "asin": "B0D8LBCHGN", "delivery": "Two-Day FREE delivery Mon, Apr 7 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "10,000mAh"}, {"Color": "Glacier Gray"}]},
{"title": "Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)", "asin": "B0C3LGC7ZG", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Medium"}, {"Color": "Deep Color"}]},
{"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "delivery": "One-Day FREE delivery Tomorrow, Apr 6 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Midnight Gray"}]},
{"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "delivery": "One-Day FREE delivery Tomorrow, Apr 6 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "20.3 Fl Oz (Pack of 3)"}]},
{"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "Orange Trio"}, {"Size": "3 Fl Oz (Pack of 1)"}]},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "delivery": "FREE delivery Tue, Apr 8 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "1.7 Fl Oz / 50 ml"}]},
{"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "delivery": "One-Day FREE delivery Tomorrow, Apr 6 FREE Returns", "quantity": "1", "selected": false, "options": [{"Scent": "Wild Mint & Eucalyptus"}]},
{"title": "Repel Umbrella Windproof Travel Umbrellas for Rain - Easy Auto Open Close, Durable & Compact Umbrella, Strong Fiberglass Frame, Waterproof Canopy - Backpack, Purse, Portable Umbrella for Travel", "asin": "B0160HYB8S", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "A. Black - Travel Umbrella"}]},
{"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "delivery": "One-Day FREE delivery Tomorrow, Apr 6", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Classic"}, {"Size": "40 Count (Pack of 1)"}]},
{"title": "Terrasoul Superfoods Organic Rolled Oats, 5 lbs - Gluten-Free | Old-Fashioned | Whole Grain", "asin": "B08B2NZSLR", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items", "quantity": "1", "selected": false, "options": [{"Flavor Name": "rolled oats"}, {"Size": "2.5 Pound (Pack of 2)"}]},
{"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "delivery": "FREE delivery Tue, Apr 8 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "20.3 Fl Oz (Pack of 3)"}]},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "delivery": "FREE delivery Tue, Apr 8 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "4.2 Fl Oz (Pack of 1)"}]},
{"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "delivery": "FREE delivery Tue, Apr 8 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "15\"-15.5\" Neck 32\"-33\" Sleeve"}, {"Color": "White"}]},
{"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "delivery": "$15 delivery Apr 10 - 11 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "15.5\" Neck 32\" Sleeve"}, {"Color": "White"}]},
{"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "100ml"}, {"Color": "Lavender"}]},
{"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "33.8 Fl Oz (Pack of 1)"}]},
{"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "delivery": "$79.99 delivery Mon, Apr 14", "quantity": "1", "selected": false, "options": [{"Color": "Red"}, {"Size": "26 Inch"}]}],
"saved_items": [{"title": "FILCO Majestouch 3 Full Size Double Shot PBT Mechanical Keyboard Cherry MX Silent Red", "asin": "B0BBV6FBYH", "options": [{"Color": "Cherry MX Silent Red"}]},
{"title": "Sony WH-1000XM5 The Best Wireless Noise Canceling Headphones, Auto NC Optimizer, 30-Hour Battery, Alexa Voice Control, Black", "asin": "B09XS7JWHH", "options": [{"Color": "Black"}, {"Size": "One Size"}, {"Style": "Headphones"}]},
{"title": "No. 5 by Chanel for Women, Eau De Parfum Spray, 3.4 Ounce", "asin": "B000VOJ9BG", "price": "$124.95", "options": [{"Scent": "CHANEL NO.5 3.4 FL OZ 100mL EAU DE PARFUM"}, {"Size": "3.4 Fl Oz (Pack of 1)"}]},
{"title": "ENZODOTS J'adore Perfume For Women Eau De Parfum Spray (3.4, Ounces)", "asin": "B0D3F42G5D", "options": [{"Item Weight": "3.4 Ounces"}]},
{"title": "life2O DoubleCheck \u2713\u2713 Uric Acid Urine Test Strips, 50x More Dependable Urinalysis Testing Kit for Gout, Kidney Function, Dietary Intake, Metabolism, Kidney Stones and More", "asin": "B0BRQG9C7Z", "price": "$15.95", "options": []},
{"title": "Car Air Freshener by NV Aroma Perfume| Car air freshener with Luxury in Every Diffuser| Alcohol-Free car Perfume - Cologne Le'Santal Unisex with Vent Clip| Car Odor Eliminator with perfumed Oils", "asin": "B0CRC94B2L", "options": [{"Scent": "Le'Santal (33)"}]},
{"title": "Jasmine Incense Sticks, Organic Hand Dipped Incense, Natural Herbs & Aromatic Ingredients, Contain 40 Sticks Inside, Burn Time 45-60 Min, Spiritual Gifts, Incense by Karma Pledge", "asin": "B0CJ9GNP73", "options": []},
{"title": "MarKnig Hardtail Mountian Bikes with 21 Speeds Drivetrain for Adult/Youth, 26 Inch Mens Womens MTB with Widened Carbon Steel Frame, Front Suspension, Commuting Bikes with V Brakes (X5 Black)", "asin": "B0CKR5RR2Z", "options": []},
{"title": "Cottonelle Fresh Feel Flushable Wet Wipes, Adult Wet Wipes, 8 Flip-Top Packs, 42 Wipes Per Pack (336 Total Wipes), Packaging May Vary", "asin": "B07ND3WR64", "options": [{"Scent": "Unscented"}, {"Size": "42 Count (Pack of 8)"}]},
{"asin": "B07ND3WR64", "options": []},
{"title": "6Ft Power Strip Surge Protector - Yintar Extension Cord with 6 AC Outlets and 3 USB Ports for for Home, Office, Dorm Essentials, 1680 Joules, ETL Listed, (Black)", "asin": "B08MTBCXWX", "options": [{"Size": "6 Outlets"}, {"Color": "Black"}]}]
<|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": "2025-04-05T19:03:21.354Z", // 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>
|
2025-04-05T19:03:21.354Z
|
purchase
|
B0D8LBCHGN
|
rule
|
2025-04-05T19:03:21.354Z
|
purchase
|
B0D8LBCHGN
|
train
| 190 |
2025-04-05T19:03:21.354Z
|
purchase
|
B0D8LBCHGN
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-04-04T20:26:53.926Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-04T20:26:58.145Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:26:59.924Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:27:36.533Z", "action": "click_product", "action_argument": "B083MW6QVX"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T19:02:57.880Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-05T19:02:57.917Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue", "asin": "B07BGLT25K", "price": "$5.68", "quantity": ""},
{"title": "Amazon Basics Cotton Swabs, 500 Count", "asin": "B09541P9WH", "price": "$2.88", "quantity": ""},
{"title": "Crest 3D White Advanced Luminous Mint Teeth Whitening Toothpaste, Crest Toothpaste, 3.7 oz Pack of 4 - Helps Remove Surface Stains, Whitens Teeth, Strengthens Tooth Enamel, Protects Against Cavities", "asin": "B09F8FZ18G", "price": "$14.83", "quantity": ""},
{"title": "CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce", "asin": "B00TTD9BRC", "price": "$17.80", "quantity": ""},
{"title": "Dove Body Wash with Pump Deep Moisture for 24hr Lotion-Soft Skin Moisture Moisturizing Skin Cleanser with No Sulfates No Parabens 30.6 oz", "asin": "B00MEDOY2G", "price": "$10.97", "quantity": ""},
{"title": "Crest + Scope Whitening Toothpaste - Pack of 3, 5.4 Oz Tubes - Anticavity Fluoride Toothpaste, Fresh Breath, Kills Germs - Tartar Protection, Enamel Protection - Minty Fresh Flavor", "asin": "B005PLQIQ4", "price": "$8.99", "quantity": ""},
{"title": "Oral-B Glide Complete Floss Picks, Dental Floss Picks, Scope Outlast, 75-ct, Toothpicks Floss Picks", "asin": "B00UB7BO16", "price": "$3.89", "quantity": ""},
{"title": "Welch's Fruit Snacks, Mixed Fruit, Bulk Pack, Individual Single Serve Bags, 0.8 oz (Pack of 40)", "asin": "B0BWSKYV63", "price": "$8.48", "quantity": ""},
{"title": "Tea Tree Oil Foot Soak with Epsom Salt - For Toenail Repair, Athletes Foot, Softens Calluses, Soothes Sore & Tired Feet, Nail Discoloration, odor Scent, Spa Pedicure Care - Made in USA 16 oz", "asin": "B0829DGWD5", "price": "$15.97", "quantity": ""},
{"title": "Collapsible Foot Bath Basin for Soaking Feet,Foot Soak Tub,Plastic Foot Bucket with Handles and Massage Acupoint,Foldable Laundry Basket-Gery", "asin": "B0BNCSW964", "price": "$16.98", "quantity": ""},
{"title": "Recycable Shoe Covers Disposable - Black Shoe Covers for Indoors,50Pcs Booties for Shoe cover,Fits Up To 11 US Men and 13 US Women Size,Recyclable Non-Woven Fabric", "asin": "B0CB8K9KJ3", "price": "$9.77", "quantity": ""},
{"title": "TORRAS MiniMag Power Bank, Ultra Slim 5,000mAh Wireless Portable Charger with USB-C Cable, Fast Charging Magnetic Battery Pack, Magsafe-Compatible for iPhone 16/15/14/13/12, Glacier Gray", "asin": "B0CZP3CDSZ", "price": "$39.99", "quantity": ""},
{"title": "Unboxme Gifts Warm & Cozy Ultra-Luxe Cloud Sock for Women & Men - Super Soft Luxurious Fabric Sleep Socks", "asin": "B09319MZJN", "price": "$9.99", "quantity": ""},
{"title": "HHKB - Happy Hacking Keyboard Lid (CG01000-299001)", "asin": "B084DWG77B", "price": "$26.95", "quantity": ""}],
"active_items": [{"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Mugwort ginger"}]},
{"title": "Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included", "asin": "B0DD9BLCY4", "delivery": "Two-Day FREE delivery Mon, Apr 7 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "delivery": "Two-Day FREE delivery Mon, Apr 7 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "Printed Keycaps"}, {"Color": "White"}]},
{"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "delivery": "One-Day FREE delivery Tomorrow, Apr 6 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "10Packs, 2800Sheets in Total"}]},
{"title": "TORRAS MiniMag Power Bank,Ultra-Slim 10,000mAh Magnetic Wireless Portable Charger, 22.5W Fast Charging Battery Pack with USB-C Cable Designed for iPhone 16 Pro Max/16 Pro/16/15/14/13/12, Glacier Gray", "asin": "B0D8LBCHGN", "delivery": "Two-Day FREE delivery Mon, Apr 7 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "10,000mAh"}, {"Color": "Glacier Gray"}]},
{"title": "Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)", "asin": "B0C3LGC7ZG", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Medium"}, {"Color": "Deep Color"}]},
{"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "delivery": "One-Day FREE delivery Tomorrow, Apr 6 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Midnight Gray"}]},
{"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "delivery": "One-Day FREE delivery Tomorrow, Apr 6 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "20.3 Fl Oz (Pack of 3)"}]},
{"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "Orange Trio"}, {"Size": "3 Fl Oz (Pack of 1)"}]},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "delivery": "FREE delivery Tue, Apr 8 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "1.7 Fl Oz / 50 ml"}]},
{"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "delivery": "One-Day FREE delivery Tomorrow, Apr 6 FREE Returns", "quantity": "1", "selected": false, "options": [{"Scent": "Wild Mint & Eucalyptus"}]},
{"title": "Repel Umbrella Windproof Travel Umbrellas for Rain - Easy Auto Open Close, Durable & Compact Umbrella, Strong Fiberglass Frame, Waterproof Canopy - Backpack, Purse, Portable Umbrella for Travel", "asin": "B0160HYB8S", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "A. Black - Travel Umbrella"}]},
{"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "delivery": "One-Day FREE delivery Tomorrow, Apr 6", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Classic"}, {"Size": "40 Count (Pack of 1)"}]},
{"title": "Terrasoul Superfoods Organic Rolled Oats, 5 lbs - Gluten-Free | Old-Fashioned | Whole Grain", "asin": "B08B2NZSLR", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items", "quantity": "1", "selected": false, "options": [{"Flavor Name": "rolled oats"}, {"Size": "2.5 Pound (Pack of 2)"}]},
{"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "delivery": "FREE delivery Tue, Apr 8 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "20.3 Fl Oz (Pack of 3)"}]},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "delivery": "FREE delivery Tue, Apr 8 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "4.2 Fl Oz (Pack of 1)"}]},
{"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "delivery": "FREE delivery Tue, Apr 8 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "15\"-15.5\" Neck 32\"-33\" Sleeve"}, {"Color": "White"}]},
{"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "delivery": "$15 delivery Apr 10 - 11 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "15.5\" Neck 32\" Sleeve"}, {"Color": "White"}]},
{"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "100ml"}, {"Color": "Lavender"}]},
{"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "33.8 Fl Oz (Pack of 1)"}]},
{"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "delivery": "$79.99 delivery Mon, Apr 14", "quantity": "1", "selected": false, "options": [{"Color": "Red"}, {"Size": "26 Inch"}]}],
"saved_items": [{"title": "FILCO Majestouch 3 Full Size Double Shot PBT Mechanical Keyboard Cherry MX Silent Red", "asin": "B0BBV6FBYH", "options": [{"Color": "Cherry MX Silent Red"}]},
{"title": "Sony WH-1000XM5 The Best Wireless Noise Canceling Headphones, Auto NC Optimizer, 30-Hour Battery, Alexa Voice Control, Black", "asin": "B09XS7JWHH", "options": [{"Color": "Black"}, {"Size": "One Size"}, {"Style": "Headphones"}]},
{"title": "No. 5 by Chanel for Women, Eau De Parfum Spray, 3.4 Ounce", "asin": "B000VOJ9BG", "price": "$124.95", "options": [{"Scent": "CHANEL NO.5 3.4 FL OZ 100mL EAU DE PARFUM"}, {"Size": "3.4 Fl Oz (Pack of 1)"}]},
{"title": "ENZODOTS J'adore Perfume For Women Eau De Parfum Spray (3.4, Ounces)", "asin": "B0D3F42G5D", "options": [{"Item Weight": "3.4 Ounces"}]},
{"title": "life2O DoubleCheck \u2713\u2713 Uric Acid Urine Test Strips, 50x More Dependable Urinalysis Testing Kit for Gout, Kidney Function, Dietary Intake, Metabolism, Kidney Stones and More", "asin": "B0BRQG9C7Z", "price": "$15.95", "options": []},
{"title": "Car Air Freshener by NV Aroma Perfume| Car air freshener with Luxury in Every Diffuser| Alcohol-Free car Perfume - Cologne Le'Santal Unisex with Vent Clip| Car Odor Eliminator with perfumed Oils", "asin": "B0CRC94B2L", "options": [{"Scent": "Le'Santal (33)"}]},
{"title": "Jasmine Incense Sticks, Organic Hand Dipped Incense, Natural Herbs & Aromatic Ingredients, Contain 40 Sticks Inside, Burn Time 45-60 Min, Spiritual Gifts, Incense by Karma Pledge", "asin": "B0CJ9GNP73", "options": []},
{"title": "MarKnig Hardtail Mountian Bikes with 21 Speeds Drivetrain for Adult/Youth, 26 Inch Mens Womens MTB with Widened Carbon Steel Frame, Front Suspension, Commuting Bikes with V Brakes (X5 Black)", "asin": "B0CKR5RR2Z", "options": []},
{"title": "Cottonelle Fresh Feel Flushable Wet Wipes, Adult Wet Wipes, 8 Flip-Top Packs, 42 Wipes Per Pack (336 Total Wipes), Packaging May Vary", "asin": "B07ND3WR64", "options": [{"Scent": "Unscented"}, {"Size": "42 Count (Pack of 8)"}]},
{"asin": "B07ND3WR64", "options": []},
{"title": "6Ft Power Strip Surge Protector - Yintar Extension Cord with 6 AC Outlets and 3 USB Ports for for Home, Office, Dorm Essentials, 1680 Joules, ETL Listed, (Black)", "asin": "B08MTBCXWX", "options": [{"Size": "6 Outlets"}, {"Color": "Black"}]}]
<|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": "2025-04-05T19:03:21.354Z", // 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\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\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\": \"2025-04-07T03:54:02.560Z\", // 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": "2025-04-04T20:26:53.926Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-04T20:26:58.145Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:26:59.924Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:27:36.533Z", "action": "click_product", "action_argument": "B083MW6QVX"}
{"timestamp": "2025-04-05T19:02:57.880Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-05T19:02:57.917Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-05T19:03:21.354Z", "action": "purchase", "action_argument": "B0D8LBCHGN"}
{"timestamp": "2025-04-06T21:26:50.441Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T21:30:03.683Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T21:30:08.178Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T21:31:25.457Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T21:31:42.805Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T21:31:55.637Z", "action": "click_product", "action_argument": "B09XS7JWHH"}
{"timestamp": "2025-04-07T00:42:23.928Z", "action": "input", "action_argument": "meebook"}
{"timestamp": "2025-04-07T00:42:24.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T00:42:59.089Z", "action": "click_product", "action_argument": "B0DWS9K4WW"}
{"timestamp": "2025-04-07T00:46:03.300Z", "action": "click_product", "action_argument": "B0CDBYFH81"}
{"timestamp": "2025-04-07T00:47:16.379Z", "action": "purchase", "action_argument": "B0CDBYFH81"}
<|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": "2025-04-07T03:54:02.560Z", // 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>
|
2025-04-07T03:54:02.560Z
|
input
|
麻将桌
|
rule
|
2025-04-07T03:54:02.560Z
|
input
|
麻将桌
|
train
| 191 |
2025-04-07T03:54:02.560Z
|
input
|
麻将桌
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-04-04T20:26:53.926Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-04T20:26:58.145Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:26:59.924Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:27:36.533Z", "action": "click_product", "action_argument": "B083MW6QVX"}
{"timestamp": "2025-04-05T19:02:57.880Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-05T19:02:57.917Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-05T19:03:21.354Z", "action": "purchase", "action_argument": "B0D8LBCHGN"}
{"timestamp": "2025-04-06T21:26:50.441Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T21:30:03.683Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T21:30:08.178Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T21:31:25.457Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T21:31:42.805Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T21:31:55.637Z", "action": "click_product", "action_argument": "B09XS7JWHH"}
{"timestamp": "2025-04-07T00:42:23.928Z", "action": "input", "action_argument": "meebook"}
{"timestamp": "2025-04-07T00:42:24.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T00:42:59.089Z", "action": "click_product", "action_argument": "B0DWS9K4WW"}
{"timestamp": "2025-04-07T00:46:03.300Z", "action": "click_product", "action_argument": "B0CDBYFH81"}
{"timestamp": "2025-04-07T00:47:16.379Z", "action": "purchase", "action_argument": "B0CDBYFH81"}
<|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": "2025-04-07T03:54:02.560Z", // 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\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"\\u9ebb\\u5c06\\u684c\"}]\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\": \"2025-04-07T03:54:02.794Z\", // 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": "2025-04-04T20:26:53.926Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-04T20:26:58.145Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:26:59.924Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:27:36.533Z", "action": "click_product", "action_argument": "B083MW6QVX"}
