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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\": \"2025-04-11T22:32:25.395Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:30.706Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:42.448Z\", \"action\": \"input\", \"action_argument\": \"shimano rx400\"}\n{\"timestamp\": \"2025-04-11T22:32:45.077Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:57.785Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:00.222Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:06.788Z\", \"action\": \"click_product\", \"action_argument\": \"B07YMBRRBN\"}\n{\"timestamp\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:09.722Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:10.452Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.140Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.753Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:12.706Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:13.415Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:14.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:32.057Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.069Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:03.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:04.519Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.202Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:09.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:16.580Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:17.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:38.047Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:39.801Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-15T18:39:22.602Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-15T18:39:42.262Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T18:58:06.027Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"bike bottle holder\"}],\n\"cart_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\": \"1\"},\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\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DHXFZL3J\"},\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\"},\n{\"price\": \"$8.99\"},\n{\"bullet_list\": \"\\u3010 Durable and Secure\\u3011 Made from high-quality plastic, this bicycle water bottle cage is designed to withstand even the tough riding conditions. The secure design ensures that your water bottle stays in place while you're riding, so you don't have to worry about it bouncing around. NOTICE: can fit bikes with holes spacing between 2.32-2.59 inches. \\u3010 Lightweight & Compact\\u3011 One of the best features of this bike drink holder is lightweight and compact design, which makes it easy to carry without adding extra weight to your ride. You'll barely notice that it's there until you need a sip of water during your ride. \\u3010 Easy Installation\\u3011 The bike water bottle cage is suitable for bikes with pre-drilled screws holes. The easy installation process means you can attach it in just a few minutes and start using it right away. The screws tool are included in the package. NOTICE: Check if your bike frame has threaded holes before purchasing. \\u3010 For 2.75-3.94\\\" Diameter Bottles\\u3011 This bike bottle holder is compatible with most standard water bottle sizes. It can fits bottles with diameter from 2.75 - 3.94 inches. Please measure your cup size before purchasing to ensure it fits. \\u3010 Great Bike Accessories\\u3011 This bike water holder is a good bike accessory that is perfect for long-distance rides, training sessions, or everyday commuting. A must-have accessory for staying hydrated and keeping your hands free while on the go.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"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\": \"Bike Water Bottle Holder Plastic Carbon Fiber Water Bottle Cage Cages for Road Bike...\", \"asin\": \"B0CSBNNLHB\", \"price\": \"$15.99\", \"quantity\": \"\"},\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\", \"quantity\": \"\"},\n{\"title\": \"WEST BIKING Bike Water Bottle Cage, Durable Ultralight Plastic Water Drink Holder Rack, Lightweight PC for Bicycle, Cycling Bottle Holder Cages for MTB, Road/ Mountain Bikes\", \"asin\": \"B09R3NBHC2\", \"price\": \"$6.96\", \"quantity\": \"\"},\n{\"title\": \"CITOOTY Bike Water Bottle Holder - 2 Pcs Ultralight Bicycle Cup Holder Cage with Screws Tool, Universal Resin Cycling Bottle Rack Brackets for Road MTB Mountain Bike, Fits for 2.75-3.94\\\" Diameter Cup\", \"asin\": \"B0DXF78QHQ\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"MoKo Bike Water Bottle Holder, Adjustable Bike Water Bottle Cage for 1.9-3.6\\\" Diameter Bottle, for Handlebar & Frame, Motorcycle Cup Holder with Screw Tool, for Bicycle/Stroller/Scooter/Wheelchair/ATV\", \"asin\": \"B0DT4FTWWD\", \"price\": \"$18.39\", \"quantity\": \"\"},\n{\"title\": \"ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder with Cage Mounting Base (Blue)\", \"asin\": \"B08SFZWZPP\", \"price\": \"$15.28\", \"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\": \"Lamicall Bike Water Bottle Holder - [for 2-2.75\\\" Diameter Bottles] [for Handlebar & Frame] Motorcycle Cup Holder, Bicycle Drink Cage with Screw Tool, Fit Standard and Smaller Size Bottles\", \"asin\": \"B0CLG3ZPQQ\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"USHAKE Water Bottle Cages, Basic MTB Bike Bicycle Alloy Aluminum Lightweight Water Bottle Holder Cages Brackets(2 Pack- Drilled Holes Required)\", \"asin\": \"B01FC5IN1K\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Cup Holder, Water Bottle Holder Handlebar with Mesh Pockets, Universal Cycling...\", \"asin\": \"B0BG75WTV2\", \"price\": \"$12.59\", \"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\": \"Bike Water Bottle Holder Plastic Carbon Fiber Water Bottle Cage Cages for Road Bike...\", \"asin\": \"B0CSBNNLHB\", \"price\": \"$15.99\", \"quantity\": \"\"},\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\", \"quantity\": \"\"},\n{\"title\": \"Bike Water Bottle Holder, Black or White Gloss, Secure Retention System, No Lost Bottles, Lightweight and Strong Bicycle Bottle Cage, Quick and Easy to Mount, Great for Road and Mountain Bikes\", \"asin\": \"B017RPEXLC\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder with Cage Mounting Base (Blue)\", \"asin\": \"B08SFZWZPP\", \"price\": \"$15.28\", \"quantity\": \"\"},\n{\"title\": \"Bike Water Bottle Holder with Bottle Combo Mount Cage Rack No Screws Mountain Bicyc...\", \"asin\": \"B095BVP5GV\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"MoKo Bike Water Bottle Holder, Adjustable Bike Water Bottle Cage for 1.9-3.6\\\" Diameter Bottle, for Handlebar & Frame, Motorcycle Cup Holder with Screw Tool, for Bicycle/Stroller/Scooter/Wheelchair/ATV\", \"asin\": \"B0DT4FTWWD\", \"price\": \"$18.39\", \"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 - [for 2-2.75\\\" Diameter Bottles] [for Handlebar & Frame] Motorcycle Cup Holder, Bicycle Drink Cage with Screw Tool, Fit Standard and Smaller Size Bottles\", \"asin\": \"B0CLG3ZPQQ\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Water Bottle Holder Plastic Carbon Fiber Water Bottle Cage Cages for Road Bike...\", \"asin\": \"B0CSBNNLHB\", \"price\": \"$15.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"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\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Holder Ultra-Light Bicycle Bottle Cages with Screws Tool, Universal Bike Cup Holder Rack for Road MTB Bikes\", \"asin\": \"B0B1J3Z8DH\", \"price\": \"$8.99\"},\n{\"title\": \"Lightweight Bicycle Water Bottle Holder - Secure, Versatile, and Stylish Bike Universal Drink Cage, Cycling, Road/Mountain Bikes (Black)\", \"asin\": \"B0CTXKJ158\", \"price\": \"$4.95\"},\n{\"title\": \"FiveBox Aluminum Alloy Biking Bicycle Water Bottle Cage Holder, Cycling Bike Water Bottle Cage\", \"asin\": \"B014P6HEDA\", \"price\": \"$6.99\"},\n{\"title\": \"WEST BIKING Bike Water Bottle Cage, Durable Ultralight Plastic Water Drink Holder Rack, Lightweight PC for Bicycle, Cycling Bottle Holder Cages for MTB, Road/ Mountain Bikes\", \"asin\": \"B09R3NBHC2\", \"price\": \"$6.96\"},\n{\"title\": \"2-Pack Bike Water Bottle Cage Bicycle Water Bottle Holder Lightweight & Strong Bicyle Mount for Road & Mountain Bikes with Screws Spanner\", \"asin\": \"B08B421LRX\", \"price\": \"$8.99\"}]\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\": \"2025-04-16T21:03:19.035Z\", // 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
2025-04-16T21:03:19.035Z
click
review
rule
train
2,500
2025-04-16T21:03:19.035Z
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": "2025-04-11T22:32:25.395Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:30.706Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:42.448Z", "action": "input", "action_argument": "shimano rx400"} {"timestamp": "2025-04-11T22:32:45.077Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:57.785Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:33:00.222Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:33:06.788Z", "action": "click_product", "action_argument": "B07YMBRRBN"} {"timestamp": "2025-04-14T18:30:56.587Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-14T18:31:09.041Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:13.008Z", "action": "click_product", "action_argument": "B0CLKPNDKL"} {"timestamp": "2025-04-14T18:31:21.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T18:31:46.860Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:49.158Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:51.911Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T21:25:57.008Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:50.263Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:55.594Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:02.079Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:14.054Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:35:30.511Z", "action": "purchase", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-14T21:38:56.748Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T21:39:00.252Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-14T21:39:05.273Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:06.598Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:09.722Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:10.452Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:11.140Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:11.753Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:12.706Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:13.415Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:14.