{"timestamp": "2025-04-05T19:02:57.880Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-05T19:02:57.917Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-05T19:03:21.354Z", "action": "purchase", "action_argument": "B0D8LBCHGN"}
{"timestamp": "2025-04-06T21:26:50.441Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T21:30:03.683Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T21:30:08.178Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T21:31:25.457Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T21:31:42.805Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T21:31:55.637Z", "action": "click_product", "action_argument": "B09XS7JWHH"}
{"timestamp": "2025-04-07T00:42:23.928Z", "action": "input", "action_argument": "meebook"}
{"timestamp": "2025-04-07T00:42:24.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T00:42:59.089Z", "action": "click_product", "action_argument": "B0DWS9K4WW"}
{"timestamp": "2025-04-07T00:46:03.300Z", "action": "click_product", "action_argument": "B0CDBYFH81"}
{"timestamp": "2025-04-07T00:47:16.379Z", "action": "purchase", "action_argument": "B0CDBYFH81"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-07T03:54:02.560Z", "action": "input", "action_argument": "\u9ebb\u5c06\u684c"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "\u9ebb\u5c06\u684c"}]
<|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": "2025-04-07T03:54:02.794Z", // 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>
|
2025-04-07T03:54:02.794Z
|
click
|
search
|
rule
|
2025-04-07T03:54:02.794Z
|
click
|
search
|
train
| 192 |
2025-04-07T03:54:02.794Z
|
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": "2025-04-04T20:26:53.926Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-04T20:26:58.145Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:26:59.924Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:27:36.533Z", "action": "click_product", "action_argument": "B083MW6QVX"}
{"timestamp": "2025-04-05T19:02:57.880Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-05T19:02:57.917Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-05T19:03:21.354Z", "action": "purchase", "action_argument": "B0D8LBCHGN"}
{"timestamp": "2025-04-06T21:26:50.441Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T21:30:03.683Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T21:30:08.178Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T21:31:25.457Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T21:31:42.805Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T21:31:55.637Z", "action": "click_product", "action_argument": "B09XS7JWHH"}
{"timestamp": "2025-04-07T00:42:23.928Z", "action": "input", "action_argument": "meebook"}
{"timestamp": "2025-04-07T00:42:24.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T00:42:59.089Z", "action": "click_product", "action_argument": "B0DWS9K4WW"}
{"timestamp": "2025-04-07T00:46:03.300Z", "action": "click_product", "action_argument": "B0CDBYFH81"}
{"timestamp": "2025-04-07T00:47:16.379Z", "action": "purchase", "action_argument": "B0CDBYFH81"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-07T03:54:02.560Z", "action": "input", "action_argument": "\u9ebb\u5c06\u684c"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "\u9ebb\u5c06\u684c"}]
<|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": "2025-04-07T03:54:02.794Z", // 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\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\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\": \"2025-04-07T22:31:40.276Z\", // 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": "2025-04-04T20:26:53.926Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-04T20:26:58.145Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:26:59.924Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:27:36.533Z", "action": "click_product", "action_argument": "B083MW6QVX"}
{"timestamp": "2025-04-05T19:02:57.880Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-05T19:02:57.917Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-05T19:03:21.354Z", "action": "purchase", "action_argument": "B0D8LBCHGN"}
{"timestamp": "2025-04-06T21:26:50.441Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T21:30:03.683Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T21:30:08.178Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T21:31:25.457Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T21:31:42.805Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T21:31:55.637Z", "action": "click_product", "action_argument": "B09XS7JWHH"}
{"timestamp": "2025-04-07T00:42:23.928Z", "action": "input", "action_argument": "meebook"}
{"timestamp": "2025-04-07T00:42:24.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T00:42:59.089Z", "action": "click_product", "action_argument": "B0DWS9K4WW"}
{"timestamp": "2025-04-07T00:46:03.300Z", "action": "click_product", "action_argument": "B0CDBYFH81"}
{"timestamp": "2025-04-07T00:47:16.379Z", "action": "purchase", "action_argument": "B0CDBYFH81"}
{"timestamp": "2025-04-07T03:54:02.560Z", "action": "input", "action_argument": "\u9ebb\u5c06\u684c"}
{"timestamp": "2025-04-07T03:54:02.794Z", "action": "click", "action_argument": "search"}
<|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": "2025-04-07T22:31:40.276Z", // 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>
|
2025-04-07T22:31:40.276Z
|
input
|
格子长袖衬衫男春秋
|
rule
|
2025-04-07T22:31:40.276Z
|
input
|
格子长袖衬衫男春秋
|
train
| 193 |
2025-04-07T22:31:40.276Z
|
input
|
格子长袖衬衫男春秋
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-04-04T20:26:53.926Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-04T20:26:58.145Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:26:59.924Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:27:36.533Z", "action": "click_product", "action_argument": "B083MW6QVX"}
{"timestamp": "2025-04-05T19:02:57.880Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-05T19:02:57.917Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-05T19:03:21.354Z", "action": "purchase", "action_argument": "B0D8LBCHGN"}
{"timestamp": "2025-04-06T21:26:50.441Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T21:30:03.683Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T21:30:08.178Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T21:31:25.457Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T21:31:42.805Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T21:31:55.637Z", "action": "click_product", "action_argument": "B09XS7JWHH"}
{"timestamp": "2025-04-07T00:42:23.928Z", "action": "input", "action_argument": "meebook"}
{"timestamp": "2025-04-07T00:42:24.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T00:42:59.089Z", "action": "click_product", "action_argument": "B0DWS9K4WW"}
{"timestamp": "2025-04-07T00:46:03.300Z", "action": "click_product", "action_argument": "B0CDBYFH81"}
{"timestamp": "2025-04-07T00:47:16.379Z", "action": "purchase", "action_argument": "B0CDBYFH81"}
{"timestamp": "2025-04-07T03:54:02.560Z", "action": "input", "action_argument": "\u9ebb\u5c06\u684c"}
{"timestamp": "2025-04-07T03:54:02.794Z", "action": "click", "action_argument": "search"}
<|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": "2025-04-07T22:31:40.276Z", // 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\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}]\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\": \"2025-04-07T22:31:40.528Z\", // 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": "2025-04-04T20:26:53.926Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-04T20:26:58.145Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:26:59.924Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:27:36.533Z", "action": "click_product", "action_argument": "B083MW6QVX"}
{"timestamp": "2025-04-05T19:02:57.880Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-05T19:02:57.917Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-05T19:03:21.354Z", "action": "purchase", "action_argument": "B0D8LBCHGN"}
{"timestamp": "2025-04-06T21:26:50.441Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T21:30:03.683Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T21:30:08.178Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T21:31:25.457Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T21:31:42.805Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T21:31:55.637Z", "action": "click_product", "action_argument": "B09XS7JWHH"}
{"timestamp": "2025-04-07T00:42:23.928Z", "action": "input", "action_argument": "meebook"}
{"timestamp": "2025-04-07T00:42:24.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T00:42:59.089Z", "action": "click_product", "action_argument": "B0DWS9K4WW"}
{"timestamp": "2025-04-07T00:46:03.300Z", "action": "click_product", "action_argument": "B0CDBYFH81"}
{"timestamp": "2025-04-07T00:47:16.379Z", "action": "purchase", "action_argument": "B0CDBYFH81"}
{"timestamp": "2025-04-07T03:54:02.560Z", "action": "input", "action_argument": "\u9ebb\u5c06\u684c"}
{"timestamp": "2025-04-07T03:54:02.794Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-07T22:31:40.276Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537\u6625\u79cb"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537\u6625\u79cb"}]
<|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": "2025-04-07T22:31:40.528Z", // 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>
|
2025-04-07T22:31:40.528Z
|
click
|
search
|
rule
|
2025-04-07T22:31:40.528Z
|
click
|
search
|
train
| 194 |
2025-04-07T22:31:40.528Z
|
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": "2025-04-04T20:26:53.926Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-04T20:26:58.145Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:26:59.924Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:27:36.533Z", "action": "click_product", "action_argument": "B083MW6QVX"}
{"timestamp": "2025-04-05T19:02:57.880Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-05T19:02:57.917Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-05T19:03:21.354Z", "action": "purchase", "action_argument": "B0D8LBCHGN"}
{"timestamp": "2025-04-06T21:26:50.441Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T21:30:03.683Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T21:30:08.178Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T21:31:25.457Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T21:31:42.805Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T21:31:55.637Z", "action": "click_product", "action_argument": "B09XS7JWHH"}
{"timestamp": "2025-04-07T00:42:23.928Z", "action": "input", "action_argument": "meebook"}
{"timestamp": "2025-04-07T00:42:24.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T00:42:59.089Z", "action": "click_product", "action_argument": "B0DWS9K4WW"}
{"timestamp": "2025-04-07T00:46:03.300Z", "action": "click_product", "action_argument": "B0CDBYFH81"}
{"timestamp": "2025-04-07T00:47:16.379Z", "action": "purchase", "action_argument": "B0CDBYFH81"}
{"timestamp": "2025-04-07T03:54:02.560Z", "action": "input", "action_argument": "\u9ebb\u5c06\u684c"}
{"timestamp": "2025-04-07T03:54:02.794Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-07T22:31:40.276Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537\u6625\u79cb"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537\u6625\u79cb"}]
<|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": "2025-04-07T22:31:40.528Z", // 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\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"2025-04-07T22:31:44.661Z\", // 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": "2025-04-04T20:26:53.926Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-04T20:26:58.145Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:26:59.924Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:27:36.533Z", "action": "click_product", "action_argument": "B083MW6QVX"}
{"timestamp": "2025-04-05T19:02:57.880Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-05T19:02:57.917Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-05T19:03:21.354Z", "action": "purchase", "action_argument": "B0D8LBCHGN"}
{"timestamp": "2025-04-06T21:26:50.441Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T21:30:03.683Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T21:30:08.178Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T21:31:25.457Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T21:31:42.805Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T21:31:55.637Z", "action": "click_product", "action_argument": "B09XS7JWHH"}
{"timestamp": "2025-04-07T00:42:23.928Z", "action": "input", "action_argument": "meebook"}
{"timestamp": "2025-04-07T00:42:24.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T00:42:59.089Z", "action": "click_product", "action_argument": "B0DWS9K4WW"}
{"timestamp": "2025-04-07T00:46:03.300Z", "action": "click_product", "action_argument": "B0CDBYFH81"}
{"timestamp": "2025-04-07T00:47:16.379Z", "action": "purchase", "action_argument": "B0CDBYFH81"}
{"timestamp": "2025-04-07T03:54:02.560Z", "action": "input", "action_argument": "\u9ebb\u5c06\u684c"}
{"timestamp": "2025-04-07T03:54:02.794Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-07T22:31:40.276Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537\u6625\u79cb"}
{"timestamp": "2025-04-07T22:31:40.528Z", "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": ""}]
<|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": "2025-04-07T22:31:44.661Z", // 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>
|
2025-04-07T22:31:44.661Z
|
input
|
格子长袖衬衫男
|
rule
|
2025-04-07T22:31:44.661Z
|
input
|
格子长袖衬衫男
|
train
| 195 |
2025-04-07T22:31:44.661Z
|
input
|
格子长袖衬衫男
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-04-04T20:26:53.926Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-04T20:26:58.145Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:26:59.924Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:27:36.533Z", "action": "click_product", "action_argument": "B083MW6QVX"}
{"timestamp": "2025-04-05T19:02:57.880Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-05T19:02:57.917Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-05T19:03:21.354Z", "action": "purchase", "action_argument": "B0D8LBCHGN"}
{"timestamp": "2025-04-06T21:26:50.441Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T21:30:03.683Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T21:30:08.178Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T21:31:25.457Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T21:31:42.805Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T21:31:55.637Z", "action": "click_product", "action_argument": "B09XS7JWHH"}
{"timestamp": "2025-04-07T00:42:23.928Z", "action": "input", "action_argument": "meebook"}
{"timestamp": "2025-04-07T00:42:24.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T00:42:59.089Z", "action": "click_product", "action_argument": "B0DWS9K4WW"}
{"timestamp": "2025-04-07T00:46:03.300Z", "action": "click_product", "action_argument": "B0CDBYFH81"}
{"timestamp": "2025-04-07T00:47:16.379Z", "action": "purchase", "action_argument": "B0CDBYFH81"}
{"timestamp": "2025-04-07T03:54:02.560Z", "action": "input", "action_argument": "\u9ebb\u5c06\u684c"}
{"timestamp": "2025-04-07T03:54:02.794Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-07T22:31:40.276Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537\u6625\u79cb"}
{"timestamp": "2025-04-07T22:31:40.528Z", "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": ""}]
<|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": "2025-04-07T22:31:44.661Z", // 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\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"price\": \"$28.00\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$89.99\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.74\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$57.50\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"COOFANDY\\nMen's Knit Shirt Short Sleeve Button Down Vintage Polo Shirts Casual Summer Beach Shirts\", \"asin\": \"B0DHSJKZV8\", \"price\": \"$24.29\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY\\nMen's Linen Shirts Short Sleeve Casual Shirts Button Down Shirt for Men Beach Summer Wedding Shirt\", \"asin\": \"B0C5JBJ6X7\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY\\nMen's Short Sleeve Knit Shirts Casual Button Down Polo Shirt Fashion Summer Beach Tops\", \"asin\": \"B0DHTMGQ8F\", \"price\": \"$28.99\", \"quantity\": \"\"},\n{\"title\": \"J.VER\\nMen's Dress Shirts Solid Long Sleeve Stretch Wrinkle-Free Formal Shirt Business Casual Button Down Shirts\", \"asin\": \"B09JFR8HTV\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY\\nMen's Button Down Long Sleeve Shirt Casual Untucked Dress Shirt Regular Fit Wedding Shirts\", \"asin\": \"B0D4624QDC\", \"price\": \"$24.28\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY\\nMen's Linen Shirts Short Sleeve Casual Shirts Button Down Shirt for Men Beach Summer Wedding Shirt\", \"asin\": \"B0BV257YG8\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"NITAGUT\\nMen's Short Sleeve Shirts Casual Button Down Shirts Vacation Beach Summer Hollow Out Tops\", \"asin\": \"B0CT5Q4NRT\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Gleeease\\nLinen Shirts for Men Button Down Short Sleeve Shirt Button up Men's Casual Shirt Mens Big and Tall Vacation Hawaiian\", \"asin\": \"B0D4ZHF9YX\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"JEMITOP\\nMen's Stretch Wrinkle Free Dress Shirts Formal Wedding Prom Long Sleeve Slim Fit Button Down Shirt\", \"asin\": \"B0CQX37DZH\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY\\nMen's Knit Shirts Short Sleeve Button Down Polo Shirt Fashion Casual Summer Beach Shirts\", \"asin\": \"B0D6V8VT27\", \"price\": \"$31.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"Dubinik\\u00ae Chambray Shirt Men Long Sleeve Cotton Work Shirts with 2 Pockets Casual Button Down.\\\" Rated 4.4 out of 5 stars by 241 reviews. Eligible for Prime.\", \"asin\": \"B0DBPCQV3Y\"},\n{\"title\": \"Go to detail page for \\\"Dubinik\\u00ae Chambray Shirt Men Long Sleeve Cotton Work Shirts with 2 Pockets Casual Button Down.\\\" Rated 4.4 out of 5 stars by 241 reviews. Eligible for Prime.\", \"asin\": \"B0DBPCP1MV\"},\n{\"title\": \"Go to detail page for \\\"Dubinik\\u00ae Chambray Shirt Men Long Sleeve Cotton Work Shirts with 2 Pockets Casual Button Down.\\\" Rated 4.4 out of 5 stars by 241 reviews. Eligible for Prime.\", \"asin\": \"B0DBPFVZLR\"}],\n\"search_results\": [{\"title\": \"Men's Dress Shirts Solid Long Sleeve Stretch Wrinkle-Free Formal Shirt Business Casual Button Down Shirts\", \"asin\": \"B09JFR8HTV\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Men's Stretch Wrinkle Free Dress Shirts Formal Wedding Prom Long Sleeve Slim Fit Button Down Shirt\", \"asin\": \"B0CQX2P4T2\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Men's Linen Shirts Short Sleeve Casual Shirts Button Down Shirt for Men Beach Summer Wedding Shirt\", \"asin\": \"B0C5JBJ6X7\", \"price\": \"$27.