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:32.057Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:02.069Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:02.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:03.680Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:04.519Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:05.202Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:05.852Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:09.508Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:16.580Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:17.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:38.047Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:39.801Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-15T18:39:22.602Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-15T18:39:42.262Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T18:58:06.027Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"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"} <|memory_end|> <|action_start|> {"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"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "bike bottle holder"}], "cart_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": "1"}, {"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", "price": "$3.99", "quantity": "1"}], "product_details": [{"asin": "B0DHXFZL3J"}, {"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"}, {"price": "$8.99"}, {"bullet_list": "\u3010 Durable and Secure\u3011 Made from high-quality plastic, this bicycle water bottle cage is designed to withstand even the tough riding conditions. The secure design ensures that your water bottle stays in place while you're riding, so you don't have to worry about it bouncing around. NOTICE: can fit bikes with holes spacing between 2.32-2.59 inches. \u3010 Lightweight & Compact\u3011 One of the best features of this bike drink holder is lightweight and compact design, which makes it easy to carry without adding extra weight to your ride. You'll barely notice that it's there until you need a sip of water during your ride. \u3010 Easy Installation\u3011 The bike water bottle cage is suitable for bikes with pre-drilled screws holes. The easy installation process means you can attach it in just a few minutes and start using it right away. The screws tool are included in the package. NOTICE: Check if your bike frame has threaded holes before purchasing. \u3010 For 2.75-3.94\" Diameter Bottles\u3011 This bike bottle holder is compatible with most standard water bottle sizes. It can fits bottles with diameter from 2.75 - 3.94 inches. Please measure your cup size before purchasing to ensure it fits. \u3010 Great Bike Accessories\u3011 This bike water holder is a good bike accessory that is perfect for long-distance rides, training sessions, or everyday commuting. A must-have accessory for staying hydrated and keeping your hands free while on the go."}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Black"}], "promotion_items": [{"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": "Bike Water Bottle Holder Plastic Carbon Fiber Water Bottle Cage Cages for Road Bike...", "asin": "B0CSBNNLHB", "price": "$15.99", "quantity": ""}, {"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", "quantity": ""}, {"title": "WEST BIKING Bike Water Bottle Cage, Durable Ultralight Plastic Water Drink Holder Rack, Lightweight PC for Bicycle, Cycling Bottle Holder Cages for MTB, Road/ Mountain Bikes", "asin": "B09R3NBHC2", "price": "$6.96", "quantity": ""}, {"title": "CITOOTY Bike Water Bottle Holder - 2 Pcs Ultralight Bicycle Cup Holder Cage with Screws Tool, Universal Resin Cycling Bottle Rack Brackets for Road MTB Mountain Bike, Fits for 2.75-3.94\" Diameter Cup", "asin": "B0DXF78QHQ", "price": "$6.99", "quantity": ""}, {"title": "MoKo Bike Water Bottle Holder, Adjustable Bike Water Bottle Cage for 1.9-3.6\" Diameter Bottle, for Handlebar & Frame, Motorcycle Cup Holder with Screw Tool, for Bicycle/Stroller/Scooter/Wheelchair/ATV", "asin": "B0DT4FTWWD", "price": "$18.39", "quantity": ""}, {"title": "ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder with Cage Mounting Base (Blue)", "asin": "B08SFZWZPP", "price": "$15.28", "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": "Lamicall Bike Water Bottle Holder - [for 2-2.75\" Diameter Bottles] [for Handlebar & Frame] Motorcycle Cup Holder, Bicycle Drink Cage with Screw Tool, Fit Standard and Smaller Size Bottles", "asin": "B0CLG3ZPQQ", "price": "$16.99", "quantity": ""}, {"title": "USHAKE Water Bottle Cages, Basic MTB Bike Bicycle Alloy Aluminum Lightweight Water Bottle Holder Cages Brackets(2 Pack- Drilled Holes Required)", "asin": "B01FC5IN1K", "price": "$11.99", "quantity": ""}, {"title": "Bike Cup Holder, Water Bottle Holder Handlebar with Mesh Pockets, Universal Cycling...", "asin": "B0BG75WTV2", "price": "$12.59", "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": "Bike Water Bottle Holder Plastic Carbon Fiber Water Bottle Cage Cages for Road Bike...", "asin": "B0CSBNNLHB", "price": "$15.99", "quantity": ""}, {"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", "quantity": ""}, {"title": "Bike Water Bottle Holder, Black or White Gloss, Secure Retention System, No Lost Bottles, Lightweight and Strong Bicycle Bottle Cage, Quick and Easy to Mount, Great for Road and Mountain Bikes", "asin": "B017RPEXLC", "price": "$9.99", "quantity": ""}, {"title": "ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder with Cage Mounting Base (Blue)", "asin": "B08SFZWZPP", "price": "$15.28", "quantity": ""}, {"title": "Bike Water Bottle Holder with Bottle Combo Mount Cage Rack No Screws Mountain Bicyc...", "asin": "B095BVP5GV", "price": "$22.99", "quantity": ""}, {"title": "MoKo Bike Water Bottle Holder, Adjustable Bike Water Bottle Cage for 1.9-3.6\" Diameter Bottle, for Handlebar & Frame, Motorcycle Cup Holder with Screw Tool, for Bicycle/Stroller/Scooter/Wheelchair/ATV", "asin": "B0DT4FTWWD", "price": "$18.39", "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 - [for 2-2.75\" Diameter Bottles] [for Handlebar & Frame] Motorcycle Cup Holder, Bicycle Drink Cage with Screw Tool, Fit Standard and Smaller Size Bottles", "asin": "B0CLG3ZPQQ", "price": "$16.99", "quantity": ""}, {"title": "Bike Water Bottle Holder Plastic Carbon Fiber Water Bottle Cage Cages for Road Bike...", "asin": "B0CSBNNLHB", "price": "$15.99", "quantity": ""}], "comparison_items": [{"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"}, {"title": "ROCKBROS Bike Water Bottle Holder Ultra-Light Bicycle Bottle Cages with Screws Tool, Universal Bike Cup Holder Rack for Road MTB Bikes", "asin": "B0B1J3Z8DH", "price": "$8.99"}, {"title": "Lightweight Bicycle Water Bottle Holder - Secure, Versatile, and Stylish Bike Universal Drink Cage, Cycling, Road/Mountain Bikes (Black)", "asin": "B0CTXKJ158", "price": "$4.95"}, {"title": "FiveBox Aluminum Alloy Biking Bicycle Water Bottle Cage Holder, Cycling Bike Water Bottle Cage", "asin": "B014P6HEDA", "price": "$6.99"}, {"title": "WEST BIKING Bike Water Bottle Cage, Durable Ultralight Plastic Water Drink Holder Rack, Lightweight PC for Bicycle, Cycling Bottle Holder Cages for MTB, Road/ Mountain Bikes", "asin": "B09R3NBHC2", "price": "$6.96"}, {"title": "2-Pack Bike Water Bottle Cage Bicycle Water Bottle Holder Lightweight & Strong Bicyle Mount for Road & Mountain Bikes with Screws Spanner", "asin": "B08B421LRX", "price": "$8.99"}] <|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": "2025-04-16T21:03:19.035Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-16T21:03:19.035Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-16T21:03:19.035Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "index": 2500, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-11T22:32:25.395Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:30.706Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:42.448Z\", \"action\": \"input\", \"action_argument\": \"shimano rx400\"}\n{\"timestamp\": \"2025-04-11T22:32:45.077Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:57.785Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:00.222Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:06.788Z\", \"action\": \"click_product\", \"action_argument\": \"B07YMBRRBN\"}\n{\"timestamp\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:09.722Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:10.452Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.140Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.753Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:12.706Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:13.415Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:14.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:32.057Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.069Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:03.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:04.519Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.202Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:09.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:16.580Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:17.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:38.047Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:39.801Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-15T18:39:22.602Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-15T18:39:42.262Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T18:58:06.027Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"bike bottle holder\"}],\n\"cart_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\": \"1\"},\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\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DHXFZL3J\"},\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\"},\n{\"price\": \"$8.99\"},\n{\"bullet_list\": \"\\u3010 Durable and Secure\\u3011 Made from high-quality plastic, this bicycle water bottle cage is designed to withstand even the tough riding conditions. The secure design ensures that your water bottle stays in place while you're riding, so you don't have to worry about it bouncing around. NOTICE: can fit bikes with holes spacing between 2.32-2.59 inches. \\u3010 Lightweight & Compact\\u3011 One of the best features of this bike drink holder is lightweight and compact design, which makes it easy to carry without adding extra weight to your ride. You'll barely notice that it's there until you need a sip of water during your ride. \\u3010 Easy Installation\\u3011 The bike water bottle cage is suitable for bikes with pre-drilled screws holes. The easy installation process means you can attach it in just a few minutes and start using it right away. The screws tool are included in the package. NOTICE: Check if your bike frame has threaded holes before purchasing. \\u3010 For 2.75-3.94\\\" Diameter Bottles\\u3011 This bike bottle holder is compatible with most standard water bottle sizes. It can fits bottles with diameter from 2.75 - 3.94 inches. Please measure your cup size before purchasing to ensure it fits. \\u3010 Great Bike Accessories\\u3011 This bike water holder is a good bike accessory that is perfect for long-distance rides, training sessions, or everyday commuting. A must-have accessory for staying hydrated and keeping your hands free while on the go.