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Dress Shirts Slim Fit Solid Long Sleeve Casual Button Down Shirts\", \"asin\": \"B0746CT87M\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Mens Stretch Dress Shirts Long Sleeve Button Down Shirt Regular Fit Formal Business Shirts\", \"asin\": \"B0D83VKP4F\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Transitional Weather Slim Fit Long Sleeve Button Down Shirt Business Casual Dress Shirts with Pocket\", \"asin\": \"B0DJ59RH4V\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Men's Regular-Fit Long-Sleeve Casual Poplin Shirt\", \"asin\": \"B0775PM9KG\", \"price\": \"$22.80\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Men's Plaid Button Down Shirts Cotton Long Sleeve Dress Shirts Regular Fit Gingham Shirts\", \"asin\": \"B0C49ZWZNG\", \"price\": \"$22.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Men's Long Sleeve Classic Woven Shirt\", \"asin\": \"B00XH7IAWS\", \"price\": \"$26.70\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Men's Buck Camp Flannel, Long Sleeve Plaid Button Down Casual Shirt, Corduroy Cuffs\", \"asin\": \"B012XWXVUI\", \"price\": \"$26.10\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Mens Button Down Shirts Cotton Long Sleeve Shirts Regular Fit\", \"asin\": \"B079D8WTC7\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Knit Polo Shirts Short Sleeve Textured Knitted Shirt Casual Golf Polo T Shirt\", \"asin\": \"B0DRVJXBZM\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Mens Hawaiian Floral Shirts Cotton Linen Casual Button Down Short Sleeve Beach Shirts\", \"asin\": \"B0C3MHT866\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Classic Fit Non-Iron Cotton Dot Dress Shirt\", \"asin\": \"B0DPXTGXYK\", \"price\": \"$85.00\", \"delivery\": \"$15 delivery Thu, Apr 10\"},\n{\"title\": \"Men's Dress Shirts Short Sleeve Business Casual Regular Fit Button Down Shirts with Pocket\", \"asin\": \"B0D4YR99FS\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens Dress Shirts Stretch Long Sleeve Button Down Shirts Print Regular Fit Casual Busines Shirt\", \"asin\": \"B0D8QKZN1B\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Sport Western Basic Two Pocket Long Sleeve Snap Shirt\", \"asin\": \"B008KGYWAK\", \"price\": \"$26.82\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Slim-Fit Long-Sleeve Poplin Shirt\", \"asin\": \"B0775YR7JS\", \"price\": \"$19.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Men's Button Down Shirts Plaid Long Sleeve Dress Shirts Regular-Fit Casual Shirt\", \"asin\": \"B0DBD64QJB\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Cotton Mens Dress Shirts Short Sleeve Button Down Shirts Formal Summer Dress Shirt Casual Button Up Shirts Men\", \"asin\": \"B0CSFCYNGQ\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Mens Bamboo Dress Shirts Wrinkle Free Regular Fit Stretch Button Down Shirt\", \"asin\": \"B07TFDNCFH\", \"price\": \"$26.59\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Short Sleeve Button Down Shirts Casual Hollow Out Summer Beach Shirt\", \"asin\": \"B0DSW8N79L\", \"price\": \"$25.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens Dress Shirt Long Sleeve Wrinkle Free Formal Shirts Business Casual Button Down Shirts\", \"asin\": \"B0DM4WZ52B\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Casual Button Down Shirt Untucked Long Sleeve Stretch Denim Dress Shirt\", \"asin\": \"B0CY1XFT4X\", \"price\": \"$24.31\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Button Down Long Sleeve Shirts Regular Fit Dress Shirts Business Casual Plaid Shirts\", \"asin\": \"B0C3PXYX9P\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Men's Classic Fit Long Sleeve Signature Comfort Flex Shirt (Standard and Big & Tall)\", \"asin\": \"B078N6SQYN\", \"price\": \"$34.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Long Sleeve Shirts for Men Plaid Button Down Shirt Mens Casual Cotton Button Up Pocket Shirt\", \"asin\": \"B0D9YJG4RN\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Mens Dress Shirts Short Sleeve Slim Fit Business Casual Shirts for Men Button Up Shirts\", \"asin\": \"B0D9BB4X9K\", \"price\": \"$25.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Casual Dress Shirts Plaid Button Down Shirt Long Sleeve Formal Business Gingham Shirt for Men\", \"asin\": \"B0CVWD3KNR\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Flannel Shirts, Long-Sleeve, Slim-Fit, Two-Pocket, Plaid\", \"asin\": \"B08X5C1X46\", \"price\": \"$20.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Men's Button Down Shirt Texture Wrinkle Free Shirts Long Sleeve Waffle Untucked Shirt\", \"asin\": \"B0D8Q9MZZ4\", \"price\": \"$34.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Long Sleeve Poplin Regular Fit, Men's Button Down Shirts, Also Available in Big and Tall\", \"asin\": \"B0DVDG9T2V\", \"price\": \"$47.70\", \"delivery\": \"FREE delivery Sun, Apr 13 for Prime members\"},\n{\"title\": \"Mens Plaid Button Down Shirt Long Sleeve Dress Shirts for Men Casual Wrinkle Free Regular Fit Work Shirt with Pocket\", \"asin\": \"B0D8SYKZ1M\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Long Sleeve Oxford Regular Fit, Men's Button Down Shirts, Also Available in Big and Tall\", \"asin\": \"B0D5N87RJ7\", \"price\": \"$79.50\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Traditional Fit No Iron Twill Shirt\", \"asin\": \"B0DB9DJ5R1\", \"price\": \"$45.46\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Plaid Button Down Shirts Regular Fit Long Sleeve Casual Business Shirts\", \"asin\": \"B0C93LGNWX\", \"price\": \"$22.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Long Sleeve Slim Fit 100% Cotton Plaid Shirts\", \"asin\": \"B08S3VG9WT\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Long Sleeve Dress Shirt Plaid Collar Casual Button Down Shirts\", \"asin\": \"B07N3Z349X\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Plaid Casual Slim Fit Long Sleeve Button Down Dress Shirts\", \"asin\": \"B06XCFKCC2\", \"price\": \"$27.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Mens Plaid Dress Shirt Long Sleeve Business Casual Regular Fit Button Down Shirts\", \"asin\": \"B01ALC4V10\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Long-Sleeve Flannel Shirt (Available in Big & Tall)\", \"asin\": \"B0866G8CB3\", \"price\": \"$23.70\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Men Plaid Casual Slim Fit Long Sleeve Button Down Dress Shirts, S - 3XL\", \"asin\": \"B0D93QD4G9\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery May 23 - 30\"},\n{\"title\": \"Men's Long Sleeve Plaid Shirt\", \"asin\": \"B0DGDJ9MTX\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Flannel Shirts Long Sleeve, Slim-Fit Button Down Plaid\", \"asin\": \"B07N3K3SMB\", \"price\": \"$20.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Non-Iron Long Sleeve Button Down Sport Shirt\", \"asin\": \"B0BWSF2G5J\", \"price\": \"$108.00\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Stretch Poplin Shirt\", \"asin\": \"B0B6CXV6KL\", \"price\": \"$33.64\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Long Sleeve Oxford Button Down Shirt\", \"asin\": \"B0DCHP2VQD\", \"price\": \"$32.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Printed Cotton Casual Long Sleeve Regular Fit Dress Shirt\", \"asin\": \"B07WGKNKDB\", \"price\": \"$27.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Flannel Plaid Shirts Long Sleeve Casual Cotton Button Down Shirts\", \"asin\": \"B0CBSM95BV\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens Dress Shirts Slim Fit Button Down Long Sleeve Stretch Collared Shirt Cotton Wrinkle Free Button Up Mens Tops\", \"asin\": \"B0C5H87CZ9\", \"price\": \"$27.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Flannel Shirt for Men 100% Cotton Mens Flannel Shirts Long Sleeve Plaid Soft Casual Button Down Shirt Men\", \"asin\": \"B0D17GS6T8\", \"price\": \"$33.29\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Regular Fit Long Sleeve Casual Shirt (Regular and Big & Tall)\", \"asin\": \"B0BLF8BCNF\", \"price\": \"$29.61\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Gingham Dress Shirt\", \"asin\": \"B00EYBKG8W\", \"price\": \"$43.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Big and Tall Performance Comfort Long Sleeve Plaid Button Down\", \"asin\": \"B08GQ7BRSX\"},\n{\"title\": \"Men's Western Pearl Snap Button Up Casual Cowboy Long Sleeve Two Pockets Work Shirts\", \"asin\": \"B076B2J2TX\", \"price\": \"$30.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Classic Fit Long Sleeve Button Down Shirt\", \"asin\": \"B0DV6NY38Z\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Long Sleeve Button-Down Shirt - Classic Woven Wrinkle-Resistant Formal Collared Shirt for Men (Sizes: S-XXL)\", \"asin\": \"B0CDDW91YP\", \"price\": \"$37.47\", \"delivery\": \"FREE delivery Apr 14 - 18 Or fastest delivery Apr 9 - 10\"},\n{\"title\": \"Mens Flannel Shirt Long Sleeve Plaid Flannel Shirt for Men Soft 100% Cotton Casual Button Down Shirts Regular Fit\", \"asin\": \"B093B28Z79\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Plaid Button Down Shirt Long Sleeve Dress Shirt Regular Fit Business Casual Gingham Shirts\", \"asin\": \"B0DJLTQ753\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Sat, Apr 12 for Prime members\"},\n{\"title\": \"Men's Gingham Easy Care Long Sleeve Button-Down Shirt\", \"asin\": \"B012945DFQ\", \"price\": \"$27.18\", \"delivery\": \"FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Long Sleeve Plaid Checkered Button Down Shirt#2501\", \"asin\": \"B09N8ZCLM5\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Flannel Shirts Long Sleeve Flannel Shirt for Men Casual Button Down Brushed 100% Cotton Shirt\", \"asin\": \"B093PTXPVG\", \"price\": \"$36.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"}]\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\": \"2025-04-07T22:31:44.994Z\", // 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": "2025-04-04T20:26:53.926Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-04T20:26:58.145Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:26:59.924Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:27:36.533Z", "action": "click_product", "action_argument": "B083MW6QVX"}
{"timestamp": "2025-04-05T19:02:57.880Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-05T19:02:57.917Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-05T19:03:21.354Z", "action": "purchase", "action_argument": "B0D8LBCHGN"}
{"timestamp": "2025-04-06T21:26:50.441Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T21:30:03.683Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T21:30:08.178Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T21:31:25.457Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T21:31:42.805Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T21:31:55.637Z", "action": "click_product", "action_argument": "B09XS7JWHH"}
{"timestamp": "2025-04-07T00:42:23.928Z", "action": "input", "action_argument": "meebook"}
{"timestamp": "2025-04-07T00:42:24.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T00:42:59.089Z", "action": "click_product", "action_argument": "B0DWS9K4WW"}
{"timestamp": "2025-04-07T00:46:03.300Z", "action": "click_product", "action_argument": "B0CDBYFH81"}
{"timestamp": "2025-04-07T00:47:16.379Z", "action": "purchase", "action_argument": "B0CDBYFH81"}
{"timestamp": "2025-04-07T03:54:02.560Z", "action": "input", "action_argument": "\u9ebb\u5c06\u684c"}
{"timestamp": "2025-04-07T03:54:02.794Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-07T22:31:40.276Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537\u6625\u79cb"}
{"timestamp": "2025-04-07T22:31:40.528Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:31:44.661Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537"}],
"cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"},
{"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"},
{"title": "Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included", "asin": "B0DD9BLCY4", "price": "$28.00", "quantity": "1"},
{"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$207.99", "quantity": "1"},
{"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"},
{"title": "Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)", "asin": "B0C3LGC7ZG", "price": "$29.99", "quantity": "1"},
{"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"},
{"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$89.99", "quantity": "1"},
{"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"},
{"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"},
{"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"},
{"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$21.86", "quantity": "1"},
{"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.74", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"},
{"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$57.50", "quantity": "1"},
{"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"},
{"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"},
{"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"},
{"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}],
"promotion_items": [{"title": "COOFANDY\nMen's Knit Shirt Short Sleeve Button Down Vintage Polo Shirts Casual Summer Beach Shirts", "asin": "B0DHSJKZV8", "price": "$24.29", "quantity": ""},
{"title": "COOFANDY\nMen's Linen Shirts Short Sleeve Casual Shirts Button Down Shirt for Men Beach Summer Wedding Shirt", "asin": "B0C5JBJ6X7", "price": "$27.99", "quantity": ""},
{"title": "COOFANDY\nMen's Short Sleeve Knit Shirts Casual Button Down Polo Shirt Fashion Summer Beach Tops", "asin": "B0DHTMGQ8F", "price": "$28.99", "quantity": ""},
{"title": "J.VER\nMen's Dress Shirts Solid Long Sleeve Stretch Wrinkle-Free Formal Shirt Business Casual Button Down Shirts", "asin": "B09JFR8HTV", "price": "$19.99", "quantity": ""},
{"title": "COOFANDY\nMen's Button Down Long Sleeve Shirt Casual Untucked Dress Shirt Regular Fit Wedding Shirts", "asin": "B0D4624QDC", "price": "$24.28", "quantity": ""},
{"title": "COOFANDY\nMen's Linen Shirts Short Sleeve Casual Shirts Button Down Shirt for Men Beach Summer Wedding Shirt", "asin": "B0BV257YG8", "price": "$29.99", "quantity": ""},
{"title": "NITAGUT\nMen's Short Sleeve Shirts Casual Button Down Shirts Vacation Beach Summer Hollow Out Tops", "asin": "B0CT5Q4NRT", "price": "$19.99", "quantity": ""},
{"title": "Gleeease\nLinen Shirts for Men Button Down Short Sleeve Shirt Button up Men's Casual Shirt Mens Big and Tall Vacation Hawaiian", "asin": "B0D4ZHF9YX", "price": "$14.99", "quantity": ""},
{"title": "JEMITOP\nMen's Stretch Wrinkle Free Dress Shirts Formal Wedding Prom Long Sleeve Slim Fit Button Down Shirt", "asin": "B0CQX37DZH", "price": "$19.99", "quantity": ""},
{"title": "COOFANDY\nMen's Knit Shirts Short Sleeve Button Down Polo Shirt Fashion Casual Summer Beach Shirts", "asin": "B0D6V8VT27", "price": "$31.99", "quantity": ""}],
"ads": [{"title": "Go to detail page for \"Dubinik\u00ae Chambray Shirt Men Long Sleeve Cotton Work Shirts with 2 Pockets Casual Button Down.\" Rated 4.4 out of 5 stars by 241 reviews. Eligible for Prime.", "asin": "B0DBPCQV3Y"},
{"title": "Go to detail page for \"Dubinik\u00ae Chambray Shirt Men Long Sleeve Cotton Work Shirts with 2 Pockets Casual Button Down.\" Rated 4.4 out of 5 stars by 241 reviews. Eligible for Prime.", "asin": "B0DBPCP1MV"},
{"title": "Go to detail page for \"Dubinik\u00ae Chambray Shirt Men Long Sleeve Cotton Work Shirts with 2 Pockets Casual Button Down.\" Rated 4.4 out of 5 stars by 241 reviews. Eligible for Prime.", "asin": "B0DBPFVZLR"}],
"search_results": [{"title": "Men's Dress Shirts Solid Long Sleeve Stretch Wrinkle-Free Formal Shirt Business Casual Button Down Shirts", "asin": "B09JFR8HTV", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Men's Stretch Wrinkle Free Dress Shirts Formal Wedding Prom Long Sleeve Slim Fit Button Down Shirt", "asin": "B0CQX2P4T2", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Men's Linen Shirts Short Sleeve Casual Shirts Button Down Shirt for Men Beach Summer Wedding Shirt", "asin": "B0C5JBJ6X7", "price": "$27.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Men's Dress Shirts Slim Fit Solid Long Sleeve Casual Button Down Shirts", "asin": "B0746CT87M", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Mens Stretch Dress Shirts Long Sleeve Button Down Shirt Regular Fit Formal Business Shirts", "asin": "B0D83VKP4F", "price": "$19.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Men's Transitional Weather Slim Fit Long Sleeve Button Down Shirt Business Casual Dress Shirts with Pocket", "asin": "B0DJ59RH4V", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Men's Regular-Fit Long-Sleeve Casual Poplin Shirt", "asin": "B0775PM9KG", "price": "$22.80", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Men's Plaid Button Down Shirts Cotton Long Sleeve Dress Shirts Regular Fit Gingham Shirts", "asin": "B0C49ZWZNG", "price": "$22.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Men's Long Sleeve Classic Woven Shirt", "asin": "B00XH7IAWS", "price": "$26.70", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Men's Buck Camp Flannel, Long Sleeve Plaid Button Down Casual Shirt, Corduroy Cuffs", "asin": "B012XWXVUI", "price": "$26.10", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Mens Button Down Shirts Cotton Long Sleeve Shirts Regular Fit", "asin": "B079D8WTC7", "price": "$26.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Mens Knit Polo Shirts Short Sleeve Textured Knitted Shirt Casual Golf Polo T Shirt", "asin": "B0DRVJXBZM", "price": "$19.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Mens Hawaiian Floral Shirts Cotton Linen Casual Button Down Short Sleeve Beach Shirts", "asin": "B0C3MHT866", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Men's Classic Fit Non-Iron Cotton Dot Dress Shirt", "asin": "B0DPXTGXYK", "price": "$85.00", "delivery": "$15 delivery Thu, Apr 10"},
{"title": "Men's Dress Shirts Short Sleeve Business Casual Regular Fit Button Down Shirts with Pocket", "asin": "B0D4YR99FS", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Mens Dress Shirts Stretch Long Sleeve Button Down Shirts Print Regular Fit Casual Busines Shirt", "asin": "B0D8QKZN1B", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Men's Sport Western Basic Two Pocket Long Sleeve Snap Shirt", "asin": "B008KGYWAK", "price": "$26.82", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Men's Slim-Fit Long-Sleeve Poplin Shirt", "asin": "B0775YR7JS", "price": "$19.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Men's Button Down Shirts Plaid Long Sleeve Dress Shirts Regular-Fit Casual Shirt", "asin": "B0DBD64QJB", "price": "$26.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Cotton Mens Dress Shirts Short Sleeve Button Down Shirts Formal Summer Dress Shirt Casual Button Up Shirts Men", "asin": "B0CSFCYNGQ", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Mens Bamboo Dress Shirts Wrinkle Free Regular Fit Stretch Button Down Shirt", "asin": "B07TFDNCFH", "price": "$26.59", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Mens Short Sleeve Button Down Shirts Casual Hollow Out Summer Beach Shirt", "asin": "B0DSW8N79L", "price": "$25.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Mens Dress Shirt Long Sleeve Wrinkle Free Formal Shirts Business Casual Button Down Shirts", "asin": "B0DM4WZ52B", "price": "$17.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Mens Casual Button Down Shirt Untucked Long Sleeve Stretch Denim Dress Shirt", "asin": "B0CY1XFT4X", "price": "$24.31", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Mens Button Down Long Sleeve Shirts Regular Fit Dress Shirts Business Casual Plaid Shirts", "asin": "B0C3PXYX9P", "price": "$17.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Men's Classic Fit Long Sleeve Signature Comfort Flex Shirt (Standard and Big & Tall)", "asin": "B078N6SQYN", "price": "$34.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Long Sleeve Shirts for Men Plaid Button Down Shirt Mens Casual Cotton Button Up Pocket Shirt", "asin": "B0D9YJG4RN", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Mens Dress Shirts Short Sleeve Slim Fit Business Casual Shirts for Men Button Up Shirts", "asin": "B0D9BB4X9K", "price": "$25.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Mens Casual Dress Shirts Plaid Button Down Shirt Long Sleeve Formal Business Gingham Shirt for Men", "asin": "B0CVWD3KNR", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Men's Flannel Shirts, Long-Sleeve, Slim-Fit, Two-Pocket, Plaid", "asin": "B08X5C1X46", "price": "$20.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Men's Button Down Shirt Texture Wrinkle Free Shirts Long Sleeve Waffle Untucked Shirt", "asin": "B0D8Q9MZZ4", "price": "$34.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Long Sleeve Poplin Regular Fit, Men's Button Down Shirts, Also Available in Big and Tall", "asin": "B0DVDG9T2V", "price": "$47.70", "delivery": "FREE delivery Sun, Apr 13 for Prime members"},