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"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\": \"Bike Water Bottle Holder Plastic Carbon Fiber Water Bottle Cage Cages for Road Bike...\", \"asin\": \"B0CSBNNLHB\", \"price\": \"$15.99\", \"quantity\": \"\"},\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\", \"quantity\": \"\"},\n{\"title\": \"WEST BIKING Bike Water Bottle Cage, Durable Ultralight Plastic Water Drink Holder Rack, Lightweight PC for Bicycle, Cycling Bottle Holder Cages for MTB, Road/ Mountain Bikes\", \"asin\": \"B09R3NBHC2\", \"price\": \"$6.96\", \"quantity\": \"\"},\n{\"title\": \"CITOOTY Bike Water Bottle Holder - 2 Pcs Ultralight Bicycle Cup Holder Cage with Screws Tool, Universal Resin Cycling Bottle Rack Brackets for Road MTB Mountain Bike, Fits for 2.75-3.94\\\" Diameter Cup\", \"asin\": \"B0DXF78QHQ\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"MoKo Bike Water Bottle Holder, Adjustable Bike Water Bottle Cage for 1.9-3.6\\\" Diameter Bottle, for Handlebar & Frame, Motorcycle Cup Holder with Screw Tool, for Bicycle/Stroller/Scooter/Wheelchair/ATV\", \"asin\": \"B0DT4FTWWD\", \"price\": \"$18.39\", \"quantity\": \"\"},\n{\"title\": \"ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder with Cage Mounting Base (Blue)\", \"asin\": \"B08SFZWZPP\", \"price\": \"$15.28\", \"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\": \"Lamicall Bike Water Bottle Holder - [for 2-2.75\\\" Diameter Bottles] [for Handlebar & Frame] Motorcycle Cup Holder, Bicycle Drink Cage with Screw Tool, Fit Standard and Smaller Size Bottles\", \"asin\": \"B0CLG3ZPQQ\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"USHAKE Water Bottle Cages, Basic MTB Bike Bicycle Alloy Aluminum Lightweight Water Bottle Holder Cages Brackets(2 Pack- Drilled Holes Required)\", \"asin\": \"B01FC5IN1K\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Cup Holder, Water Bottle Holder Handlebar with Mesh Pockets, Universal Cycling...\", \"asin\": \"B0BG75WTV2\", \"price\": \"$12.59\", \"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\": \"Bike Water Bottle Holder Plastic Carbon Fiber Water Bottle Cage Cages for Road Bike...\", \"asin\": \"B0CSBNNLHB\", \"price\": \"$15.99\", \"quantity\": \"\"},\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\", \"quantity\": \"\"},\n{\"title\": \"Bike Water Bottle Holder, Black or White Gloss, Secure Retention System, No Lost Bottles, Lightweight and Strong Bicycle Bottle Cage, Quick and Easy to Mount, Great for Road and Mountain Bikes\", \"asin\": \"B017RPEXLC\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder with Cage Mounting Base (Blue)\", \"asin\": \"B08SFZWZPP\", \"price\": \"$15.28\", \"quantity\": \"\"},\n{\"title\": \"Bike Water Bottle Holder with Bottle Combo Mount Cage Rack No Screws Mountain Bicyc...\", \"asin\": \"B095BVP5GV\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"MoKo Bike Water Bottle Holder, Adjustable Bike Water Bottle Cage for 1.9-3.6\\\" Diameter Bottle, for Handlebar & Frame, Motorcycle Cup Holder with Screw Tool, for Bicycle/Stroller/Scooter/Wheelchair/ATV\", \"asin\": \"B0DT4FTWWD\", \"price\": \"$18.39\", \"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 - [for 2-2.75\\\" Diameter Bottles] [for Handlebar & Frame] Motorcycle Cup Holder, Bicycle Drink Cage with Screw Tool, Fit Standard and Smaller Size Bottles\", \"asin\": \"B0CLG3ZPQQ\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Water Bottle Holder Plastic Carbon Fiber Water Bottle Cage Cages for Road Bike...\", \"asin\": \"B0CSBNNLHB\", \"price\": \"$15.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"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\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Holder Ultra-Light Bicycle Bottle Cages with Screws Tool, Universal Bike Cup Holder Rack for Road MTB Bikes\", \"asin\": \"B0B1J3Z8DH\", \"price\": \"$8.99\"},\n{\"title\": \"Lightweight Bicycle Water Bottle Holder - Secure, Versatile, and Stylish Bike Universal Drink Cage, Cycling, Road/Mountain Bikes (Black)\", \"asin\": \"B0CTXKJ158\", \"price\": \"$4.95\"},\n{\"title\": \"FiveBox Aluminum Alloy Biking Bicycle Water Bottle Cage Holder, Cycling Bike Water Bottle Cage\", \"asin\": \"B014P6HEDA\", \"price\": \"$6.99\"},\n{\"title\": \"WEST BIKING Bike Water Bottle Cage, Durable Ultralight Plastic Water Drink Holder Rack, Lightweight PC for Bicycle, Cycling Bottle Holder Cages for MTB, Road/ Mountain Bikes\", \"asin\": \"B09R3NBHC2\", \"price\": \"$6.96\"},\n{\"title\": \"2-Pack Bike Water Bottle Cage Bicycle Water Bottle Holder Lightweight & Strong Bicyle Mount for Road & Mountain Bikes with Screws Spanner\", \"asin\": \"B08B421LRX\", \"price\": \"$8.99\"}]\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\": \"2025-04-16T21:03:19.035Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-11T22:32:25.395Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:30.706Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:42.448Z\", \"action\": \"input\", \"action_argument\": \"shimano rx400\"}\n{\"timestamp\": \"2025-04-11T22:32:45.077Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:57.785Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:00.222Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:06.788Z\", \"action\": \"click_product\", \"action_argument\": \"B07YMBRRBN\"}\n{\"timestamp\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:09.722Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:10.452Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.140Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.753Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:12.706Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:13.415Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:14.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:32.057Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.069Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:03.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:04.519Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.202Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:09.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:16.580Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:17.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:38.047Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:39.801Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-15T18:39:22.602Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-15T18:39:42.262Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T18:58:06.027Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"bike bottle holder\"}],\n\"cart_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\": \"1\"},\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\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DHXFZL3J\"},\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\"},\n{\"price\": \"$8.99\"},\n{\"bullet_list\": \"\\u3010 Durable and Secure\\u3011 Made from high-quality plastic, this bicycle water bottle cage is designed to withstand even the tough riding conditions. The secure design ensures that your water bottle stays in place while you're riding, so you don't have to worry about it bouncing around. NOTICE: can fit bikes with holes spacing between 2.32-2.59 inches. \\u3010 Lightweight & Compact\\u3011 One of the best features of this bike drink holder is lightweight and compact design, which makes it easy to carry without adding extra weight to your ride. You'll barely notice that it's there until you need a sip of water during your ride. \\u3010 Easy Installation\\u3011 The bike water bottle cage is suitable for bikes with pre-drilled screws holes. The easy installation process means you can attach it in just a few minutes and start using it right away. The screws tool are included in the package. NOTICE: Check if your bike frame has threaded holes before purchasing. \\u3010 For 2.75-3.94\\\" Diameter Bottles\\u3011 This bike bottle holder is compatible with most standard water bottle sizes. It can fits bottles with diameter from 2.75 - 3.94 inches. Please measure your cup size before purchasing to ensure it fits. \\u3010 Great Bike Accessories\\u3011 This bike water holder is a good bike accessory that is perfect for long-distance rides, training sessions, or everyday commuting. A must-have accessory for staying hydrated and keeping your hands free while on the go.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"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\": \"Bike Water Bottle Holder Plastic Carbon Fiber Water Bottle Cage Cages for Road Bike...\", \"asin\": \"B0CSBNNLHB\", \"price\": \"$15.99\", \"quantity\": \"\"},\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\", \"quantity\": \"\"},\n{\"title\": \"WEST BIKING Bike Water Bottle Cage, Durable Ultralight Plastic Water Drink Holder Rack, Lightweight PC for Bicycle, Cycling Bottle Holder Cages for MTB, Road/ Mountain Bikes\", \"asin\": \"B09R3NBHC2\", \"price\": \"$6.96\", \"quantity\": \"\"},\n{\"title\": \"CITOOTY Bike Water Bottle Holder - 2 Pcs Ultralight Bicycle Cup Holder Cage with Screws Tool, Universal Resin Cycling Bottle Rack Brackets for Road MTB Mountain Bike, Fits for 2.75-3.94\\\" Diameter Cup\", \"asin\": \"B0DXF78QHQ\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"MoKo Bike Water Bottle Holder, Adjustable Bike Water Bottle Cage for 1.9-3.6\\\" Diameter Bottle, for Handlebar & Frame, Motorcycle Cup Holder with Screw Tool, for Bicycle/Stroller/Scooter/Wheelchair/ATV\", \"asin\": \"B0DT4FTWWD\", \"price\": \"$18.39\", \"quantity\": \"\"},\n{\"title\": \"ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder with Cage Mounting Base (Blue)\", \"asin\": \"B08SFZWZPP\", \"price\": \"$15.28\", \"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\": \"Lamicall Bike Water Bottle Holder - [for 2-2.75\\\" Diameter Bottles] [for Handlebar & Frame] Motorcycle Cup Holder, Bicycle Drink Cage with Screw Tool, Fit Standard and Smaller Size Bottles\", \"asin\": \"B0CLG3ZPQQ\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"USHAKE Water Bottle Cages, Basic MTB Bike Bicycle Alloy Aluminum Lightweight Water Bottle Holder Cages Brackets(2 Pack- Drilled Holes Required)\", \"asin\": \"B01FC5IN1K\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Cup Holder, Water Bottle Holder Handlebar with Mesh Pockets, Universal Cycling...\", \"asin\": \"B0BG75WTV2\", \"price\": \"$12.59\", \"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\": \"Bike Water Bottle Holder Plastic Carbon Fiber Water Bottle Cage Cages for Road Bike...\", \"asin\": \"B0CSBNNLHB\", \"price\": \"$15.99\", \"quantity\": \"\"},\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\", \"quantity\": \"\"},\n{\"title\": \"Bike Water Bottle Holder, Black or White Gloss, Secure Retention System, No Lost Bottles, Lightweight and Strong Bicycle Bottle Cage, Quick and Easy to Mount, Great for Road and Mountain Bikes\", \"asin\": \"B017RPEXLC\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder with Cage Mounting Base (Blue)\", \"asin\": \"B08SFZWZPP\", \"price\": \"$15.28\", \"quantity\": \"\"},\n{\"title\": \"Bike Water Bottle Holder with Bottle Combo Mount Cage Rack No Screws Mountain Bicyc...\", \"asin\": \"B095BVP5GV\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"MoKo Bike Water Bottle Holder, Adjustable Bike Water Bottle Cage for 1.9-3.6\\\" Diameter Bottle, for Handlebar & Frame, Motorcycle Cup Holder with Screw Tool, for Bicycle/Stroller/Scooter/Wheelchair/ATV\", \"asin\": \"B0DT4FTWWD\", \"price\": \"$18.39\", \"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 - [for 2-2.75\\\" Diameter Bottles] [for Handlebar & Frame] Motorcycle Cup Holder, Bicycle Drink Cage with Screw Tool, Fit Standard and Smaller Size Bottles\", \"asin\": \"B0CLG3ZPQQ\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Water Bottle Holder Plastic Carbon Fiber Water Bottle Cage Cages for Road Bike...\", \"asin\": \"B0CSBNNLHB\", \"price\": \"$15.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"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\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Holder Ultra-Light Bicycle Bottle Cages with Screws Tool, Universal Bike Cup Holder Rack for Road MTB Bikes\", \"asin\": \"B0B1J3Z8DH\", \"price\": \"$8.99\"},\n{\"title\": \"Lightweight Bicycle Water Bottle Holder - Secure, Versatile, and Stylish Bike Universal Drink Cage, Cycling, Road/Mountain Bikes (Black)\", \"asin\": \"B0CTXKJ158\", \"price\": \"$4.95\"},\n{\"title\": \"FiveBox Aluminum Alloy Biking Bicycle Water Bottle Cage Holder, Cycling Bike Water Bottle Cage\", \"asin\": \"B014P6HEDA\", \"price\": \"$6.99\"},\n{\"title\": \"WEST BIKING Bike Water Bottle Cage, Durable Ultralight Plastic Water Drink Holder Rack, Lightweight PC for Bicycle, Cycling Bottle Holder Cages for MTB, Road/ Mountain Bikes\", \"asin\": \"B09R3NBHC2\", \"price\": \"$6.96\"},\n{\"title\": \"2-Pack Bike Water Bottle Cage Bicycle Water Bottle Holder Lightweight & Strong Bicyle Mount for Road & Mountain Bikes with Screws Spanner\", \"asin\": \"B08B421LRX\", \"price\": \"$8.99\"}]\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\": \"2025-04-16T21:03:25.713Z\", // 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
2025-04-16T21:03:25.713Z
click
review
rule
train
2,501
2025-04-16T21:03:25.713Z
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": "2025-04-11T22:32:25.395Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:30.706Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:42.448Z", "action": "input", "action_argument": "shimano rx400"} {"timestamp": "2025-04-11T22:32:45.077Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:57.785Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:33:00.222Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:33:06.788Z", "action": "click_product", "action_argument": "B07YMBRRBN"} {"timestamp": "2025-04-14T18:30:56.587Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-14T18:31:09.041Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:13.008Z", "action": "click_product", "action_argument": "B0CLKPNDKL"} {"timestamp": "2025-04-14T18:31:21.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T18:31:46.860Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:49.158Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:51.911Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T21:25:57.008Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:50.263Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:55.594Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:02.079Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:14.054Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:35:30.511Z", "action": "purchase", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-14T21:38:56.748Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T21:39:00.252Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-14T21:39:05.273Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:06.598Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:09.722Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:10.452Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:11.140Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:11.753Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:12.706Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:13.415Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:14.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:32.057Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:02.069Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:02.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:03.680Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:04.519Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:05.202Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:05.852Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:09.508Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:16.580Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:17.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:38.047Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:39.801Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-15T18:39:22.602Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-15T18:39:42.262Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T18:58:06.027Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"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"} <|memory_end|> <|action_start|> {"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"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "bike bottle holder"}], "cart_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": "1"}, {"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", "price": "$3.99", "quantity": "1"}], "product_details": [{"asin": "B0DHXFZL3J"}, {"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"}, {"price": "$8.99"}, {"bullet_list": "\u3010 Durable and Secure\u3011 Made from high-quality plastic, this bicycle water bottle cage is designed to withstand even the tough riding conditions. The secure design ensures that your water bottle stays in place while you're riding, so you don't have to worry about it bouncing around. NOTICE: can fit bikes with holes spacing between 2.32-2.59 inches. \u3010 Lightweight & Compact\u3011 One of the best features of this bike drink holder is lightweight and compact design, which makes it easy to carry without adding extra weight to your ride. You'll barely notice that it's there until you need a sip of water during your ride. \u3010 Easy Installation\u3011 The bike water bottle cage is suitable for bikes with pre-drilled screws holes. The easy installation process means you can attach it in just a few minutes and start using it right away. The screws tool are included in the package. NOTICE: Check if your bike frame has threaded holes before purchasing. \u3010 For 2.75-3.94\" Diameter Bottles\u3011 This bike bottle holder is compatible with most standard water bottle sizes. It can fits bottles with diameter from 2.75 - 3.94 inches. Please measure your cup size before purchasing to ensure it fits. \u3010 Great Bike Accessories\u3011 This bike water holder is a good bike accessory that is perfect for long-distance rides, training sessions, or everyday commuting. A must-have accessory for staying hydrated and keeping your hands free while on the go."}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Black"}], "promotion_items": [{"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": "Bike Water Bottle Holder Plastic Carbon Fiber Water Bottle Cage Cages for Road Bike...", "asin": "B0CSBNNLHB", "price": "$15.99", "quantity": ""}, {"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", "quantity": ""}, {"title": "WEST BIKING Bike Water Bottle Cage, Durable Ultralight Plastic Water Drink Holder Rack, Lightweight PC for Bicycle, Cycling Bottle Holder Cages for MTB, Road/ Mountain Bikes", "asin": "B09R3NBHC2", "price": "$6.96", "quantity": ""}, {"title": "CITOOTY Bike Water Bottle Holder - 2 Pcs Ultralight Bicycle Cup Holder Cage with Screws Tool, Universal Resin Cycling Bottle Rack Brackets for Road MTB Mountain Bike, Fits for 2.75-3.94\" Diameter Cup", "asin": "B0DXF78QHQ", "price": "$6.99", "quantity": ""}, {"title": "MoKo Bike Water Bottle Holder, Adjustable Bike Water Bottle Cage for 1.9-3.6\" Diameter Bottle, for Handlebar & Frame, Motorcycle Cup Holder with Screw Tool, for Bicycle/Stroller/Scooter/Wheelchair/ATV", "asin": "B0DT4FTWWD", "price": "$18.39", "quantity": ""}, {"title": "ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder with Cage Mounting Base (Blue)", "asin": "B08SFZWZPP", "price": "$15.28", "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": "Lamicall Bike Water Bottle Holder - [for 2-2.75\" Diameter Bottles] [for Handlebar & Frame] Motorcycle Cup Holder, Bicycle Drink Cage with Screw Tool, Fit Standard and Smaller Size Bottles", "asin": "B0CLG3ZPQQ", "price": "$16.99", "quantity": ""}, {"title": "USHAKE Water Bottle Cages, Basic MTB Bike Bicycle Alloy Aluminum Lightweight Water Bottle Holder Cages Brackets(2 Pack- Drilled Holes Required)", "asin": "B01FC5IN1K", "price": "$11.99", "quantity": ""}, {"title": "Bike Cup Holder, Water Bottle Holder Handlebar with Mesh Pockets, Universal Cycling...", "asin": "B0BG75WTV2", "price": "$12.59", "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": "Bike Water Bottle Holder Plastic Carbon Fiber Water Bottle Cage Cages for Road Bike...", "asin": "B0CSBNNLHB", "price": "$15.99", "quantity": ""}, {"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", "quantity": ""}, {"title": "Bike Water Bottle Holder, Black