{"title": "Mens Plaid Button Down Shirt Long Sleeve Dress Shirts for Men Casual Wrinkle Free Regular Fit Work Shirt with Pocket", "asin": "B0D8SYKZ1M", "price": "$18.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Long Sleeve Oxford Regular Fit, Men's Button Down Shirts, Also Available in Big and Tall", "asin": "B0D5N87RJ7", "price": "$79.50", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Men's Traditional Fit No Iron Twill Shirt", "asin": "B0DB9DJ5R1", "price": "$45.46", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Men's Plaid Button Down Shirts Regular Fit Long Sleeve Casual Business Shirts", "asin": "B0C93LGNWX", "price": "$22.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Men's Long Sleeve Slim Fit 100% Cotton Plaid Shirts", "asin": "B08S3VG9WT", "price": "$22.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Men's Long Sleeve Dress Shirt Plaid Collar Casual Button Down Shirts", "asin": "B07N3Z349X", "price": "$26.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Men's Plaid Casual Slim Fit Long Sleeve Button Down Dress Shirts", "asin": "B06XCFKCC2", "price": "$27.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Mens Plaid Dress Shirt Long Sleeve Business Casual Regular Fit Button Down Shirts", "asin": "B01ALC4V10", "price": "$29.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Men's Long-Sleeve Flannel Shirt (Available in Big & Tall)", "asin": "B0866G8CB3", "price": "$23.70", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Men Plaid Casual Slim Fit Long Sleeve Button Down Dress Shirts, S - 3XL", "asin": "B0D93QD4G9", "price": "$25.99", "delivery": "FREE delivery May 23 - 30"},
{"title": "Men's Long Sleeve Plaid Shirt", "asin": "B0DGDJ9MTX", "price": "$24.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Men's Flannel Shirts Long Sleeve, Slim-Fit Button Down Plaid", "asin": "B07N3K3SMB", "price": "$20.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Men's Non-Iron Long Sleeve Button Down Sport Shirt", "asin": "B0BWSF2G5J", "price": "$108.00", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Men's Stretch Poplin Shirt", "asin": "B0B6CXV6KL", "price": "$33.64", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Men's Long Sleeve Oxford Button Down Shirt", "asin": "B0DCHP2VQD", "price": "$32.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Men's Printed Cotton Casual Long Sleeve Regular Fit Dress Shirt", "asin": "B07WGKNKDB", "price": "$27.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Men's Flannel Plaid Shirts Long Sleeve Casual Cotton Button Down Shirts", "asin": "B0CBSM95BV", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Mens Dress Shirts Slim Fit Button Down Long Sleeve Stretch Collared Shirt Cotton Wrinkle Free Button Up Mens Tops", "asin": "B0C5H87CZ9", "price": "$27.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Flannel Shirt for Men 100% Cotton Mens Flannel Shirts Long Sleeve Plaid Soft Casual Button Down Shirt Men", "asin": "B0D17GS6T8", "price": "$33.29", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Men's Regular Fit Long Sleeve Casual Shirt (Regular and Big & Tall)", "asin": "B0BLF8BCNF", "price": "$29.61", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Men's Gingham Dress Shirt", "asin": "B00EYBKG8W", "price": "$43.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Men's Big and Tall Performance Comfort Long Sleeve Plaid Button Down", "asin": "B08GQ7BRSX"},
{"title": "Men's Western Pearl Snap Button Up Casual Cowboy Long Sleeve Two Pockets Work Shirts", "asin": "B076B2J2TX", "price": "$30.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Men's Classic Fit Long Sleeve Button Down Shirt", "asin": "B0DV6NY38Z", "price": "$59.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Men's Long Sleeve Button-Down Shirt - Classic Woven Wrinkle-Resistant Formal Collared Shirt for Men (Sizes: S-XXL)", "asin": "B0CDDW91YP", "price": "$37.47", "delivery": "FREE delivery Apr 14 - 18 Or fastest delivery Apr 9 - 10"},
{"title": "Mens Flannel Shirt Long Sleeve Plaid Flannel Shirt for Men Soft 100% Cotton Casual Button Down Shirts Regular Fit", "asin": "B093B28Z79", "price": "$32.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Men's Plaid Button Down Shirt Long Sleeve Dress Shirt Regular Fit Business Casual Gingham Shirts", "asin": "B0DJLTQ753", "price": "$19.99", "delivery": "FREE delivery Sat, Apr 12 for Prime members"},
{"title": "Men's Gingham Easy Care Long Sleeve Button-Down Shirt", "asin": "B012945DFQ", "price": "$27.18", "delivery": "FREE delivery Wed, Apr 9"},
{"title": "Men's Long Sleeve Plaid Checkered Button Down Shirt#2501", "asin": "B09N8ZCLM5", "price": "$9.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Mens Flannel Shirts Long Sleeve Flannel Shirt for Men Casual Button Down Brushed 100% Cotton Shirt", "asin": "B093PTXPVG", "price": "$36.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}]
<|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": "2025-04-07T22:31:44.994Z", // 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>
|
2025-04-07T22:31:44.994Z
|
click
|
search
|
rule
|
2025-04-07T22:31:44.994Z
|
click
|
search
|
train
| 196 |
2025-04-07T22:31:44.994Z
|
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": "2025-04-04T20:26:53.926Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-04T20:26:58.145Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:26:59.924Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:27:36.533Z", "action": "click_product", "action_argument": "B083MW6QVX"}
{"timestamp": "2025-04-05T19:02:57.880Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-05T19:02:57.917Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-05T19:03:21.354Z", "action": "purchase", "action_argument": "B0D8LBCHGN"}
{"timestamp": "2025-04-06T21:26:50.441Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T21:30:03.683Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T21:30:08.178Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T21:31:25.457Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T21:31:42.805Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T21:31:55.637Z", "action": "click_product", "action_argument": "B09XS7JWHH"}
{"timestamp": "2025-04-07T00:42:23.928Z", "action": "input", "action_argument": "meebook"}
{"timestamp": "2025-04-07T00:42:24.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T00:42:59.089Z", "action": "click_product", "action_argument": "B0DWS9K4WW"}
{"timestamp": "2025-04-07T00:46:03.300Z", "action": "click_product", "action_argument": "B0CDBYFH81"}
{"timestamp": "2025-04-07T00:47:16.379Z", "action": "purchase", "action_argument": "B0CDBYFH81"}
{"timestamp": "2025-04-07T03:54:02.560Z", "action": "input", "action_argument": "\u9ebb\u5c06\u684c"}
{"timestamp": "2025-04-07T03:54:02.794Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-07T22:31:40.276Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537\u6625\u79cb"}
{"timestamp": "2025-04-07T22:31:40.528Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:31:44.661Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537"}],
"cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"},
{"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"},
{"title": "Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included", "asin": "B0DD9BLCY4", "price": "$28.00", "quantity": "1"},
{"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$207.99", "quantity": "1"},
{"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"},
{"title": "Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)", "asin": "B0C3LGC7ZG", "price": "$29.99", "quantity": "1"},
{"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"},
{"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$89.99", "quantity": "1"},
{"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"},
{"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"},
{"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"},
{"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$21.86", "quantity": "1"},
{"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.74", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"},
{"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$57.50", "quantity": "1"},
{"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"},
{"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"},
{"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"},
{"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}],
"promotion_items": [{"title": "COOFANDY\nMen's Knit Shirt Short Sleeve Button Down Vintage Polo Shirts Casual Summer Beach Shirts", "asin": "B0DHSJKZV8", "price": "$24.29", "quantity": ""},
{"title": "COOFANDY\nMen's Linen Shirts Short Sleeve Casual Shirts Button Down Shirt for Men Beach Summer Wedding Shirt", "asin": "B0C5JBJ6X7", "price": "$27.99", "quantity": ""},
{"title": "COOFANDY\nMen's Short Sleeve Knit Shirts Casual Button Down Polo Shirt Fashion Summer Beach Tops", "asin": "B0DHTMGQ8F", "price": "$28.99", "quantity": ""},
{"title": "J.VER\nMen's Dress Shirts Solid Long Sleeve Stretch Wrinkle-Free Formal Shirt Business Casual Button Down Shirts", "asin": "B09JFR8HTV", "price": "$19.99", "quantity": ""},
{"title": "COOFANDY\nMen's Button Down Long Sleeve Shirt Casual Untucked Dress Shirt Regular Fit Wedding Shirts", "asin": "B0D4624QDC", "price": "$24.28", "quantity": ""},
{"title": "COOFANDY\nMen's Linen Shirts Short Sleeve Casual Shirts Button Down Shirt for Men Beach Summer Wedding Shirt", "asin": "B0BV257YG8", "price": "$29.99", "quantity": ""},
{"title": "NITAGUT\nMen's Short Sleeve Shirts Casual Button Down Shirts Vacation Beach Summer Hollow Out Tops", "asin": "B0CT5Q4NRT", "price": "$19.99", "quantity": ""},
{"title": "Gleeease\nLinen Shirts for Men Button Down Short Sleeve Shirt Button up Men's Casual Shirt Mens Big and Tall Vacation Hawaiian", "asin": "B0D4ZHF9YX", "price": "$14.99", "quantity": ""},
{"title": "JEMITOP\nMen's Stretch Wrinkle Free Dress Shirts Formal Wedding Prom Long Sleeve Slim Fit Button Down Shirt", "asin": "B0CQX37DZH", "price": "$19.99", "quantity": ""},
{"title": "COOFANDY\nMen's Knit Shirts Short Sleeve Button Down Polo Shirt Fashion Casual Summer Beach Shirts", "asin": "B0D6V8VT27", "price": "$31.99", "quantity": ""}],
"ads": [{"title": "Go to detail page for \"Dubinik\u00ae Chambray Shirt Men Long Sleeve Cotton Work Shirts with 2 Pockets Casual Button Down.\" Rated 4.4 out of 5 stars by 241 reviews. Eligible for Prime.", "asin": "B0DBPCQV3Y"},
{"title": "Go to detail page for \"Dubinik\u00ae Chambray Shirt Men Long Sleeve Cotton Work Shirts with 2 Pockets Casual Button Down.\" Rated 4.4 out of 5 stars by 241 reviews. Eligible for Prime.", "asin": "B0DBPCP1MV"},
{"title": "Go to detail page for \"Dubinik\u00ae Chambray Shirt Men Long Sleeve Cotton Work Shirts with 2 Pockets Casual Button Down.\" Rated 4.4 out of 5 stars by 241 reviews. Eligible for Prime.", "asin": "B0DBPFVZLR"}],
"search_results": [{"title": "Men's Dress Shirts Solid Long Sleeve Stretch Wrinkle-Free Formal Shirt Business Casual Button Down Shirts", "asin": "B09JFR8HTV", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Men's Stretch Wrinkle Free Dress Shirts Formal Wedding Prom Long Sleeve Slim Fit Button Down Shirt", "asin": "B0CQX2P4T2", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Men's Linen Shirts Short Sleeve Casual Shirts Button Down Shirt for Men Beach Summer Wedding Shirt", "asin": "B0C5JBJ6X7", "price": "$27.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Men's Dress Shirts Slim Fit Solid Long Sleeve Casual Button Down Shirts", "asin": "B0746CT87M", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Mens Stretch Dress Shirts Long Sleeve Button Down Shirt Regular Fit Formal Business Shirts", "asin": "B0D83VKP4F", "price": "$19.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Men's Transitional Weather Slim Fit Long Sleeve Button Down Shirt Business Casual Dress Shirts with Pocket", "asin": "B0DJ59RH4V", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Men's Regular-Fit Long-Sleeve Casual Poplin Shirt", "asin": "B0775PM9KG", "price": "$22.80", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Men's Plaid Button Down Shirts Cotton Long Sleeve Dress Shirts Regular Fit Gingham Shirts", "asin": "B0C49ZWZNG", "price": "$22.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Men's Long Sleeve Classic Woven Shirt", "asin": "B00XH7IAWS", "price": "$26.70", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Men's Buck Camp Flannel, Long Sleeve Plaid Button Down Casual Shirt, Corduroy Cuffs", "asin": "B012XWXVUI", "price": "$26.10", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Mens Button Down Shirts Cotton Long Sleeve Shirts Regular Fit", "asin": "B079D8WTC7", "price": "$26.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Mens Knit Polo Shirts Short Sleeve Textured Knitted Shirt Casual Golf Polo T Shirt", "asin": "B0DRVJXBZM", "price": "$19.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Mens Hawaiian Floral Shirts Cotton Linen Casual Button Down Short Sleeve Beach Shirts", "asin": "B0C3MHT866", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Men's Classic Fit Non-Iron Cotton Dot Dress Shirt", "asin": "B0DPXTGXYK", "price": "$85.00", "delivery": "$15 delivery Thu, Apr 10"},
{"title": "Men's Dress Shirts Short Sleeve Business Casual Regular Fit Button Down Shirts with Pocket", "asin": "B0D4YR99FS", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Mens Dress Shirts Stretch Long Sleeve Button Down Shirts Print Regular Fit Casual Busines Shirt", "asin": "B0D8QKZN1B", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Men's Sport Western Basic Two Pocket Long Sleeve Snap Shirt", "asin": "B008KGYWAK", "price": "$26.82", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Men's Slim-Fit Long-Sleeve Poplin Shirt", "asin": "B0775YR7JS", "price": "$19.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Men's Button Down Shirts Plaid Long Sleeve Dress Shirts Regular-Fit Casual Shirt", "asin": "B0DBD64QJB", "price": "$26.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Cotton Mens Dress Shirts Short Sleeve Button Down Shirts Formal Summer Dress Shirt Casual Button Up Shirts Men", "asin": "B0CSFCYNGQ", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Mens Bamboo Dress Shirts Wrinkle Free Regular Fit Stretch Button Down Shirt", "asin": "B07TFDNCFH", "price": "$26.59", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Mens Short Sleeve Button Down Shirts Casual Hollow Out Summer Beach Shirt", "asin": "B0DSW8N79L", "price": "$25.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Mens Dress Shirt Long Sleeve Wrinkle Free Formal Shirts Business Casual Button Down Shirts", "asin": "B0DM4WZ52B", "price": "$17.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Mens Casual Button Down Shirt Untucked Long Sleeve Stretch Denim Dress Shirt", "asin": "B0CY1XFT4X", "price": "$24.31", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Mens Button Down Long Sleeve Shirts Regular Fit Dress Shirts Business Casual Plaid Shirts", "asin": "B0C3PXYX9P", "price": "$17.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Men's Classic Fit Long Sleeve Signature Comfort Flex Shirt (Standard and Big & Tall)", "asin": "B078N6SQYN", "price": "$34.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Long Sleeve Shirts for Men Plaid Button Down Shirt Mens Casual Cotton Button Up Pocket Shirt", "asin": "B0D9YJG4RN", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Mens Dress Shirts Short Sleeve Slim Fit Business Casual Shirts for Men Button Up Shirts", "asin": "B0D9BB4X9K", "price": "$25.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Mens Casual Dress Shirts Plaid Button Down Shirt Long Sleeve Formal Business Gingham Shirt for Men", "asin": "B0CVWD3KNR", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Men's Flannel Shirts, Long-Sleeve, Slim-Fit, Two-Pocket, Plaid", "asin": "B08X5C1X46", "price": "$20.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Men's Button Down Shirt Texture Wrinkle Free Shirts Long Sleeve Waffle Untucked Shirt", "asin": "B0D8Q9MZZ4", "price": "$34.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Long Sleeve Poplin Regular Fit, Men's Button Down Shirts, Also Available in Big and Tall", "asin": "B0DVDG9T2V", "price": "$47.70", "delivery": "FREE delivery Sun, Apr 13 for Prime members"},
{"title": "Mens Plaid Button Down Shirt Long Sleeve Dress Shirts for Men Casual Wrinkle Free Regular Fit Work Shirt with Pocket", "asin": "B0D8SYKZ1M", "price": "$18.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Long Sleeve Oxford Regular Fit, Men's Button Down Shirts, Also Available in Big and Tall", "asin": "B0D5N87RJ7", "price": "$79.50", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Men's Traditional Fit No Iron Twill Shirt", "asin": "B0DB9DJ5R1", "price": "$45.46", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Men's Plaid Button Down Shirts Regular Fit Long Sleeve Casual Business Shirts", "asin": "B0C93LGNWX", "price": "$22.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Men's Long Sleeve Slim Fit 100% Cotton Plaid Shirts", "asin": "B08S3VG9WT", "price": "$22.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Men's Long Sleeve Dress Shirt Plaid Collar Casual Button Down Shirts", "asin": "B07N3Z349X", "price": "$26.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Men's Plaid Casual Slim Fit Long Sleeve Button Down Dress Shirts", "asin": "B06XCFKCC2", "price": "$27.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Mens Plaid Dress Shirt Long Sleeve Business Casual Regular Fit Button Down Shirts", "asin": "B01ALC4V10", "price": "$29.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Men's Long-Sleeve Flannel Shirt (Available in Big & Tall)", "asin": "B0866G8CB3", "price": "$23.70", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Men Plaid Casual Slim Fit Long Sleeve Button Down Dress Shirts, S - 3XL", "asin": "B0D93QD4G9", "price": "$25.99", "delivery": "FREE delivery May 23 - 30"},