or White Gloss, Secure Retention System, No Lost Bottles, Lightweight and Strong Bicycle Bottle Cage, Quick and Easy to Mount, Great for Road and Mountain Bikes", "asin": "B017RPEXLC", "price": "$9.99", "quantity": ""}, {"title": "ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder with Cage Mounting Base (Blue)", "asin": "B08SFZWZPP", "price": "$15.28", "quantity": ""}, {"title": "Bike Water Bottle Holder with Bottle Combo Mount Cage Rack No Screws Mountain Bicyc...", "asin": "B095BVP5GV", "price": "$22.99", "quantity": ""}, {"title": "MoKo Bike Water Bottle Holder, Adjustable Bike Water Bottle Cage for 1.9-3.6\" Diameter Bottle, for Handlebar & Frame, Motorcycle Cup Holder with Screw Tool, for Bicycle/Stroller/Scooter/Wheelchair/ATV", "asin": "B0DT4FTWWD", "price": "$18.39", "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 - [for 2-2.75\" Diameter Bottles] [for Handlebar & Frame] Motorcycle Cup Holder, Bicycle Drink Cage with Screw Tool, Fit Standard and Smaller Size Bottles", "asin": "B0CLG3ZPQQ", "price": "$16.99", "quantity": ""}, {"title": "Bike Water Bottle Holder Plastic Carbon Fiber Water Bottle Cage Cages for Road Bike...", "asin": "B0CSBNNLHB", "price": "$15.99", "quantity": ""}], "comparison_items": [{"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"}, {"title": "ROCKBROS Bike Water Bottle Holder Ultra-Light Bicycle Bottle Cages with Screws Tool, Universal Bike Cup Holder Rack for Road MTB Bikes", "asin": "B0B1J3Z8DH", "price": "$8.99"}, {"title": "Lightweight Bicycle Water Bottle Holder - Secure, Versatile, and Stylish Bike Universal Drink Cage, Cycling, Road/Mountain Bikes (Black)", "asin": "B0CTXKJ158", "price": "$4.95"}, {"title": "FiveBox Aluminum Alloy Biking Bicycle Water Bottle Cage Holder, Cycling Bike Water Bottle Cage", "asin": "B014P6HEDA", "price": "$6.99"}, {"title": "WEST BIKING Bike Water Bottle Cage, Durable Ultralight Plastic Water Drink Holder Rack, Lightweight PC for Bicycle, Cycling Bottle Holder Cages for MTB, Road/ Mountain Bikes", "asin": "B09R3NBHC2", "price": "$6.96"}, {"title": "2-Pack Bike Water Bottle Cage Bicycle Water Bottle Holder Lightweight & Strong Bicyle Mount for Road & Mountain Bikes with Screws Spanner", "asin": "B08B421LRX", "price": "$8.99"}] <|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": "2025-04-16T21:03:25.713Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-16T21:03:25.713Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-16T21:03:25.713Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "index": 2501, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-11T22:32:25.395Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:30.706Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:42.448Z\", \"action\": \"input\", \"action_argument\": \"shimano rx400\"}\n{\"timestamp\": \"2025-04-11T22:32:45.077Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:57.785Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:00.222Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:06.788Z\", \"action\": \"click_product\", \"action_argument\": \"B07YMBRRBN\"}\n{\"timestamp\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:09.722Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:10.452Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.140Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.753Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:12.706Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:13.415Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:14.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:32.057Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.069Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:03.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:04.519Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.202Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:09.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:16.580Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:17.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:38.047Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:39.801Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-15T18:39:22.602Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-15T18:39:42.262Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T18:58:06.027Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"bike bottle holder\"}],\n\"cart_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\": \"1\"},\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\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DHXFZL3J\"},\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\"},\n{\"price\": \"$8.99\"},\n{\"bullet_list\": \"\\u3010 Durable and Secure\\u3011 Made from high-quality plastic, this bicycle water bottle cage is designed to withstand even the tough riding conditions. The secure design ensures that your water bottle stays in place while you're riding, so you don't have to worry about it bouncing around. NOTICE: can fit bikes with holes spacing between 2.32-2.59 inches. \\u3010 Lightweight & Compact\\u3011 One of the best features of this bike drink holder is lightweight and compact design, which makes it easy to carry without adding extra weight to your ride. You'll barely notice that it's there until you need a sip of water during your ride. \\u3010 Easy Installation\\u3011 The bike water bottle cage is suitable for bikes with pre-drilled screws holes. The easy installation process means you can attach it in just a few minutes and start using it right away. The screws tool are included in the package. NOTICE: Check if your bike frame has threaded holes before purchasing. \\u3010 For 2.75-3.94\\\" Diameter Bottles\\u3011 This bike bottle holder is compatible with most standard water bottle sizes. It can fits bottles with diameter from 2.75 - 3.94 inches. Please measure your cup size before purchasing to ensure it fits. \\u3010 Great Bike Accessories\\u3011 This bike water holder is a good bike accessory that is perfect for long-distance rides, training sessions, or everyday commuting. A must-have accessory for staying hydrated and keeping your hands free while on the go.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"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\": \"Bike Water Bottle Holder Plastic Carbon Fiber Water Bottle Cage Cages for Road Bike...\", \"asin\": \"B0CSBNNLHB\", \"price\": \"$15.99\", \"quantity\": \"\"},\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\", \"quantity\": \"\"},\n{\"title\": \"WEST BIKING Bike Water Bottle Cage, Durable Ultralight Plastic Water Drink Holder Rack, Lightweight PC for Bicycle, Cycling Bottle Holder Cages for MTB, Road/ Mountain Bikes\", \"asin\": \"B09R3NBHC2\", \"price\": \"$6.96\", \"quantity\": \"\"},\n{\"title\": \"CITOOTY Bike Water Bottle Holder - 2 Pcs Ultralight Bicycle Cup Holder Cage with Screws Tool, Universal Resin Cycling Bottle Rack Brackets for Road MTB Mountain Bike, Fits for 2.75-3.94\\\" Diameter Cup\", \"asin\": \"B0DXF78QHQ\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"MoKo Bike Water Bottle Holder, Adjustable Bike Water Bottle Cage for 1.9-3.6\\\" Diameter Bottle, for Handlebar & Frame, Motorcycle Cup Holder with Screw Tool, for Bicycle/Stroller/Scooter/Wheelchair/ATV\", \"asin\": \"B0DT4FTWWD\", \"price\": \"$18.39\", \"quantity\": \"\"},\n{\"title\": \"ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder with Cage Mounting Base (Blue)\", \"asin\": \"B08SFZWZPP\", \"price\": \"$15.28\", \"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\": \"Lamicall Bike Water Bottle Holder - [for 2-2.75\\\" Diameter Bottles] [for Handlebar & Frame] Motorcycle Cup Holder, Bicycle Drink Cage with Screw Tool, Fit Standard and Smaller Size Bottles\", \"asin\": \"B0CLG3ZPQQ\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"USHAKE Water Bottle Cages, Basic MTB Bike Bicycle Alloy Aluminum Lightweight Water Bottle Holder Cages Brackets(2 Pack- Drilled Holes Required)\", \"asin\": \"B01FC5IN1K\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Cup Holder, Water Bottle Holder Handlebar with Mesh Pockets, Universal Cycling...\", \"asin\": \"B0BG75WTV2\", \"price\": \"$12.59\", \"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\": \"Bike Water Bottle Holder Plastic Carbon Fiber Water Bottle Cage Cages for Road Bike...\", \"asin\": \"B0CSBNNLHB\", \"price\": \"$15.99\", \"quantity\": \"\"},\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\", \"quantity\": \"\"},\n{\"title\": \"Bike Water Bottle Holder, Black or White Gloss, Secure Retention System, No Lost Bottles, Lightweight and Strong Bicycle Bottle Cage, Quick and Easy to Mount, Great for Road and Mountain Bikes\", \"asin\": \"B017RPEXLC\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder with Cage Mounting Base (Blue)\", \"asin\": \"B08SFZWZPP\", \"price\": \"$15.28\", \"quantity\": \"\"},\n{\"title\": \"Bike Water Bottle Holder with Bottle Combo Mount Cage Rack No Screws Mountain Bicyc...\", \"asin\": \"B095BVP5GV\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"MoKo Bike Water Bottle Holder, Adjustable Bike Water Bottle Cage for 1.9-3.6\\\" Diameter Bottle, for Handlebar & Frame, Motorcycle Cup Holder with Screw Tool, for Bicycle/Stroller/Scooter/Wheelchair/ATV\", \"asin\": \"B0DT4FTWWD\", \"price\": \"$18.39\", \"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 - [for 2-2.75\\\" Diameter Bottles] [for Handlebar & Frame] Motorcycle Cup Holder, Bicycle Drink Cage with Screw Tool, Fit Standard and Smaller Size Bottles\", \"asin\": \"B0CLG3ZPQQ\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Water Bottle Holder Plastic Carbon Fiber Water Bottle Cage Cages for Road Bike...\", \"asin\": \"B0CSBNNLHB\", \"price\": \"$15.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"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\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Holder Ultra-Light Bicycle Bottle Cages with Screws Tool, Universal Bike Cup Holder Rack for Road MTB Bikes\", \"asin\": \"B0B1J3Z8DH\", \"price\": \"$8.99\"},\n{\"title\": \"Lightweight Bicycle Water Bottle Holder - Secure, Versatile, and Stylish Bike Universal Drink Cage, Cycling, Road/Mountain Bikes (Black)\", \"asin\": \"B0CTXKJ158\", \"price\": \"$4.95\"},\n{\"title\": \"FiveBox Aluminum Alloy Biking Bicycle Water Bottle Cage Holder, Cycling Bike Water Bottle Cage\", \"asin\": \"B014P6HEDA\", \"price\": \"$6.99\"},\n{\"title\": \"WEST BIKING Bike Water Bottle Cage, Durable Ultralight Plastic Water Drink Holder Rack, Lightweight PC for Bicycle, Cycling Bottle Holder Cages for MTB, Road/ Mountain Bikes\", \"asin\": \"B09R3NBHC2\", \"price\": \"$6.96\"},\n{\"title\": \"2-Pack Bike Water Bottle Cage Bicycle Water Bottle Holder Lightweight & Strong Bicyle Mount for Road & Mountain Bikes with Screws Spanner\", \"asin\": \"B08B421LRX\", \"price\": \"$8.99\"}]\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\": \"2025-04-16T21:03:25.713Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-11T22:32:25.395Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:30.706Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:42.448Z\", \"action\": \"input\", \"action_argument\": \"shimano rx400\"}\n{\"timestamp\": \"2025-04-11T22:32:45.077Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:57.785Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:00.222Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:06.788Z\", \"action\": \"click_product\", \"action_argument\": \"B07YMBRRBN\"}\n{\"timestamp\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:09.722Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:10.452Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.140Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.753Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:12.706Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:13.415Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:14.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:32.057Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.069Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:03.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:04.519Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.202Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:09.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:16.580Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:17.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:38.047Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:39.801Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-15T18:39:22.602Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-15T18:39:42.262Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T18:58:06.027Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"bike bottle holder\"}],\n\"cart_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\": \"1\"},\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\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DHXFZL3J\"},\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\"},\n{\"price\": \"$8.99\"},\n{\"bullet_list\": \"\\u3010 Durable and Secure\\u3011 Made from high-quality plastic, this bicycle water bottle cage is designed to withstand even the tough riding conditions. The secure design ensures that your water bottle stays in place while you're riding, so you don't have to worry about it bouncing around. NOTICE: can fit bikes with holes spacing between 2.32-2.59 inches. \\u3010 Lightweight & Compact\\u3011 One of the best features of this bike drink holder is lightweight and compact design, which makes it easy to carry without adding extra weight to your ride. You'll barely notice that it's there until you need a sip of water during your ride. \\u3010 Easy Installation\\u3011 The bike water bottle cage is suitable for bikes with pre-drilled screws holes. The easy installation process means you can attach it in just a few minutes and start using it right away. The screws tool are included in the package. NOTICE: Check if your bike frame has threaded holes before purchasing. \\u3010 For 2.75-3.94\\\" Diameter Bottles\\u3011 This bike bottle holder is compatible with most standard water bottle sizes. It can fits bottles with diameter from 2.75 - 3.94 inches. Please measure your cup size before purchasing to ensure it fits. \\u3010 Great Bike Accessories\\u3011 This bike water holder is a good bike accessory that is perfect for long-distance rides, training sessions, or everyday commuting. A must-have accessory for staying hydrated and keeping your hands free while on the go.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"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\": \"Bike Water Bottle Holder Plastic Carbon Fiber Water Bottle Cage Cages for Road Bike...\", \"asin\": \"B0CSBNNLHB\", \"price\": \"$15.99\", \"quantity\": \"\"},\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\", \"quantity\": \"\"},\n{\"title\": \"WEST BIKING Bike Water Bottle Cage, Durable Ultralight Plastic Water Drink Holder Rack, Lightweight PC for Bicycle, Cycling Bottle Holder Cages for MTB, Road/ Mountain Bikes\", \"asin\": \"B09R3NBHC2\", \"price\": \"$6.96\", \"quantity\": \"\"},\n{\"title\": \"CITOOTY Bike Water Bottle Holder - 2 Pcs Ultralight Bicycle Cup Holder Cage with Screws Tool, Universal Resin Cycling Bottle Rack Brackets for Road MTB Mountain Bike, Fits for 2.75-3.94\\\" Diameter Cup\", \"asin\": \"B0DXF78QHQ\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"MoKo Bike Water Bottle Holder, Adjustable Bike Water Bottle Cage for 1.9-3.6\\\" Diameter Bottle, for Handlebar & Frame, Motorcycle Cup Holder with Screw Tool, for Bicycle/Stroller/Scooter/Wheelchair/ATV\", \"asin\": \"B0DT4FTWWD\", \"price\": \"$18.39\", \"quantity\": \"\"},\n{\"title\": \"ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder with Cage Mounting Base (Blue)\", \"asin\": \"B08SFZWZPP\", \"price\": \"$15.28\", \"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\": \"Lamicall Bike Water Bottle Holder - [for 2-2.75\\\" Diameter Bottles] [for Handlebar & Frame] Motorcycle Cup Holder, Bicycle Drink Cage with Screw Tool, Fit Standard and Smaller Size Bottles\", \"asin\": \"B0CLG3ZPQQ\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"USHAKE Water Bottle Cages, Basic MTB Bike Bicycle Alloy Aluminum Lightweight Water Bottle Holder Cages Brackets(2 Pack- Drilled Holes Required)\", \"asin\": \"B01FC5IN1K\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Cup Holder, Water Bottle Holder Handlebar with Mesh Pockets, Universal Cycling...\", \"asin\": \"B0BG75WTV2\", \"price\": \"$12.59\", \"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\": \"Bike Water Bottle Holder Plastic Carbon Fiber Water Bottle Cage Cages for Road Bike...\", \"asin\": \"B0CSBNNLHB\", \"price\": \"$15.99\", \"quantity\": \"\"},\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\", \"quantity\": \"\"},\n{\"title\": \"Bike Water Bottle Holder, Black or White Gloss, Secure Retention System, No Lost Bottles, Lightweight and Strong Bicycle Bottle Cage, Quick and Easy to Mount, Great for Road and Mountain Bikes\", \"asin\": \"B017RPEXLC\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder with Cage Mounting Base (Blue)\", \"asin\": \"B08SFZWZPP\", \"price\": \"$15.28\", \"quantity\": \"\"},\n{\"title\": \"Bike Water Bottle Holder with Bottle Combo Mount Cage Rack No Screws Mountain Bicyc...\", \"asin\": \"B095BVP5GV\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"MoKo Bike Water Bottle Holder, Adjustable Bike Water Bottle Cage for 1.9-3.6\\\" Diameter Bottle, for Handlebar & Frame, Motorcycle Cup Holder with Screw Tool, for Bicycle/Stroller/Scooter/Wheelchair/ATV\", \"asin\": \"B0DT4FTWWD\", \"price\": \"$18.39\", \"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 - [for 2-2.75\\\" Diameter Bottles] [for Handlebar & Frame] Motorcycle Cup Holder, Bicycle Drink Cage with Screw Tool, Fit Standard and Smaller Size Bottles\", \"asin\": \"B0CLG3ZPQQ\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Water Bottle Holder Plastic Carbon Fiber Water Bottle Cage Cages for Road Bike...\", \"asin\": \"B0CSBNNLHB\", \"price\": \"$15.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"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\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Holder Ultra-Light Bicycle Bottle Cages with Screws Tool, Universal Bike Cup Holder Rack for Road MTB Bikes\", \"asin\": \"B0B1J3Z8DH\", \"price\": \"$8.99\"},\n{\"title\": \"Lightweight Bicycle Water Bottle Holder - Secure, Versatile, and Stylish Bike Universal Drink Cage, Cycling, Road/Mountain Bikes (Black)\", \"asin\": \"B0CTXKJ158\", \"price\": \"$4.95\"},\n{\"title\": \"FiveBox Aluminum Alloy Biking Bicycle Water Bottle Cage Holder, Cycling Bike Water Bottle Cage\", \"asin\": \"B014P6HEDA\", \"price\": \"$6.99\"},\n{\"title\": \"WEST BIKING Bike Water Bottle Cage, Durable Ultralight Plastic Water Drink Holder Rack, Lightweight PC for Bicycle, Cycling Bottle Holder Cages for MTB, Road/ Mountain Bikes\", \"asin\": \"B09R3NBHC2\", \"price\": \"$6.96\"},\n{\"title\": \"2-Pack Bike Water Bottle Cage Bicycle Water Bottle Holder Lightweight & Strong Bicyle Mount for Road & Mountain Bikes with Screws Spanner\", \"asin\": \"B08B421LRX\", \"price\": \"$8.99\"}]\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\": \"2025-04-16T21:03:26.616Z\", // 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
2025-04-16T21:03:26.616Z
click
review
rule
train
2,502
2025-04-16T21:03:26.616Z
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": "2025-04-11T22:32:25.395Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:30.706Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:42.448Z", "action": "input", "action_argument": "shimano rx400"} {"timestamp": "2025-04-11T22:32:45.077Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:57.785Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:33:00.222Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:33:06.788Z", "action": "click_product", "action_argument": "B07YMBRRBN"} {"timestamp": "2025-04-14T18:30:56.587Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-14T18:31:09.041Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:13.008Z", "action": "click_product", "action_argument": "B0CLKPNDKL"} {"timestamp": "2025-04-14T18:31:21.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T18:31:46.860Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:49.158Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:51.911Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T21:25:57.008Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:50.263Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:55.594Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:02.079Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:14.054Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:35:30.511Z", "action": "purchase", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-14T21:38:56.748Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T21:39:00.252Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-14T21:39:05.273Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:06.598Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:09.722Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:10.452Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:11.140Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:11.753Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:12.706Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:13.415Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:14.