{"title": "Men's Long Sleeve Plaid Shirt", "asin": "B0DGDJ9MTX", "price": "$24.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Men's Flannel Shirts Long Sleeve, Slim-Fit Button Down Plaid", "asin": "B07N3K3SMB", "price": "$20.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Men's Non-Iron Long Sleeve Button Down Sport Shirt", "asin": "B0BWSF2G5J", "price": "$108.00", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Men's Stretch Poplin Shirt", "asin": "B0B6CXV6KL", "price": "$33.64", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Men's Long Sleeve Oxford Button Down Shirt", "asin": "B0DCHP2VQD", "price": "$32.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Men's Printed Cotton Casual Long Sleeve Regular Fit Dress Shirt", "asin": "B07WGKNKDB", "price": "$27.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Men's Flannel Plaid Shirts Long Sleeve Casual Cotton Button Down Shirts", "asin": "B0CBSM95BV", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Mens Dress Shirts Slim Fit Button Down Long Sleeve Stretch Collared Shirt Cotton Wrinkle Free Button Up Mens Tops", "asin": "B0C5H87CZ9", "price": "$27.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Flannel Shirt for Men 100% Cotton Mens Flannel Shirts Long Sleeve Plaid Soft Casual Button Down Shirt Men", "asin": "B0D17GS6T8", "price": "$33.29", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Men's Regular Fit Long Sleeve Casual Shirt (Regular and Big & Tall)", "asin": "B0BLF8BCNF", "price": "$29.61", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Men's Gingham Dress Shirt", "asin": "B00EYBKG8W", "price": "$43.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Men's Big and Tall Performance Comfort Long Sleeve Plaid Button Down", "asin": "B08GQ7BRSX"},
{"title": "Men's Western Pearl Snap Button Up Casual Cowboy Long Sleeve Two Pockets Work Shirts", "asin": "B076B2J2TX", "price": "$30.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Men's Classic Fit Long Sleeve Button Down Shirt", "asin": "B0DV6NY38Z", "price": "$59.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Men's Long Sleeve Button-Down Shirt - Classic Woven Wrinkle-Resistant Formal Collared Shirt for Men (Sizes: S-XXL)", "asin": "B0CDDW91YP", "price": "$37.47", "delivery": "FREE delivery Apr 14 - 18 Or fastest delivery Apr 9 - 10"},
{"title": "Mens Flannel Shirt Long Sleeve Plaid Flannel Shirt for Men Soft 100% Cotton Casual Button Down Shirts Regular Fit", "asin": "B093B28Z79", "price": "$32.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Men's Plaid Button Down Shirt Long Sleeve Dress Shirt Regular Fit Business Casual Gingham Shirts", "asin": "B0DJLTQ753", "price": "$19.99", "delivery": "FREE delivery Sat, Apr 12 for Prime members"},
{"title": "Men's Gingham Easy Care Long Sleeve Button-Down Shirt", "asin": "B012945DFQ", "price": "$27.18", "delivery": "FREE delivery Wed, Apr 9"},
{"title": "Men's Long Sleeve Plaid Checkered Button Down Shirt#2501", "asin": "B09N8ZCLM5", "price": "$9.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Mens Flannel Shirts Long Sleeve Flannel Shirt for Men Casual Button Down Brushed 100% Cotton Shirt", "asin": "B093PTXPVG", "price": "$36.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}]
<|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": "2025-04-07T22:31:44.994Z", // 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\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"price\": \"$28.00\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$89.99\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.74\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$57.50\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"Dubinik\\u00ae Denim Shirt Men Mens Denim Shirts Long Sleeve Mens Denim Button Down Shirt Cotton Regular Fit Casual Work Shirts.\\\" Rated 4.4 out of 5 stars by 2230 reviews. Eligible for Prime.\", \"asin\": \"B08C7M57M5\"},\n{\"title\": \"Go to detail page for \\\"Dubinik\\u00ae Denim Shirt Men Mens Denim Shirts Long Sleeve Mens Denim Button Down Shirt Cotton Regular Fit Casual Work Shirts.\\\" Rated 4.4 out of 5 stars by 2230 reviews. Eligible for Prime.\", \"asin\": \"B08QD62WFH\"},\n{\"title\": \"Go to detail page for \\\"Dubinik\\u00ae Denim Shirt Men Mens Denim Shirts Long Sleeve Mens Denim Button Down Shirt Cotton Regular Fit Casual Work Shirts.\\\" Rated 4.4 out of 5 stars by 2230 reviews. Eligible for Prime.\", \"asin\": \"B08P6QDRSS\"}],\n\"search_results\": [{\"title\": \"Men's Transitional Weather Slim Fit Long Sleeve Button Down Shirt Business Casual Dress Shirts with Pocket\", \"asin\": \"B0DJ59RH4V\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Men's Long Sleeve Classic Woven Shirt\", \"asin\": \"B00XH7IAWS\", \"price\": \"$26.70\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Men's Regular-Fit Long-Sleeve Casual Poplin Shirt\", \"asin\": \"B0775PM9KG\", \"price\": \"$22.80\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Men's Buck Camp Flannel, Long Sleeve Plaid Button Down Casual Shirt, Corduroy Cuffs\", \"asin\": \"B012XWXVUI\", \"price\": \"$26.10\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Mens Casual Button Down Shirts Wrinkle Free 4-Way Stretch Dress Shirs Long Sleeve Plaid Business Shirts for Men\", \"asin\": \"B0D93FC2JN\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens Solid Oxford Shirt Long Sleeve Dress Shirt Work Casual Button Down Shirts with Pocket\", \"asin\": \"B0BZDRBHJY\", \"price\": \"$23.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Performance Comfort Long Sleeve Plaid Button Down\", \"asin\": \"B08GQ82454\", \"price\": \"$27.14\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Long Sleeve Oxford Regular Fit, Men's Button Down Shirts, Also Available in Big and Tall\", \"asin\": \"B0D5MZY8QT\", \"price\": \"$47.70\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Slim-Fit Long-Sleeve Poplin Shirt\", \"asin\": \"B0775YR7JS\", \"price\": \"$19.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Mens Dress Shirts Stretch Long Sleeve Button Down Shirts Print Regular Fit Casual Busines Shirt\", \"asin\": \"B0D8QKZN1B\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens Button Down Shirts Wrinkle Free 4-Way Stretch Print Business Casual Shirt\", \"asin\": \"B0BYHK1Z6Q\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Sun, Apr 13 for Prime members\"},\n{\"title\": \"Mens Button Down Shirts Cotton Long Sleeve Shirts Regular Fit\", \"asin\": \"B079D8WTC7\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Button Down Shirts Plaid Long Sleeve Dress Shirts Regular-Fit Casual Shirt\", \"asin\": \"B0DBD64QJB\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Classic Fit Long Sleeve Signature Comfort Flex Shirt (Standard and Big & Tall)\", \"asin\": \"B078N6SQYN\", \"price\": \"$34.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Mens Button Up Shirts Long Sleeve Casual Button Down Cotton Vintage Soft Plaid with Pocket\", \"asin\": \"B0CS2F6P99\", \"price\": \"$34.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Long Sleeve Shirts for Men Plaid Button Down Shirt Mens Casual Cotton Button Up Pocket Shirt\", \"asin\": \"B0D9YJG4RN\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Men's Wrinkle Resistant Long Sleeve Button Front Shirt\", \"asin\": \"B07BN1TY69\", \"price\": \"$32.24\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Kenneth Cole Unlisted Men's Dress Shirt Slim Fit Checks and Stripes (Patterned)\", \"asin\": \"B01M09HMWJ\", \"price\": \"$20.47\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Printed Dress Shirts Long Sleeve Regular Fit Button Down Shirt\", \"asin\": \"B0B6V446CC\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Button Down Long Sleeve Shirts Regular Fit Dress Shirts Business Casual Plaid Shirts\", \"asin\": \"B0C3PXYX9P\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Mens Casual Dress Shirts Plaid Button Down Shirt Long Sleeve Formal Business Gingham Shirt for Men\", \"asin\": \"B0CVWD3KNR\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Long Sleeve Poplin Regular Fit, Men's Button Down Shirts, Also Available in Big and Tall\", \"asin\": \"B0DGWM31P6\", \"price\": \"$47.70\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Regular Fit Gingham Button Down Collar Dress Shirt\", \"asin\": \"B00T3CJFFM\", \"price\": \"$23.74\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Men's Casual Button Down Shirt Long Sleeve Linen Chambray Shirt\", \"asin\": \"B0BCG11186\", \"price\": \"$25.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Plaid Button Down Shirt Long Sleeve Dress Shirt Regular Fit Business Casual Gingham Shirts\", \"asin\": \"B0DJLSFKKX\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Casual Dress Shirt Button Down Shirts Long-Sleeve Plaid Collar Denim Work Shirt\", \"asin\": \"B075WV82T7\", \"price\": \"$26.78\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Plaid Button Down Shirt Long Sleeve Dress Shirts for Men Casual Wrinkle Free Regular Fit Work Shirt with Pocket\", \"asin\": \"B0D8SYKZ1M\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Plaid Dress Shirt Long Sleeve Business Casual Regular Fit Button Down Shirts\", \"asin\": \"B07RDKPFLH\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Long Sleeve Shirt with Pocket Cotton Crew Neck Shirts Casual Lightweight T-Shirt\", \"asin\": \"B0C8T3C3YZ\", \"price\": \"$14.98\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Long-Sleeve Flannel Shirt (Available in Big & Tall)\", \"asin\": \"B0866G8CB3\", \"price\": \"$23.70\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Men's Big and Tall Stratton Flannel Long Sleeve Stretch Button Down Shirt\", \"asin\": \"B0DHFTC6HS\", \"price\": \"$30.25\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Plaid Button Down Shirts Cotton Long Sleeve Dress Shirts Regular Fit Gingham Shirts\", \"asin\": \"B0C49ZFTWX\", \"price\": \"$23.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Men's Long Sleeve Dress Shirt Plaid Collar Casual Button Down Shirts\", \"asin\": \"B07N3Z349X\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Paisley Cotton Long Sleeve Shirt Floral Print Casual Retro Button Down Shirt\", \"asin\": \"B0C24JBZ6Y\", \"price\": \"$33.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Long Sleeve Plaid Shirt\", \"asin\": \"B0DGDHKPFM\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Apr 14 - 16 Or fastest delivery Thu, Apr 10\"},\n{\"title\": \"Men's Long Sleeve Shirts Casual Crewneck Pullover T-Shirt Stretch Textured Knit Tee with Pocket\", \"asin\": \"B0D9Y9LJTP\", \"price\": \"$22.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens Flannel Plaid Shirt Casual Long Sleeve Button Down Shirts with Pockets\", \"asin\": \"B0C8HZWZYG\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Long Sleeve Slim Fit 100% Cotton Plaid Shirts\", \"asin\": \"B08S3HJSX9\", \"price\": \"$22.97\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Long Sleeve Henley Shirts Cotton 3-Button Spring Casual T-Shirts Solid Color Soft Basic Tops 2025\", \"asin\": \"B0CN92KJDT\", \"price\": \"$24.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Plaid Casual Slim Fit Long Sleeve Button Down Dress Shirts\", \"asin\": \"B06XCFKCC2\", \"price\": \"$27.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Plaid Mens Flannel Shirts Long Sleeve Dress Shirts for Men Casual Button Down Big and Tall Button Up Shirt\", \"asin\": \"B0D9NL487C\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Western Cowboy Long Sleeve Pearl Snap Casual Work Shirts\", \"asin\": \"B07Q7MQ35Z\", \"price\": \"$30.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens Henley Long/Short Sleeve T-Shirt Cotton Casual Shirt\", \"asin\": \"B0CGRB8RFH\", \"price\": \"$19.88\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men Plaid Casual Slim Fit Long Sleeve Button Down Dress Shirts, S - 3XL\", \"asin\": \"B0D93QD4G9\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery May 23 - 30\"},\n{\"title\": \"Men's Business Dress Shirt Long Sleeve Slim Fit Casual Button Down Shirt\", \"asin\": \"B08X41NSXZ\", \"price\": \"$23.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Pearl Snap Shirts for Men Long Sleeve Western Shirts for Men Vintage Casual Plaid Shirt Cowboy Shirts for Men\", \"asin\": \"B0CV4QQPKC\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Long Sleeve Slim Untucked Flex Shirt\", \"asin\": \"B0CV9KP2XF\", \"price\": \"$58.00\", \"delivery\": \"$6.80 delivery Apr 14 - 15 Or fastest delivery Apr 11 - 14\"},\n{\"title\": \"Men's Fashion Polo Shirts Casual Long Sleeve Golf Shirts Color Block Cotton Tops\", \"asin\": \"B0BG5CV94B\", \"price\": \"$26.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 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\": \"2025-04-07T22:32:00.293Z\", // 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": "2025-04-04T20:26:53.926Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-04T20:26:58.145Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:26:59.924Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:27:36.533Z", "action": "click_product", "action_argument": "B083MW6QVX"}
{"timestamp": "2025-04-05T19:02:57.880Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-05T19:02:57.917Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-05T19:03:21.354Z", "action": "purchase", "action_argument": "B0D8LBCHGN"}
{"timestamp": "2025-04-06T21:26:50.441Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T21:30:03.683Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T21:30:08.178Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T21:31:25.457Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T21:31:42.805Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T21:31:55.637Z", "action": "click_product", "action_argument": "B09XS7JWHH"}
{"timestamp": "2025-04-07T00:42:23.928Z", "action": "input", "action_argument": "meebook"}
{"timestamp": "2025-04-07T00:42:24.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T00:42:59.089Z", "action": "click_product", "action_argument": "B0DWS9K4WW"}
{"timestamp": "2025-04-07T00:46:03.300Z", "action": "click_product", "action_argument": "B0CDBYFH81"}
{"timestamp": "2025-04-07T00:47:16.379Z", "action": "purchase", "action_argument": "B0CDBYFH81"}
{"timestamp": "2025-04-07T03:54:02.560Z", "action": "input", "action_argument": "\u9ebb\u5c06\u684c"}
{"timestamp": "2025-04-07T03:54:02.794Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-07T22:31:40.276Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537\u6625\u79cb"}
{"timestamp": "2025-04-07T22:31:40.528Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:31:44.661Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537"}
{"timestamp": "2025-04-07T22:31:44.994Z", "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": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537"}],
"cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"},
{"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"},
{"title": "Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included", "asin": "B0DD9BLCY4", "price": "$28.00", "quantity": "1"},
{"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$207.99", "quantity": "1"},
{"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"},
{"title": "Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)", "asin": "B0C3LGC7ZG", "price": "$29.99", "quantity": "1"},
{"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"},
{"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$89.99", "quantity": "1"},
{"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"},
{"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"},
{"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"},
{"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$21.86", "quantity": "1"},
{"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.74", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"},
{"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$57.50", "quantity": "1"},
{"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"},
{"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"},
{"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"},
{"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}],
"ads": [{"title": "Go to detail page for \"Dubinik\u00ae Denim Shirt Men Mens Denim Shirts Long Sleeve Mens Denim Button Down Shirt Cotton Regular Fit Casual Work Shirts.\" Rated 4.4 out of 5 stars by 2230 reviews. Eligible for Prime.", "asin": "B08C7M57M5"},
{"title": "Go to detail page for \"Dubinik\u00ae Denim Shirt Men Mens Denim Shirts Long Sleeve Mens Denim Button Down Shirt Cotton Regular Fit Casual Work Shirts.\" Rated 4.4 out of 5 stars by 2230 reviews. Eligible for Prime.", "asin": "B08QD62WFH"},
{"title": "Go to detail page for \"Dubinik\u00ae Denim Shirt Men Mens Denim Shirts Long Sleeve Mens Denim Button Down Shirt Cotton Regular Fit Casual Work Shirts.\" Rated 4.4 out of 5 stars by 2230 reviews. Eligible for Prime.", "asin": "B08P6QDRSS"}],
"search_results": [{"title": "Men's Transitional Weather Slim Fit Long Sleeve Button Down Shirt Business Casual Dress Shirts with Pocket", "asin": "B0DJ59RH4V", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Men's Long Sleeve Classic Woven Shirt", "asin": "B00XH7IAWS", "price": "$26.70", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Men's Regular-Fit Long-Sleeve Casual Poplin Shirt", "asin": "B0775PM9KG", "price": "$22.80", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Men's Buck Camp Flannel, Long Sleeve Plaid Button Down Casual Shirt, Corduroy Cuffs", "asin": "B012XWXVUI", "price": "$26.10", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Mens Casual Button Down Shirts Wrinkle Free 4-Way Stretch Dress Shirs Long Sleeve Plaid Business Shirts for Men", "asin": "B0D93FC2JN", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Mens Solid Oxford Shirt Long Sleeve Dress Shirt Work Casual Button Down Shirts with Pocket", "asin": "B0BZDRBHJY", "price": "$23.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Men's Performance Comfort Long Sleeve Plaid Button Down", "asin": "B08GQ82454", "price": "$27.14", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Long Sleeve Oxford Regular Fit, Men's Button Down Shirts, Also Available in Big and Tall", "asin": "B0D5MZY8QT", "price": "$47.70", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Men's Slim-Fit Long-Sleeve Poplin Shirt", "asin": "B0775YR7JS", "price": "$19.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Mens Dress Shirts Stretch Long Sleeve Button Down Shirts Print Regular Fit Casual Busines Shirt", "asin": "B0D8QKZN1B", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Mens Button Down Shirts Wrinkle Free 4-Way Stretch Print Business Casual Shirt", "asin": "B0BYHK1Z6Q", "price": "$14.99", "delivery": "FREE delivery Sun, Apr 13 for Prime members"},