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:32.057Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:02.069Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:02.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:03.680Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:04.519Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:05.202Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:05.852Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:09.508Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:16.580Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:17.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:38.047Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:39.801Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-15T18:39:22.602Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-15T18:39:42.262Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T18:58:06.027Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"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"} <|memory_end|> <|action_start|> {"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"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "bike bottle holder"}], "cart_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": "1"}, {"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", "price": "$3.99", "quantity": "1"}], "product_details": [{"asin": "B0DHXFZL3J"}, {"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"}, {"price": "$8.99"}, {"bullet_list": "\u3010 Durable and Secure\u3011 Made from high-quality plastic, this bicycle water bottle cage is designed to withstand even the tough riding conditions. The secure design ensures that your water bottle stays in place while you're riding, so you don't have to worry about it bouncing around. NOTICE: can fit bikes with holes spacing between 2.32-2.59 inches. \u3010 Lightweight & Compact\u3011 One of the best features of this bike drink holder is lightweight and compact design, which makes it easy to carry without adding extra weight to your ride. You'll barely notice that it's there until you need a sip of water during your ride. \u3010 Easy Installation\u3011 The bike water bottle cage is suitable for bikes with pre-drilled screws holes. The easy installation process means you can attach it in just a few minutes and start using it right away. The screws tool are included in the package. NOTICE: Check if your bike frame has threaded holes before purchasing. \u3010 For 2.75-3.94\" Diameter Bottles\u3011 This bike bottle holder is compatible with most standard water bottle sizes. It can fits bottles with diameter from 2.75 - 3.94 inches. Please measure your cup size before purchasing to ensure it fits. \u3010 Great Bike Accessories\u3011 This bike water holder is a good bike accessory that is perfect for long-distance rides, training sessions, or everyday commuting. A must-have accessory for staying hydrated and keeping your hands free while on the go."}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Black"}], "promotion_items": [{"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": "Bike Water Bottle Holder Plastic Carbon Fiber Water Bottle Cage Cages for Road Bike...", "asin": "B0CSBNNLHB", "price": "$15.99", "quantity": ""}, {"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", "quantity": ""}, {"title": "WEST BIKING Bike Water Bottle Cage, Durable Ultralight Plastic Water Drink Holder Rack, Lightweight PC for Bicycle, Cycling Bottle Holder Cages for MTB, Road/ Mountain Bikes", "asin": "B09R3NBHC2", "price": "$6.96", "quantity": ""}, {"title": "CITOOTY Bike Water Bottle Holder - 2 Pcs Ultralight Bicycle Cup Holder Cage with Screws Tool, Universal Resin Cycling Bottle Rack Brackets for Road MTB Mountain Bike, Fits for 2.75-3.94\" Diameter Cup", "asin": "B0DXF78QHQ", "price": "$6.99", "quantity": ""}, {"title": "MoKo Bike Water Bottle Holder, Adjustable Bike Water Bottle Cage for 1.9-3.6\" Diameter Bottle, for Handlebar & Frame, Motorcycle Cup Holder with Screw Tool, for Bicycle/Stroller/Scooter/Wheelchair/ATV", "asin": "B0DT4FTWWD", "price": "$18.39", "quantity": ""}, {"title": "ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder with Cage Mounting Base (Blue)", "asin": "B08SFZWZPP", "price": "$15.28", "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": "Lamicall Bike Water Bottle Holder - [for 2-2.75\" Diameter Bottles] [for Handlebar & Frame] Motorcycle Cup Holder, Bicycle Drink Cage with Screw Tool, Fit Standard and Smaller Size Bottles", "asin": "B0CLG3ZPQQ", "price": "$16.99", "quantity": ""}, {"title": "USHAKE Water Bottle Cages, Basic MTB Bike Bicycle Alloy Aluminum Lightweight Water Bottle Holder Cages Brackets(2 Pack- Drilled Holes Required)", "asin": "B01FC5IN1K", "price": "$11.99", "quantity": ""}, {"title": "Bike Cup Holder, Water Bottle Holder Handlebar with Mesh Pockets, Universal Cycling...", "asin": "B0BG75WTV2", "price": "$12.59", "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": "Bike Water Bottle Holder Plastic Carbon Fiber Water Bottle Cage Cages for Road Bike...", "asin": "B0CSBNNLHB", "price": "$15.99", "quantity": ""}, {"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", "quantity": ""}, {"title": "Bike Water Bottle Holder, Black or White Gloss, Secure Retention System, No Lost Bottles, Lightweight and Strong Bicycle Bottle Cage, Quick and Easy to Mount, Great for Road and Mountain Bikes", "asin": "B017RPEXLC", "price": "$9.99", "quantity": ""}, {"title": "ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder with Cage Mounting Base (Blue)", "asin": "B08SFZWZPP", "price": "$15.28", "quantity": ""}, {"title": "Bike Water Bottle Holder with Bottle Combo Mount Cage Rack No Screws Mountain Bicyc...", "asin": "B095BVP5GV", "price": "$22.99", "quantity": ""}, {"title": "MoKo Bike Water Bottle Holder, Adjustable Bike Water Bottle Cage for 1.9-3.6\" Diameter Bottle, for Handlebar & Frame, Motorcycle Cup Holder with Screw Tool, for Bicycle/Stroller/Scooter/Wheelchair/ATV", "asin": "B0DT4FTWWD", "price": "$18.39", "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 - [for 2-2.75\" Diameter Bottles] [for Handlebar & Frame] Motorcycle Cup Holder, Bicycle Drink Cage with Screw Tool, Fit Standard and Smaller Size Bottles", "asin": "B0CLG3ZPQQ", "price": "$16.99", "quantity": ""}, {"title": "Bike Water Bottle Holder Plastic Carbon Fiber Water Bottle Cage Cages for Road Bike...", "asin": "B0CSBNNLHB", "price": "$15.99", "quantity": ""}], "comparison_items": [{"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"}, {"title": "ROCKBROS Bike Water Bottle Holder Ultra-Light Bicycle Bottle Cages with Screws Tool, Universal Bike Cup Holder Rack for Road MTB Bikes", "asin": "B0B1J3Z8DH", "price": "$8.99"}, {"title": "Lightweight Bicycle Water Bottle Holder - Secure, Versatile, and Stylish Bike Universal Drink Cage, Cycling, Road/Mountain Bikes (Black)", "asin": "B0CTXKJ158", "price": "$4.95"}, {"title": "FiveBox Aluminum Alloy Biking Bicycle Water Bottle Cage Holder, Cycling Bike Water Bottle Cage", "asin": "B014P6HEDA", "price": "$6.99"}, {"title": "WEST BIKING Bike Water Bottle Cage, Durable Ultralight Plastic Water Drink Holder Rack, Lightweight PC for Bicycle, Cycling Bottle Holder Cages for MTB, Road/ Mountain Bikes", "asin": "B09R3NBHC2", "price": "$6.96"}, {"title": "2-Pack Bike Water Bottle Cage Bicycle Water Bottle Holder Lightweight & Strong Bicyle Mount for Road & Mountain Bikes with Screws Spanner", "asin": "B08B421LRX", "price": "$8.99"}] <|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": "2025-04-16T21:03:26.616Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-16T21:03:26.616Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-16T21:03:26.616Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "index": 2502, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-11T22:32:25.395Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:30.706Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:42.448Z\", \"action\": \"input\", \"action_argument\": \"shimano rx400\"}\n{\"timestamp\": \"2025-04-11T22:32:45.077Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:57.785Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:00.222Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:06.788Z\", \"action\": \"click_product\", \"action_argument\": \"B07YMBRRBN\"}\n{\"timestamp\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:09.722Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:10.452Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.140Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.753Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:12.706Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:13.415Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:14.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:32.057Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.069Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:03.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:04.519Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.202Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:09.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:16.580Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:17.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:38.047Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:39.801Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-15T18:39:22.602Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-15T18:39:42.262Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T18:58:06.027Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"bike bottle holder\"}],\n\"cart_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\": \"1\"},\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\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DHXFZL3J\"},\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\"},\n{\"price\": \"$8.99\"},\n{\"bullet_list\": \"\\u3010 Durable and Secure\\u3011 Made from high-quality plastic, this bicycle water bottle cage is designed to withstand even the tough riding conditions. The secure design ensures that your water bottle stays in place while you're riding, so you don't have to worry about it bouncing around. NOTICE: can fit bikes with holes spacing between 2.32-2.59 inches. \\u3010 Lightweight & Compact\\u3011 One of the best features of this bike drink holder is lightweight and compact design, which makes it easy to carry without adding extra weight to your ride. You'll barely notice that it's there until you need a sip of water during your ride. \\u3010 Easy Installation\\u3011 The bike water bottle cage is suitable for bikes with pre-drilled screws holes. The easy installation process means you can attach it in just a few minutes and start using it right away. The screws tool are included in the package. NOTICE: Check if your bike frame has threaded holes before purchasing. \\u3010 For 2.75-3.94\\\" Diameter Bottles\\u3011 This bike bottle holder is compatible with most standard water bottle sizes. It can fits bottles with diameter from 2.75 - 3.94 inches. Please measure your cup size before purchasing to ensure it fits. \\u3010 Great Bike Accessories\\u3011 This bike water holder is a good bike accessory that is perfect for long-distance rides, training sessions, or everyday commuting. A must-have accessory for staying hydrated and keeping your hands free while on the go.