{"title": "Mens Button Down Shirts Cotton Long Sleeve Shirts Regular Fit", "asin": "B079D8WTC7", "price": "$26.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Men's Button Down Shirts Plaid Long Sleeve Dress Shirts Regular-Fit Casual Shirt", "asin": "B0DBD64QJB", "price": "$26.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Men's Classic Fit Long Sleeve Signature Comfort Flex Shirt (Standard and Big & Tall)", "asin": "B078N6SQYN", "price": "$34.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Mens Button Up Shirts Long Sleeve Casual Button Down Cotton Vintage Soft Plaid with Pocket", "asin": "B0CS2F6P99", "price": "$34.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Long Sleeve Shirts for Men Plaid Button Down Shirt Mens Casual Cotton Button Up Pocket Shirt", "asin": "B0D9YJG4RN", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Men's Wrinkle Resistant Long Sleeve Button Front Shirt", "asin": "B07BN1TY69", "price": "$32.24", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Kenneth Cole Unlisted Men's Dress Shirt Slim Fit Checks and Stripes (Patterned)", "asin": "B01M09HMWJ", "price": "$20.47", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Mens Printed Dress Shirts Long Sleeve Regular Fit Button Down Shirt", "asin": "B0B6V446CC", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Mens Button Down Long Sleeve Shirts Regular Fit Dress Shirts Business Casual Plaid Shirts", "asin": "B0C3PXYX9P", "price": "$17.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Mens Casual Dress Shirts Plaid Button Down Shirt Long Sleeve Formal Business Gingham Shirt for Men", "asin": "B0CVWD3KNR", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Long Sleeve Poplin Regular Fit, Men's Button Down Shirts, Also Available in Big and Tall", "asin": "B0DGWM31P6", "price": "$47.70", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Men's Regular Fit Gingham Button Down Collar Dress Shirt", "asin": "B00T3CJFFM", "price": "$23.74", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Men's Casual Button Down Shirt Long Sleeve Linen Chambray Shirt", "asin": "B0BCG11186", "price": "$25.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Men's Plaid Button Down Shirt Long Sleeve Dress Shirt Regular Fit Business Casual Gingham Shirts", "asin": "B0DJLSFKKX", "price": "$16.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Men's Casual Dress Shirt Button Down Shirts Long-Sleeve Plaid Collar Denim Work Shirt", "asin": "B075WV82T7", "price": "$26.78", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Mens Plaid Button Down Shirt Long Sleeve Dress Shirts for Men Casual Wrinkle Free Regular Fit Work Shirt with Pocket", "asin": "B0D8SYKZ1M", "price": "$18.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Mens Plaid Dress Shirt Long Sleeve Business Casual Regular Fit Button Down Shirts", "asin": "B07RDKPFLH", "price": "$29.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Men's Long Sleeve Shirt with Pocket Cotton Crew Neck Shirts Casual Lightweight T-Shirt", "asin": "B0C8T3C3YZ", "price": "$14.98", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Men's Long-Sleeve Flannel Shirt (Available in Big & Tall)", "asin": "B0866G8CB3", "price": "$23.70", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Men's Big and Tall Stratton Flannel Long Sleeve Stretch Button Down Shirt", "asin": "B0DHFTC6HS", "price": "$30.25", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Men's Plaid Button Down Shirts Cotton Long Sleeve Dress Shirts Regular Fit Gingham Shirts", "asin": "B0C49ZFTWX", "price": "$23.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Men's Long Sleeve Dress Shirt Plaid Collar Casual Button Down Shirts", "asin": "B07N3Z349X", "price": "$26.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Men's Paisley Cotton Long Sleeve Shirt Floral Print Casual Retro Button Down Shirt", "asin": "B0C24JBZ6Y", "price": "$33.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Men's Long Sleeve Plaid Shirt", "asin": "B0DGDHKPFM", "price": "$24.99", "delivery": "FREE delivery Apr 14 - 16 Or fastest delivery Thu, Apr 10"},
{"title": "Men's Long Sleeve Shirts Casual Crewneck Pullover T-Shirt Stretch Textured Knit Tee with Pocket", "asin": "B0D9Y9LJTP", "price": "$22.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Mens Flannel Plaid Shirt Casual Long Sleeve Button Down Shirts with Pockets", "asin": "B0C8HZWZYG", "price": "$19.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Men's Long Sleeve Slim Fit 100% Cotton Plaid Shirts", "asin": "B08S3HJSX9", "price": "$22.97", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Men's Long Sleeve Henley Shirts Cotton 3-Button Spring Casual T-Shirts Solid Color Soft Basic Tops 2025", "asin": "B0CN92KJDT", "price": "$24.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Men's Plaid Casual Slim Fit Long Sleeve Button Down Dress Shirts", "asin": "B06XCFKCC2", "price": "$27.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Plaid Mens Flannel Shirts Long Sleeve Dress Shirts for Men Casual Button Down Big and Tall Button Up Shirt", "asin": "B0D9NL487C", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Men's Western Cowboy Long Sleeve Pearl Snap Casual Work Shirts", "asin": "B07Q7MQ35Z", "price": "$30.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Mens Henley Long/Short Sleeve T-Shirt Cotton Casual Shirt", "asin": "B0CGRB8RFH", "price": "$19.88", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Men Plaid Casual Slim Fit Long Sleeve Button Down Dress Shirts, S - 3XL", "asin": "B0D93QD4G9", "price": "$25.99", "delivery": "FREE delivery May 23 - 30"},
{"title": "Men's Business Dress Shirt Long Sleeve Slim Fit Casual Button Down Shirt", "asin": "B08X41NSXZ", "price": "$23.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Pearl Snap Shirts for Men Long Sleeve Western Shirts for Men Vintage Casual Plaid Shirt Cowboy Shirts for Men", "asin": "B0CV4QQPKC", "price": "$39.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Men's Long Sleeve Slim Untucked Flex Shirt", "asin": "B0CV9KP2XF", "price": "$58.00", "delivery": "$6.80 delivery Apr 14 - 15 Or fastest delivery Apr 11 - 14"},
{"title": "Men's Fashion Polo Shirts Casual Long Sleeve Golf Shirts Color Block Cotton Tops", "asin": "B0BG5CV94B", "price": "$26.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 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": "2025-04-07T22:32:00.293Z", // 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>
|
2025-04-07T22:32:00.293Z
|
click
|
filter
|
rule
|
2025-04-07T22:32:00.293Z
|
click
|
filter
|
train
| 197 |
2025-04-07T22:32:00.293Z
|
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": "2025-04-04T20:26:53.926Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-04T20:26:58.145Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:26:59.924Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:27:36.533Z", "action": "click_product", "action_argument": "B083MW6QVX"}
{"timestamp": "2025-04-05T19:02:57.880Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-05T19:02:57.917Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-05T19:03:21.354Z", "action": "purchase", "action_argument": "B0D8LBCHGN"}
{"timestamp": "2025-04-06T21:26:50.441Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T21:30:03.683Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T21:30:08.178Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T21:31:25.457Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T21:31:42.805Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T21:31:55.637Z", "action": "click_product", "action_argument": "B09XS7JWHH"}
{"timestamp": "2025-04-07T00:42:23.928Z", "action": "input", "action_argument": "meebook"}
{"timestamp": "2025-04-07T00:42:24.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T00:42:59.089Z", "action": "click_product", "action_argument": "B0DWS9K4WW"}
{"timestamp": "2025-04-07T00:46:03.300Z", "action": "click_product", "action_argument": "B0CDBYFH81"}
{"timestamp": "2025-04-07T00:47:16.379Z", "action": "purchase", "action_argument": "B0CDBYFH81"}
{"timestamp": "2025-04-07T03:54:02.560Z", "action": "input", "action_argument": "\u9ebb\u5c06\u684c"}
{"timestamp": "2025-04-07T03:54:02.794Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-07T22:31:40.276Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537\u6625\u79cb"}
{"timestamp": "2025-04-07T22:31:40.528Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:31:44.661Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537"}
{"timestamp": "2025-04-07T22:31:44.994Z", "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": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537"}],
"cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"},
{"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"},
{"title": "Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included", "asin": "B0DD9BLCY4", "price": "$28.00", "quantity": "1"},
{"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$207.99", "quantity": "1"},
{"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"},
{"title": "Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)", "asin": "B0C3LGC7ZG", "price": "$29.99", "quantity": "1"},
{"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"},
{"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$89.99", "quantity": "1"},
{"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"},
{"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"},
{"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"},
{"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$21.86", "quantity": "1"},
{"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.74", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"},
{"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$57.50", "quantity": "1"},
{"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"},
{"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"},
{"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"},
{"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}],
"ads": [{"title": "Go to detail page for \"Dubinik\u00ae Denim Shirt Men Mens Denim Shirts Long Sleeve Mens Denim Button Down Shirt Cotton Regular Fit Casual Work Shirts.\" Rated 4.4 out of 5 stars by 2230 reviews. Eligible for Prime.", "asin": "B08C7M57M5"},
{"title": "Go to detail page for \"Dubinik\u00ae Denim Shirt Men Mens Denim Shirts Long Sleeve Mens Denim Button Down Shirt Cotton Regular Fit Casual Work Shirts.\" Rated 4.4 out of 5 stars by 2230 reviews. Eligible for Prime.", "asin": "B08QD62WFH"},
{"title": "Go to detail page for \"Dubinik\u00ae Denim Shirt Men Mens Denim Shirts Long Sleeve Mens Denim Button Down Shirt Cotton Regular Fit Casual Work Shirts.\" Rated 4.4 out of 5 stars by 2230 reviews. Eligible for Prime.", "asin": "B08P6QDRSS"}],
"search_results": [{"title": "Men's Transitional Weather Slim Fit Long Sleeve Button Down Shirt Business Casual Dress Shirts with Pocket", "asin": "B0DJ59RH4V", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Men's Long Sleeve Classic Woven Shirt", "asin": "B00XH7IAWS", "price": "$26.70", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Men's Regular-Fit Long-Sleeve Casual Poplin Shirt", "asin": "B0775PM9KG", "price": "$22.80", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Men's Buck Camp Flannel, Long Sleeve Plaid Button Down Casual Shirt, Corduroy Cuffs", "asin": "B012XWXVUI", "price": "$26.10", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Mens Casual Button Down Shirts Wrinkle Free 4-Way Stretch Dress Shirs Long Sleeve Plaid Business Shirts for Men", "asin": "B0D93FC2JN", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Mens Solid Oxford Shirt Long Sleeve Dress Shirt Work Casual Button Down Shirts with Pocket", "asin": "B0BZDRBHJY", "price": "$23.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Men's Performance Comfort Long Sleeve Plaid Button Down", "asin": "B08GQ82454", "price": "$27.14", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Long Sleeve Oxford Regular Fit, Men's Button Down Shirts, Also Available in Big and Tall", "asin": "B0D5MZY8QT", "price": "$47.70", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Men's Slim-Fit Long-Sleeve Poplin Shirt", "asin": "B0775YR7JS", "price": "$19.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Mens Dress Shirts Stretch Long Sleeve Button Down Shirts Print Regular Fit Casual Busines Shirt", "asin": "B0D8QKZN1B", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Mens Button Down Shirts Wrinkle Free 4-Way Stretch Print Business Casual Shirt", "asin": "B0BYHK1Z6Q", "price": "$14.99", "delivery": "FREE delivery Sun, Apr 13 for Prime members"},
{"title": "Mens Button Down Shirts Cotton Long Sleeve Shirts Regular Fit", "asin": "B079D8WTC7", "price": "$26.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Men's Button Down Shirts Plaid Long Sleeve Dress Shirts Regular-Fit Casual Shirt", "asin": "B0DBD64QJB", "price": "$26.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Men's Classic Fit Long Sleeve Signature Comfort Flex Shirt (Standard and Big & Tall)", "asin": "B078N6SQYN", "price": "$34.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Mens Button Up Shirts Long Sleeve Casual Button Down Cotton Vintage Soft Plaid with Pocket", "asin": "B0CS2F6P99", "price": "$34.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Long Sleeve Shirts for Men Plaid Button Down Shirt Mens Casual Cotton Button Up Pocket Shirt", "asin": "B0D9YJG4RN", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Men's Wrinkle Resistant Long Sleeve Button Front Shirt", "asin": "B07BN1TY69", "price": "$32.24", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Kenneth Cole Unlisted Men's Dress Shirt Slim Fit Checks and Stripes (Patterned)", "asin": "B01M09HMWJ", "price": "$20.47", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Mens Printed Dress Shirts Long Sleeve Regular Fit Button Down Shirt", "asin": "B0B6V446CC", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Mens Button Down Long Sleeve Shirts Regular Fit Dress Shirts Business Casual Plaid Shirts", "asin": "B0C3PXYX9P", "price": "$17.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Mens Casual Dress Shirts Plaid Button Down Shirt Long Sleeve Formal Business Gingham Shirt for Men", "asin": "B0CVWD3KNR", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Long Sleeve Poplin Regular Fit, Men's Button Down Shirts, Also Available in Big and Tall", "asin": "B0DGWM31P6", "price": "$47.70", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Men's Regular Fit Gingham Button Down Collar Dress Shirt", "asin": "B00T3CJFFM", "price": "$23.74", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Men's Casual Button Down Shirt Long Sleeve Linen Chambray Shirt", "asin": "B0BCG11186", "price": "$25.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Men's Plaid Button Down Shirt Long Sleeve Dress Shirt Regular Fit Business Casual Gingham Shirts", "asin": "B0DJLSFKKX", "price": "$16.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Men's Casual Dress Shirt Button Down Shirts Long-Sleeve Plaid Collar Denim Work Shirt", "asin": "B075WV82T7", "price": "$26.78", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Mens Plaid Button Down Shirt Long Sleeve Dress Shirts for Men Casual Wrinkle Free Regular Fit Work Shirt with Pocket", "asin": "B0D8SYKZ1M", "price": "$18.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Mens Plaid Dress Shirt Long Sleeve Business Casual Regular Fit Button Down Shirts", "asin": "B07RDKPFLH", "price": "$29.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Men's Long Sleeve Shirt with Pocket Cotton Crew Neck Shirts Casual Lightweight T-Shirt", "asin": "B0C8T3C3YZ", "price": "$14.98", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Men's Long-Sleeve Flannel Shirt (Available in Big & Tall)", "asin": "B0866G8CB3", "price": "$23.70", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Men's Big and Tall Stratton Flannel Long Sleeve Stretch Button Down Shirt", "asin": "B0DHFTC6HS", "price": "$30.25", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Men's Plaid Button Down Shirts Cotton Long Sleeve Dress Shirts Regular Fit Gingham Shirts", "asin": "B0C49ZFTWX", "price": "$23.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Men's Long Sleeve Dress Shirt Plaid Collar Casual Button Down Shirts", "asin": "B07N3Z349X", "price": "$26.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Men's Paisley Cotton Long Sleeve Shirt Floral Print Casual Retro Button Down Shirt", "asin": "B0C24JBZ6Y", "price": "$33.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Men's Long Sleeve Plaid Shirt", "asin": "B0DGDHKPFM", "price": "$24.99", "delivery": "FREE delivery Apr 14 - 16 Or fastest delivery Thu, Apr 10"},
{"title": "Men's Long Sleeve Shirts Casual Crewneck Pullover T-Shirt Stretch Textured Knit Tee with Pocket", "asin": "B0D9Y9LJTP", "price": "$22.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Mens Flannel Plaid Shirt Casual Long Sleeve Button Down Shirts with Pockets", "asin": "B0C8HZWZYG", "price": "$19.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Men's Long Sleeve Slim Fit 100% Cotton Plaid Shirts", "asin": "B08S3HJSX9", "price": "$22.97", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Men's Long Sleeve Henley Shirts Cotton 3-Button Spring Casual T-Shirts Solid Color Soft Basic Tops 2025", "asin": "B0CN92KJDT", "price": "$24.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Men's Plaid Casual Slim Fit Long Sleeve Button Down Dress Shirts", "asin": "B06XCFKCC2", "price": "$27.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Plaid Mens Flannel Shirts Long Sleeve Dress Shirts for Men Casual Button Down Big and Tall Button Up Shirt", "asin": "B0D9NL487C", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Men's Western Cowboy Long Sleeve Pearl Snap Casual Work Shirts", "asin": "B07Q7MQ35Z", "price": "$30.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Mens Henley Long/Short Sleeve T-Shirt Cotton Casual Shirt", "asin": "B0CGRB8RFH", "price": "$19.88", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Men Plaid Casual Slim Fit Long Sleeve Button Down Dress Shirts, S - 3XL", "asin": "B0D93QD4G9", "price": "$25.99", "delivery": "FREE delivery May 23 - 30"},
{"title": "Men's Business Dress Shirt Long Sleeve Slim Fit Casual Button Down Shirt", "asin": "B08X41NSXZ", "price": "$23.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Pearl Snap Shirts for Men Long Sleeve Western Shirts for Men Vintage Casual Plaid Shirt Cowboy Shirts for Men", "asin": "B0CV4QQPKC", "price": "$39.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Men's Long Sleeve Slim Untucked Flex Shirt", "asin": "B0CV9KP2XF", "price": "$58.00", "delivery": "$6.80 delivery Apr 14 - 15 Or fastest delivery Apr 11 - 14"},
{"title": "Men's Fashion Polo Shirts Casual Long Sleeve Golf Shirts Color Block Cotton Tops", "asin": "B0BG5CV94B", "price": "$26.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 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": "2025-04-07T22:32:00.293Z", // 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\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"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\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"price\": \"$28.00\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$89.99\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.74\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$57.50\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"Dubinik\\u00ae Denim Shirt Men Mens Denim Shirts Long Sleeve Mens Denim Button Down Shirt Cotton Regular Fit Casual Work Shirts.\\\" Rated 4.4 out of 5 stars by 2230 reviews. Eligible for Prime.\", \"asin\": \"B08C7M57M5\"},\n{\"title\": \"Go to detail page for \\\"Dubinik\\u00ae Denim Shirt Men Mens Denim Shirts Long Sleeve Mens Denim Button Down Shirt Cotton Regular Fit Casual Work Shirts.\\\" Rated 4.4 out of 5 stars by 2230 reviews. Eligible for Prime.\", \"asin\": \"B08QD62WFH\"},\n{\"title\": \"Go to detail page for \\\"Dubinik\\u00ae Denim Shirt Men Mens Denim Shirts Long Sleeve Mens Denim Button Down Shirt Cotton Regular Fit Casual Work Shirts.\\\" Rated 4.4 out of 5 stars by 2230 reviews. Eligible for Prime.\", \"asin\": \"B08P6QDRSS\"}],\n\"search_results\": [{\"title\": \"Men's Transitional Weather Slim Fit Long Sleeve Button Down Shirt Business Casual Dress Shirts with Pocket\", \"asin\": \"B0DJ59RH4V\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Men's Long Sleeve Classic Woven Shirt\", \"asin\": \"B00XH7IAWS\", \"price\": \"$26.70\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Men's Regular-Fit Long-Sleeve Casual Poplin Shirt\", \"asin\": \"B0775PM9KG\", \"price\": \"$22.80\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Men's Buck Camp Flannel, Long Sleeve Plaid Button Down Casual Shirt, Corduroy Cuffs\", \"asin\": \"B012XWXVUI\", \"price\": \"$26.10\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Mens Casual Button Down Shirts Wrinkle Free 4-Way Stretch Dress Shirs Long Sleeve Plaid Business Shirts for Men\", \"asin\": \"B0D93FC2JN\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens Solid Oxford Shirt Long Sleeve Dress Shirt Work Casual Button Down Shirts with Pocket\", \"asin\": \"B0BZDRBHJY\", \"price\": \"$23.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Performance Comfort Long Sleeve Plaid Button Down\", \"asin\": \"B08GQ82454\", \"price\": \"$27.14\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Long Sleeve Oxford Regular Fit, Men's Button Down Shirts, Also Available in Big and Tall\", \"asin\": \"B0D5MZY8QT\", \"price\": \"$47.70\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Slim-Fit Long-Sleeve Poplin Shirt\", \"asin\": \"B0775YR7JS\", \"price\": \"$19.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Mens Dress Shirts Stretch Long Sleeve Button Down Shirts Print Regular Fit Casual Busines Shirt\", \"asin\": \"B0D8QKZN1B\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens Button Down Shirts Wrinkle Free 4-Way Stretch Print Business Casual Shirt\", \"asin\": \"B0BYHK1Z6Q\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Sun, Apr 13 for Prime members\"},\n{\"title\": \"Mens Button Down Shirts Cotton Long Sleeve Shirts Regular Fit\", \"asin\": \"B079D8WTC7\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Button Down Shirts Plaid Long Sleeve Dress Shirts Regular-Fit Casual Shirt\", \"asin\": \"B0DBD64QJB\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Classic Fit Long Sleeve Signature Comfort Flex Shirt (Standard and Big & Tall)\", \"asin\": \"B078N6SQYN\", \"price\": \"$34.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Mens Button Up Shirts Long Sleeve Casual Button Down Cotton Vintage Soft Plaid with Pocket\", \"asin\": \"B0CS2F6P99\", \"price\": \"$34.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Long Sleeve Shirts for Men Plaid Button Down Shirt Mens Casual Cotton Button Up Pocket Shirt\", \"asin\": \"B0D9YJG4RN\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Men's Wrinkle Resistant Long Sleeve Button Front Shirt\", \"asin\": \"B07BN1TY69\", \"price\": \"$32.24\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Kenneth Cole Unlisted Men's Dress Shirt Slim Fit Checks and Stripes (Patterned)\", \"asin\": \"B01M09HMWJ\", \"price\": \"$20.47\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Printed Dress Shirts Long Sleeve Regular Fit Button Down Shirt\", \"asin\": \"B0B6V446CC\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Button Down Long Sleeve Shirts Regular Fit Dress Shirts Business Casual Plaid Shirts\", \"asin\": \"B0C3PXYX9P\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Mens Casual Dress Shirts Plaid Button Down Shirt Long Sleeve Formal Business Gingham Shirt for Men\", \"asin\": \"B0CVWD3KNR\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Long Sleeve Poplin Regular Fit, Men's Button Down Shirts, Also Available in Big and Tall\", \"asin\": \"B0DGWM31P6\", \"price\": \"$47.70\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Regular Fit Gingham Button Down Collar Dress Shirt\", \"asin\": \"B00T3CJFFM\", \"price\": \"$23.74\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Men's Casual Button Down Shirt Long Sleeve Linen Chambray Shirt\", \"asin\": \"B0BCG11186\", \"price\": \"$25.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Plaid Button Down Shirt Long Sleeve Dress Shirt Regular Fit Business Casual Gingham Shirts\", \"asin\": \"B0DJLSFKKX\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Casual Dress Shirt Button Down Shirts Long-Sleeve Plaid Collar Denim Work Shirt\", \"asin\": \"B075WV82T7\", \"price\": \"$26.78\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Plaid Button Down Shirt Long Sleeve Dress Shirts for Men Casual Wrinkle Free Regular Fit Work Shirt with Pocket\", \"asin\": \"B0D8SYKZ1M\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Plaid Dress Shirt Long Sleeve Business Casual Regular Fit Button Down Shirts\", \"asin\": \"B07RDKPFLH\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Long Sleeve Shirt with Pocket Cotton Crew Neck Shirts Casual Lightweight T-Shirt\", \"asin\": \"B0C8T3C3YZ\", \"price\": \"$14.98\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Long-Sleeve Flannel Shirt (Available in Big & Tall)\", \"asin\": \"B0866G8CB3\", \"price\": \"$23.70\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Men's Big and Tall Stratton Flannel Long Sleeve Stretch Button Down Shirt\", \"asin\": \"B0DHFTC6HS\", \"price\": \"$30.25\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Plaid Button Down Shirts Cotton Long Sleeve Dress Shirts Regular Fit Gingham Shirts\", \"asin\": \"B0C49ZFTWX\", \"price\": \"$23.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Men's Long Sleeve Dress Shirt Plaid Collar Casual Button Down Shirts\", \"asin\": \"B07N3Z349X\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Paisley Cotton Long Sleeve Shirt Floral Print Casual Retro Button Down Shirt\", \"asin\": \"B0C24JBZ6Y\", \"price\": \"$33.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Long Sleeve Plaid Shirt\", \"asin\": \"B0DGDHKPFM\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Apr 14 - 16 Or fastest delivery Thu, Apr 10\"},\n{\"title\": \"Men's Long Sleeve Shirts Casual Crewneck Pullover T-Shirt Stretch Textured Knit Tee with Pocket\", \"asin\": \"B0D9Y9LJTP\", \"price\": \"$22.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens Flannel Plaid Shirt Casual Long Sleeve Button Down Shirts with Pockets\", \"asin\": \"B0C8HZWZYG\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Long Sleeve Slim Fit 100% Cotton Plaid Shirts\", \"asin\": \"B08S3HJSX9\", \"price\": \"$22.97\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Long Sleeve Henley Shirts Cotton 3-Button Spring Casual T-Shirts Solid Color Soft Basic Tops 2025\", \"asin\": \"B0CN92KJDT\", \"price\": \"$24.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Plaid Casual Slim Fit Long Sleeve Button Down Dress Shirts\", \"asin\": \"B06XCFKCC2\", \"price\": \"$27.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Plaid Mens Flannel Shirts Long Sleeve Dress Shirts for Men Casual Button Down Big and Tall Button Up Shirt\", \"asin\": \"B0D9NL487C\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Western Cowboy Long Sleeve Pearl Snap Casual Work Shirts\", \"asin\": \"B07Q7MQ35Z\", \"price\": \"$30.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens Henley Long/Short Sleeve T-Shirt Cotton Casual Shirt\", \"asin\": \"B0CGRB8RFH\", \"price\": \"$19.88\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men Plaid Casual Slim Fit Long Sleeve Button Down Dress Shirts, S - 3XL\", \"asin\": \"B0D93QD4G9\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery May 23 - 30\"},\n{\"title\": \"Men's Business Dress Shirt Long Sleeve Slim Fit Casual Button Down Shirt\", \"asin\": \"B08X41NSXZ\", \"price\": \"$23.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Pearl Snap Shirts for Men Long Sleeve Western Shirts for Men Vintage Casual Plaid Shirt Cowboy Shirts for Men\", \"asin\": \"B0CV4QQPKC\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Long Sleeve Slim Untucked Flex Shirt\", \"asin\": \"B0CV9KP2XF\", \"price\": \"$58.00\", \"delivery\": \"$6.80 delivery Apr 14 - 15 Or fastest delivery Apr 11 - 14\"},\n{\"title\": \"Men's Fashion Polo Shirts Casual Long Sleeve Golf Shirts Color Block Cotton Tops\", \"asin\": \"B0BG5CV94B\", \"price\": \"$26.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 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\": \"2025-04-07T22:32:00.701Z\", // 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": "2025-04-04T20:26:53.926Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-04T20:26:58.145Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:26:59.924Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:27:36.533Z", "action": "click_product", "action_argument": "B083MW6QVX"}
{"timestamp": "2025-04-05T19:02:57.880Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-05T19:02:57.917Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-05T19:03:21.354Z", "action": "purchase", "action_argument": "B0D8LBCHGN"}
{"timestamp": "2025-04-06T21:26:50.441Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T21:30:03.683Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T21:30:08.178Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T21:31:25.457Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T21:31:42.805Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T21:31:55.637Z", "action": "click_product", "action_argument": "B09XS7JWHH"}
{"timestamp": "2025-04-07T00:42:23.928Z", "action": "input", "action_argument": "meebook"}
{"timestamp": "2025-04-07T00:42:24.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T00:42:59.089Z", "action": "click_product", "action_argument": "B0DWS9K4WW"}
{"timestamp": "2025-04-07T00:46:03.300Z", "action": "click_product", "action_argument": "B0CDBYFH81"}
{"timestamp": "2025-04-07T00:47:16.379Z", "action": "purchase", "action_argument": "B0CDBYFH81"}
{"timestamp": "2025-04-07T03:54:02.560Z", "action": "input", "action_argument": "\u9ebb\u5c06\u684c"}
{"timestamp": "2025-04-07T03:54:02.794Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-07T22:31:40.276Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537\u6625\u79cb"}
{"timestamp": "2025-04-07T22:31:40.528Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:31:44.661Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537"}
{"timestamp": "2025-04-07T22:31:44.994Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:32:00.293Z", "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": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537"}],
"cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"},
{"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"},
{"title": "Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included", "asin": "B0DD9BLCY4", "price": "$28.00", "quantity": "1"},
{"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$207.99", "quantity": "1"},
{"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"},
{"title": "Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)", "asin": "B0C3LGC7ZG", "price": "$29.99", "quantity": "1"},
{"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"},
{"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$89.99", "quantity": "1"},
{"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"},
{"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"},
{"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"},
{"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$21.86", "quantity": "1"},
{"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.74", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"},
{"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$57.50", "quantity": "1"},
{"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"},
{"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"},
{"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"},
{"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}],
"ads": [{"title": "Go to detail page for \"Dubinik\u00ae Denim Shirt Men Mens Denim Shirts Long Sleeve Mens Denim Button Down Shirt Cotton Regular Fit Casual Work Shirts.\" Rated 4.4 out of 5 stars by 2230 reviews. Eligible for Prime.", "asin": "B08C7M57M5"},
{"title": "Go to detail page for \"Dubinik\u00ae Denim Shirt Men Mens Denim Shirts Long Sleeve Mens Denim Button Down Shirt Cotton Regular Fit Casual Work Shirts.\" Rated 4.4 out of 5 stars by 2230 reviews. Eligible for Prime.", "asin": "B08QD62WFH"},
{"title": "Go to detail page for \"Dubinik\u00ae Denim Shirt Men Mens Denim Shirts Long Sleeve Mens Denim Button Down Shirt Cotton Regular Fit Casual Work Shirts.\" Rated 4.4 out of 5 stars by 2230 reviews. Eligible for Prime.", "asin": "B08P6QDRSS"}],
"search_results": [{"title": "Men's Transitional Weather Slim Fit Long Sleeve Button Down Shirt Business Casual Dress Shirts with Pocket", "asin": "B0DJ59RH4V", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Men's Long Sleeve Classic Woven Shirt", "asin": "B00XH7IAWS", "price": "$26.70", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Men's Regular-Fit Long-Sleeve Casual Poplin Shirt", "asin": "B0775PM9KG", "price": "$22.80", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Men's Buck Camp Flannel, Long Sleeve Plaid Button Down Casual Shirt, Corduroy Cuffs", "asin": "B012XWXVUI", "price": "$26.10", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Mens Casual Button Down Shirts Wrinkle Free 4-Way Stretch Dress Shirs Long Sleeve Plaid Business Shirts for Men", "asin": "B0D93FC2JN", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Mens Solid Oxford Shirt Long Sleeve Dress Shirt Work Casual Button Down Shirts with Pocket", "asin": "B0BZDRBHJY", "price": "$23.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Men's Performance Comfort Long Sleeve Plaid Button Down", "asin": "B08GQ82454", "price": "$27.14", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Long Sleeve Oxford Regular Fit, Men's Button Down Shirts, Also Available in Big and Tall", "asin": "B0D5MZY8QT", "price": "$47.70", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Men's Slim-Fit Long-Sleeve Poplin Shirt", "asin": "B0775YR7JS", "price": "$19.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Mens Dress Shirts Stretch Long Sleeve Button Down Shirts Print Regular Fit Casual Busines Shirt", "asin": "B0D8QKZN1B", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Mens Button Down Shirts Wrinkle Free 4-Way Stretch Print Business Casual Shirt", "asin": "B0BYHK1Z6Q", "price": "$14.99", "delivery": "FREE delivery Sun, Apr 13 for Prime members"},
{"title": "Mens Button Down Shirts Cotton Long Sleeve Shirts Regular Fit", "asin": "B079D8WTC7", "price": "$26.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Men's Button Down Shirts Plaid Long Sleeve Dress Shirts Regular-Fit Casual Shirt", "asin": "B0DBD64QJB", "price": "$26.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Men's Classic Fit Long Sleeve Signature Comfort Flex Shirt (Standard and Big & Tall)", "asin": "B078N6SQYN", "price": "$34.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Mens Button Up Shirts Long Sleeve Casual Button Down Cotton Vintage Soft Plaid with Pocket", "asin": "B0CS2F6P99", "price": "$34.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Long Sleeve Shirts for Men Plaid Button Down Shirt Mens Casual Cotton Button Up Pocket Shirt", "asin": "B0D9YJG4RN", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Men's Wrinkle Resistant Long Sleeve Button Front Shirt", "asin": "B07BN1TY69", "price": "$32.24", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Kenneth Cole Unlisted Men's Dress Shirt Slim Fit Checks and Stripes (Patterned)", "asin": "B01M09HMWJ", "price": "$20.47", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Mens Printed Dress Shirts Long Sleeve Regular Fit Button Down Shirt", "asin": "B0B6V446CC", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Mens Button Down Long Sleeve Shirts Regular Fit Dress Shirts Business Casual Plaid Shirts", "asin": "B0C3PXYX9P", "price": "$17.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Mens Casual Dress Shirts Plaid Button Down Shirt Long Sleeve Formal Business Gingham Shirt for Men", "asin": "B0CVWD3KNR", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Long Sleeve Poplin Regular Fit, Men's Button Down Shirts, Also Available in Big and Tall", "asin": "B0DGWM31P6", "price": "$47.70", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Men's Regular Fit Gingham Button Down Collar Dress Shirt", "asin": "B00T3CJFFM", "price": "$23.74", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Men's Casual Button Down Shirt Long Sleeve Linen Chambray Shirt", "asin": "B0BCG11186", "price": "$25.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Men's Plaid Button Down Shirt Long Sleeve Dress Shirt Regular Fit Business Casual Gingham Shirts", "asin": "B0DJLSFKKX", "price": "$16.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Men's Casual Dress Shirt Button Down Shirts Long-Sleeve Plaid Collar Denim Work Shirt", "asin": "B075WV82T7", "price": "$26.78", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Mens Plaid Button Down Shirt Long Sleeve Dress Shirts for Men Casual Wrinkle Free Regular Fit Work Shirt with Pocket", "asin": "B0D8SYKZ1M", "price": "$18.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Mens Plaid Dress Shirt Long Sleeve Business Casual Regular Fit Button Down Shirts", "asin": "B07RDKPFLH", "price": "$29.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Men's Long Sleeve Shirt with Pocket Cotton Crew Neck Shirts Casual Lightweight T-Shirt", "asin": "B0C8T3C3YZ", "price": "$14.98", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Men's Long-Sleeve Flannel Shirt (Available in Big & Tall)", "asin": "B0866G8CB3", "price": "$23.70", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Men's Big and Tall Stratton Flannel Long Sleeve Stretch Button Down Shirt", "asin": "B0DHFTC6HS", "price": "$30.25", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Men's Plaid Button Down Shirts Cotton Long Sleeve Dress Shirts Regular Fit Gingham Shirts", "asin": "B0C49ZFTWX", "price": "$23.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Men's Long Sleeve Dress Shirt Plaid Collar Casual Button Down Shirts", "asin": "B07N3Z349X", "price": "$26.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Men's Paisley Cotton Long Sleeve Shirt Floral Print Casual Retro Button Down Shirt", "asin": "B0C24JBZ6Y", "price": "$33.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Men's Long Sleeve Plaid Shirt", "asin": "B0DGDHKPFM", "price": "$24.99", "delivery": "FREE delivery Apr 14 - 16 Or fastest delivery Thu, Apr 10"},
{"title": "Men's Long Sleeve Shirts Casual Crewneck Pullover T-Shirt Stretch Textured Knit Tee with Pocket", "asin": "B0D9Y9LJTP", "price": "$22.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Mens Flannel Plaid Shirt Casual Long Sleeve Button Down Shirts with Pockets", "asin": "B0C8HZWZYG", "price": "$19.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Men's Long Sleeve Slim Fit 100% Cotton Plaid Shirts", "asin": "B08S3HJSX9", "price": "$22.97", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Men's Long Sleeve Henley Shirts Cotton 3-Button Spring Casual T-Shirts Solid Color Soft Basic Tops 2025", "asin": "B0CN92KJDT", "price": "$24.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Men's Plaid Casual Slim Fit Long Sleeve Button Down Dress Shirts", "asin": "B06XCFKCC2", "price": "$27.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Plaid Mens Flannel Shirts Long Sleeve Dress Shirts for Men Casual Button Down Big and Tall Button Up Shirt", "asin": "B0D9NL487C", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Men's Western Cowboy Long Sleeve Pearl Snap Casual Work Shirts", "asin": "B07Q7MQ35Z", "price": "$30.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Mens Henley Long/Short Sleeve T-Shirt Cotton Casual Shirt", "asin": "B0CGRB8RFH", "price": "$19.88", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Men Plaid Casual Slim Fit Long Sleeve Button Down Dress Shirts, S - 3XL", "asin": "B0D93QD4G9", "price": "$25.99", "delivery": "FREE delivery May 23 - 30"},
{"title": "Men's Business Dress Shirt Long Sleeve Slim Fit Casual Button Down Shirt", "asin": "B08X41NSXZ", "price": "$23.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Pearl Snap Shirts for Men Long Sleeve Western Shirts for Men Vintage Casual Plaid Shirt Cowboy Shirts for Men", "asin": "B0CV4QQPKC", "price": "$39.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Men's Long Sleeve Slim Untucked Flex Shirt", "asin": "B0CV9KP2XF", "price": "$58.00", "delivery": "$6.80 delivery Apr 14 - 15 Or fastest delivery Apr 11 - 14"},
{"title": "Men's Fashion Polo Shirts Casual Long Sleeve Golf Shirts Color Block Cotton Tops", "asin": "B0BG5CV94B", "price": "$26.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 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": "2025-04-07T22:32:00.701Z", // 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>
|
2025-04-07T22:32:00.701Z
|
click
|
filter
|
rule
|
2025-04-07T22:32:00.701Z
|
click
|
filter
|
train
| 198 |
2025-04-07T22:32:00.701Z
|
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": "2025-04-04T20:26:53.926Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-04T20:26:58.145Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:26:59.924Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:27:36.533Z", "action": "click_product", "action_argument": "B083MW6QVX"}
{"timestamp": "2025-04-05T19:02:57.880Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-05T19:02:57.917Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-05T19:03:21.354Z", "action": "purchase", "action_argument": "B0D8LBCHGN"}
{"timestamp": "2025-04-06T21:26:50.441Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T21:30:03.683Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T21:30:08.178Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T21:31:25.457Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T21:31:42.805Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T21:31:55.637Z", "action": "click_product", "action_argument": "B09XS7JWHH"}
{"timestamp": "2025-04-07T00:42:23.928Z", "action": "input", "action_argument": "meebook"}
{"timestamp": "2025-04-07T00:42:24.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T00:42:59.089Z", "action": "click_product", "action_argument": "B0DWS9K4WW"}
{"timestamp": "2025-04-07T00:46:03.300Z", "action": "click_product", "action_argument": "B0CDBYFH81"}
{"timestamp": "2025-04-07T00:47:16.379Z", "action": "purchase", "action_argument": "B0CDBYFH81"}
{"timestamp": "2025-04-07T03:54:02.560Z", "action": "input", "action_argument": "\u9ebb\u5c06\u684c"}
{"timestamp": "2025-04-07T03:54:02.794Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-07T22:31:40.276Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537\u6625\u79cb"}
{"timestamp": "2025-04-07T22:31:40.528Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:31:44.661Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537"}
{"timestamp": "2025-04-07T22:31:44.994Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:32:00.293Z", "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": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537"}],
"cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"},
{"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"},
{"title": "Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included", "asin": "B0DD9BLCY4", "price": "$28.00", "quantity": "1"},
{"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$207.99", "quantity": "1"},
{"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"},
{"title": "Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)", "asin": "B0C3LGC7ZG", "price": "$29.99", "quantity": "1"},
{"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"},
{"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$89.99", "quantity": "1"},
{"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"},
{"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"},
{"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"},
{"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$21.86", "quantity": "1"},
{"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.74", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"},
{"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$57.50", "quantity": "1"},
{"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"},
{"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"},
{"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"},
{"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}],
"ads": [{"title": "Go to detail page for \"Dubinik\u00ae Denim Shirt Men Mens Denim Shirts Long Sleeve Mens Denim Button Down Shirt Cotton Regular Fit Casual Work Shirts.\" Rated 4.4 out of 5 stars by 2230 reviews. Eligible for Prime.", "asin": "B08C7M57M5"},
{"title": "Go to detail page for \"Dubinik\u00ae Denim Shirt Men Mens Denim Shirts Long Sleeve Mens Denim Button Down Shirt Cotton Regular Fit Casual Work Shirts.\" Rated 4.4 out of 5 stars by 2230 reviews. Eligible for Prime.", "asin": "B08QD62WFH"},
{"title": "Go to detail page for \"Dubinik\u00ae Denim Shirt Men Mens Denim Shirts Long Sleeve Mens Denim Button Down Shirt Cotton Regular Fit Casual Work Shirts.\" Rated 4.4 out of 5 stars by 2230 reviews. Eligible for Prime.", "asin": "B08P6QDRSS"}],
"search_results": [{"title": "Men's Transitional Weather Slim Fit Long Sleeve Button Down Shirt Business Casual Dress Shirts with Pocket", "asin": "B0DJ59RH4V", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Men's Long Sleeve Classic Woven Shirt", "asin": "B00XH7IAWS", "price": "$26.70", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Men's Regular-Fit Long-Sleeve Casual Poplin Shirt", "asin": "B0775PM9KG", "price": "$22.80", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Men's Buck Camp Flannel, Long Sleeve Plaid Button Down Casual Shirt, Corduroy Cuffs", "asin": "B012XWXVUI", "price": "$26.10", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Mens Casual Button Down Shirts Wrinkle Free 4-Way Stretch Dress Shirs Long Sleeve Plaid Business Shirts for Men", "asin": "B0D93FC2JN", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Mens Solid Oxford Shirt Long Sleeve Dress Shirt Work Casual Button Down Shirts with Pocket", "asin": "B0BZDRBHJY", "price": "$23.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Men's Performance Comfort Long Sleeve Plaid Button Down", "asin": "B08GQ82454", "price": "$27.14", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Long Sleeve Oxford Regular Fit, Men's Button Down Shirts, Also Available in Big and Tall", "asin": "B0D5MZY8QT", "price": "$47.70", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Men's Slim-Fit Long-Sleeve Poplin Shirt", "asin": "B0775YR7JS", "price": "$19.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Mens Dress Shirts Stretch Long Sleeve Button Down Shirts Print Regular Fit Casual Busines Shirt", "asin": "B0D8QKZN1B", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Mens Button Down Shirts Wrinkle Free 4-Way Stretch Print Business Casual Shirt", "asin": "B0BYHK1Z6Q", "price": "$14.99", "delivery": "FREE delivery Sun, Apr 13 for Prime members"},
{"title": "Mens Button Down Shirts Cotton Long Sleeve Shirts Regular Fit", "asin": "B079D8WTC7", "price": "$26.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Men's Button Down Shirts Plaid Long Sleeve Dress Shirts Regular-Fit Casual Shirt", "asin": "B0DBD64QJB", "price": "$26.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Men's Classic Fit Long Sleeve Signature Comfort Flex Shirt (Standard and Big & Tall)", "asin": "B078N6SQYN", "price": "$34.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Mens Button Up Shirts Long Sleeve Casual Button Down Cotton Vintage Soft Plaid with Pocket", "asin": "B0CS2F6P99", "price": "$34.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Long Sleeve Shirts for Men Plaid Button Down Shirt Mens Casual Cotton Button Up Pocket Shirt", "asin": "B0D9YJG4RN", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Men's Wrinkle Resistant Long Sleeve Button Front Shirt", "asin": "B07BN1TY69", "price": "$32.24", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Kenneth Cole Unlisted Men's Dress Shirt Slim Fit Checks and Stripes (Patterned)", "asin": "B01M09HMWJ", "price": "$20.47", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Mens Printed Dress Shirts Long Sleeve Regular Fit Button Down Shirt", "asin": "B0B6V446CC", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Mens Button Down Long Sleeve Shirts Regular Fit Dress Shirts Business Casual Plaid Shirts", "asin": "B0C3PXYX9P", "price": "$17.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Mens Casual Dress Shirts Plaid Button Down Shirt Long Sleeve Formal Business Gingham Shirt for Men", "asin": "B0CVWD3KNR", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Long Sleeve Poplin Regular Fit, Men's Button Down Shirts, Also Available in Big and Tall", "asin": "B0DGWM31P6", "price": "$47.70", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Men's Regular Fit Gingham Button Down Collar Dress Shirt", "asin": "B00T3CJFFM", "price": "$23.74", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Men's Casual Button Down Shirt Long Sleeve Linen Chambray Shirt", "asin": "B0BCG11186", "price": "$25.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Men's Plaid Button Down Shirt Long Sleeve Dress Shirt Regular Fit Business Casual Gingham Shirts", "asin": "B0DJLSFKKX", "price": "$16.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Men's Casual Dress Shirt Button Down Shirts Long-Sleeve Plaid Collar Denim Work Shirt", "asin": "B075WV82T7", "price": "$26.78", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Mens Plaid Button Down Shirt Long Sleeve Dress Shirts for Men Casual Wrinkle Free Regular Fit Work Shirt with Pocket", "asin": "B0D8SYKZ1M", "price": "$18.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Mens Plaid Dress Shirt Long Sleeve Business Casual Regular Fit Button Down Shirts", "asin": "B07RDKPFLH", "price": "$29.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Men's Long Sleeve Shirt with Pocket Cotton Crew Neck Shirts Casual Lightweight T-Shirt", "asin": "B0C8T3C3YZ", "price": "$14.98", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Men's Long-Sleeve Flannel Shirt (Available in Big & Tall)", "asin": "B0866G8CB3", "price": "$23.70", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Men's Big and Tall Stratton Flannel Long Sleeve Stretch Button Down Shirt", "asin": "B0DHFTC6HS", "price": "$30.25", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Men's Plaid Button Down Shirts Cotton Long Sleeve Dress Shirts Regular Fit Gingham Shirts", "asin": "B0C49ZFTWX", "price": "$23.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Men's Long Sleeve Dress Shirt Plaid Collar Casual Button Down Shirts", "asin": "B07N3Z349X", "price": "$26.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Men's Paisley Cotton Long Sleeve Shirt Floral Print Casual Retro Button Down Shirt", "asin": "B0C24JBZ6Y", "price": "$33.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Men's Long Sleeve Plaid Shirt", "asin": "B0DGDHKPFM", "price": "$24.99", "delivery": "FREE delivery Apr 14 - 16 Or fastest delivery Thu, Apr 10"},
{"title": "Men's Long Sleeve Shirts Casual Crewneck Pullover T-Shirt Stretch Textured Knit Tee with Pocket", "asin": "B0D9Y9LJTP", "price": "$22.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Mens Flannel Plaid Shirt Casual Long Sleeve Button Down Shirts with Pockets", "asin": "B0C8HZWZYG", "price": "$19.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Men's Long Sleeve Slim Fit 100% Cotton Plaid Shirts", "asin": "B08S3HJSX9", "price": "$22.97", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Men's Long Sleeve Henley Shirts Cotton 3-Button Spring Casual T-Shirts Solid Color Soft Basic Tops 2025", "asin": "B0CN92KJDT", "price": "$24.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Men's Plaid Casual Slim Fit Long Sleeve Button Down Dress Shirts", "asin": "B06XCFKCC2", "price": "$27.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Plaid Mens Flannel Shirts Long Sleeve Dress Shirts for Men Casual Button Down Big and Tall Button Up Shirt", "asin": "B0D9NL487C", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Men's Western Cowboy Long Sleeve Pearl Snap Casual Work Shirts", "asin": "B07Q7MQ35Z", "price": "$30.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Mens Henley Long/Short Sleeve T-Shirt Cotton Casual Shirt", "asin": "B0CGRB8RFH", "price": "$19.88", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Men Plaid Casual Slim Fit Long Sleeve Button Down Dress Shirts, S - 3XL", "asin": "B0D93QD4G9", "price": "$25.99", "delivery": "FREE delivery May 23 - 30"},
{"title": "Men's Business Dress Shirt Long Sleeve Slim Fit Casual Button Down Shirt", "asin": "B08X41NSXZ", "price": "$23.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Pearl Snap Shirts for Men Long Sleeve Western Shirts for Men Vintage Casual Plaid Shirt Cowboy Shirts for Men", "asin": "B0CV4QQPKC", "price": "$39.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Men's Long Sleeve Slim Untucked Flex Shirt", "asin": "B0CV9KP2XF", "price": "$58.00", "delivery": "$6.80 delivery Apr 14 - 15 Or fastest delivery Apr 11 - 14"},
{"title": "Men's Fashion Polo Shirts Casual Long Sleeve Golf Shirts Color Block Cotton Tops", "asin": "B0BG5CV94B", "price": "$26.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 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": "2025-04-07T22:32:00.701Z", // 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\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"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\": \"\"}]\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\": \"2025-04-07T22:46:27.644Z\", // 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": "2025-04-04T20:26:53.926Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-04T20:26:58.145Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:26:59.924Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:27:36.533Z", "action": "click_product", "action_argument": "B083MW6QVX"}
{"timestamp": "2025-04-05T19:02:57.880Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-05T19:02:57.917Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-05T19:03:21.354Z", "action": "purchase", "action_argument": "B0D8LBCHGN"}
{"timestamp": "2025-04-06T21:26:50.441Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T21:30:03.683Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T21:30:08.178Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T21:31:25.457Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T21:31:42.805Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T21:31:55.637Z", "action": "click_product", "action_argument": "B09XS7JWHH"}
{"timestamp": "2025-04-07T00:42:23.928Z", "action": "input", "action_argument": "meebook"}
{"timestamp": "2025-04-07T00:42:24.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T00:42:59.089Z", "action": "click_product", "action_argument": "B0DWS9K4WW"}
{"timestamp": "2025-04-07T00:46:03.300Z", "action": "click_product", "action_argument": "B0CDBYFH81"}
{"timestamp": "2025-04-07T00:47:16.379Z", "action": "purchase", "action_argument": "B0CDBYFH81"}
{"timestamp": "2025-04-07T03:54:02.560Z", "action": "input", "action_argument": "\u9ebb\u5c06\u684c"}
{"timestamp": "2025-04-07T03:54:02.794Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-07T22:31:40.276Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537\u6625\u79cb"}
{"timestamp": "2025-04-07T22:31:40.528Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:31:44.661Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537"}
{"timestamp": "2025-04-07T22:31:44.994Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:32:00.293Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-07T22:32:00.701Z", "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": ""}]
<|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": "2025-04-07T22:46:27.644Z", // 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>
|
2025-04-07T22:46:27.644Z
|
input
|
清洁面膜
|
rule
|
2025-04-07T22:46:27.644Z
|
input
|
清洁面膜
|
train
| 199 |
2025-04-07T22:46:27.644Z
|
input
|
清洁面膜
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-04-04T20:26:53.926Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-04T20:26:58.145Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:26:59.924Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:27:36.533Z", "action": "click_product", "action_argument": "B083MW6QVX"}
{"timestamp": "2025-04-05T19:02:57.880Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-05T19:02:57.917Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-05T19:03:21.354Z", "action": "purchase", "action_argument": "B0D8LBCHGN"}
{"timestamp": "2025-04-06T21:26:50.441Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T21:30:03.683Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T21:30:08.178Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T21:31:25.457Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T21:31:42.805Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T21:31:55.637Z", "action": "click_product", "action_argument": "B09XS7JWHH"}
{"timestamp": "2025-04-07T00:42:23.928Z", "action": "input", "action_argument": "meebook"}
{"timestamp": "2025-04-07T00:42:24.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T00:42:59.089Z", "action": "click_product", "action_argument": "B0DWS9K4WW"}
{"timestamp": "2025-04-07T00:46:03.300Z", "action": "click_product", "action_argument": "B0CDBYFH81"}
{"timestamp": "2025-04-07T00:47:16.379Z", "action": "purchase", "action_argument": "B0CDBYFH81"}
{"timestamp": "2025-04-07T03:54:02.560Z", "action": "input", "action_argument": "\u9ebb\u5c06\u684c"}
{"timestamp": "2025-04-07T03:54:02.794Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-07T22:31:40.276Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537\u6625\u79cb"}
{"timestamp": "2025-04-07T22:31:40.528Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:31:44.661Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537"}
{"timestamp": "2025-04-07T22:31:44.994Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T22:32:00.293Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-07T22:32:00.701Z", "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": ""}]
<|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": "2025-04-07T22:46:27.644Z", // 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>
|
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