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"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\": \"Bike Water Bottle Holder Plastic Carbon Fiber Water Bottle Cage Cages for Road Bike...\", \"asin\": \"B0CSBNNLHB\", \"price\": \"$15.99\", \"quantity\": \"\"},\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\", \"quantity\": \"\"},\n{\"title\": \"WEST BIKING Bike Water Bottle Cage, Durable Ultralight Plastic Water Drink Holder Rack, Lightweight PC for Bicycle, Cycling Bottle Holder Cages for MTB, Road/ Mountain Bikes\", \"asin\": \"B09R3NBHC2\", \"price\": \"$6.96\", \"quantity\": \"\"},\n{\"title\": \"CITOOTY Bike Water Bottle Holder - 2 Pcs Ultralight Bicycle Cup Holder Cage with Screws Tool, Universal Resin Cycling Bottle Rack Brackets for Road MTB Mountain Bike, Fits for 2.75-3.94\\\" Diameter Cup\", \"asin\": \"B0DXF78QHQ\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"MoKo Bike Water Bottle Holder, Adjustable Bike Water Bottle Cage for 1.9-3.6\\\" Diameter Bottle, for Handlebar & Frame, Motorcycle Cup Holder with Screw Tool, for Bicycle/Stroller/Scooter/Wheelchair/ATV\", \"asin\": \"B0DT4FTWWD\", \"price\": \"$18.39\", \"quantity\": \"\"},\n{\"title\": \"ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder with Cage Mounting Base (Blue)\", \"asin\": \"B08SFZWZPP\", \"price\": \"$15.28\", \"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\": \"Lamicall Bike Water Bottle Holder - [for 2-2.75\\\" Diameter Bottles] [for Handlebar & Frame] Motorcycle Cup Holder, Bicycle Drink Cage with Screw Tool, Fit Standard and Smaller Size Bottles\", \"asin\": \"B0CLG3ZPQQ\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"USHAKE Water Bottle Cages, Basic MTB Bike Bicycle Alloy Aluminum Lightweight Water Bottle Holder Cages Brackets(2 Pack- Drilled Holes Required)\", \"asin\": \"B01FC5IN1K\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Cup Holder, Water Bottle Holder Handlebar with Mesh Pockets, Universal Cycling...\", \"asin\": \"B0BG75WTV2\", \"price\": \"$12.59\", \"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\": \"Bike Water Bottle Holder Plastic Carbon Fiber Water Bottle Cage Cages for Road Bike...\", \"asin\": \"B0CSBNNLHB\", \"price\": \"$15.99\", \"quantity\": \"\"},\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\", \"quantity\": \"\"},\n{\"title\": \"Bike Water Bottle Holder, Black or White Gloss, Secure Retention System, No Lost Bottles, Lightweight and Strong Bicycle Bottle Cage, Quick and Easy to Mount, Great for Road and Mountain Bikes\", \"asin\": \"B017RPEXLC\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder with Cage Mounting Base (Blue)\", \"asin\": \"B08SFZWZPP\", \"price\": \"$15.28\", \"quantity\": \"\"},\n{\"title\": \"Bike Water Bottle Holder with Bottle Combo Mount Cage Rack No Screws Mountain Bicyc...\", \"asin\": \"B095BVP5GV\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"MoKo Bike Water Bottle Holder, Adjustable Bike Water Bottle Cage for 1.9-3.6\\\" Diameter Bottle, for Handlebar & Frame, Motorcycle Cup Holder with Screw Tool, for Bicycle/Stroller/Scooter/Wheelchair/ATV\", \"asin\": \"B0DT4FTWWD\", \"price\": \"$18.39\", \"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 - [for 2-2.75\\\" Diameter Bottles] [for Handlebar & Frame] Motorcycle Cup Holder, Bicycle Drink Cage with Screw Tool, Fit Standard and Smaller Size Bottles\", \"asin\": \"B0CLG3ZPQQ\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Water Bottle Holder Plastic Carbon Fiber Water Bottle Cage Cages for Road Bike...\", \"asin\": \"B0CSBNNLHB\", \"price\": \"$15.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"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\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Holder Ultra-Light Bicycle Bottle Cages with Screws Tool, Universal Bike Cup Holder Rack for Road MTB Bikes\", \"asin\": \"B0B1J3Z8DH\", \"price\": \"$8.99\"},\n{\"title\": \"Lightweight Bicycle Water Bottle Holder - Secure, Versatile, and Stylish Bike Universal Drink Cage, Cycling, Road/Mountain Bikes (Black)\", \"asin\": \"B0CTXKJ158\", \"price\": \"$4.95\"},\n{\"title\": \"FiveBox Aluminum Alloy Biking Bicycle Water Bottle Cage Holder, Cycling Bike Water Bottle Cage\", \"asin\": \"B014P6HEDA\", \"price\": \"$6.99\"},\n{\"title\": \"WEST BIKING Bike Water Bottle Cage, Durable Ultralight Plastic Water Drink Holder Rack, Lightweight PC for Bicycle, Cycling Bottle Holder Cages for MTB, Road/ Mountain Bikes\", \"asin\": \"B09R3NBHC2\", \"price\": \"$6.96\"},\n{\"title\": \"2-Pack Bike Water Bottle Cage Bicycle Water Bottle Holder Lightweight & Strong Bicyle Mount for Road & Mountain Bikes with Screws Spanner\", \"asin\": \"B08B421LRX\", \"price\": \"$8.99\"}]\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\": \"2025-04-16T21:03:26.616Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-11T22:32:25.395Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:30.706Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:42.448Z\", \"action\": \"input\", \"action_argument\": \"shimano rx400\"}\n{\"timestamp\": \"2025-04-11T22:32:45.077Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:57.785Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:00.222Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:06.788Z\", \"action\": \"click_product\", \"action_argument\": \"B07YMBRRBN\"}\n{\"timestamp\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:09.722Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:10.452Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.140Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.753Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:12.706Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:13.415Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:14.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:32.057Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.069Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:03.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:04.519Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.202Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:09.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:16.580Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:17.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:38.047Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:39.801Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-15T18:39:22.602Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-15T18:39:42.262Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T18:58:06.027Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"bike bottle holder\"}],\n\"cart_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\": \"1\"},\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\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DHXFZL3J\"},\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\"},\n{\"price\": \"$8.99\"},\n{\"bullet_list\": \"\\u3010 Durable and Secure\\u3011 Made from high-quality plastic, this bicycle water bottle cage is designed to withstand even the tough riding conditions. The secure design ensures that your water bottle stays in place while you're riding, so you don't have to worry about it bouncing around. NOTICE: can fit bikes with holes spacing between 2.32-2.59 inches. \\u3010 Lightweight & Compact\\u3011 One of the best features of this bike drink holder is lightweight and compact design, which makes it easy to carry without adding extra weight to your ride. You'll barely notice that it's there until you need a sip of water during your ride. \\u3010 Easy Installation\\u3011 The bike water bottle cage is suitable for bikes with pre-drilled screws holes. The easy installation process means you can attach it in just a few minutes and start using it right away. The screws tool are included in the package. NOTICE: Check if your bike frame has threaded holes before purchasing. \\u3010 For 2.75-3.94\\\" Diameter Bottles\\u3011 This bike bottle holder is compatible with most standard water bottle sizes. It can fits bottles with diameter from 2.75 - 3.94 inches. Please measure your cup size before purchasing to ensure it fits. \\u3010 Great Bike Accessories\\u3011 This bike water holder is a good bike accessory that is perfect for long-distance rides, training sessions, or everyday commuting. A must-have accessory for staying hydrated and keeping your hands free while on the go.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Gray\"}],\n\"promotion_items\": [{\"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\": \"Bike Water Bottle Holder Plastic Carbon Fiber Water Bottle Cage Cages for Road Bike...\", \"asin\": \"B0CSBNNLHB\", \"price\": \"$15.99\", \"quantity\": \"\"},\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\", \"quantity\": \"\"},\n{\"title\": \"WEST BIKING Bike Water Bottle Cage, Durable Ultralight Plastic Water Drink Holder Rack, Lightweight PC for Bicycle, Cycling Bottle Holder Cages for MTB, Road/ Mountain Bikes\", \"asin\": \"B09R3NBHC2\", \"price\": \"$6.96\", \"quantity\": \"\"},\n{\"title\": \"CITOOTY Bike Water Bottle Holder - 2 Pcs Ultralight Bicycle Cup Holder Cage with Screws Tool, Universal Resin Cycling Bottle Rack Brackets for Road MTB Mountain Bike, Fits for 2.75-3.94\\\" Diameter Cup\", \"asin\": \"B0DXF78QHQ\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"MoKo Bike Water Bottle Holder, Adjustable Bike Water Bottle Cage for 1.9-3.6\\\" Diameter Bottle, for Handlebar & Frame, Motorcycle Cup Holder with Screw Tool, for Bicycle/Stroller/Scooter/Wheelchair/ATV\", \"asin\": \"B0DT4FTWWD\", \"price\": \"$18.39\", \"quantity\": \"\"},\n{\"title\": \"ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder with Cage Mounting Base (Blue)\", \"asin\": \"B08SFZWZPP\", \"price\": \"$15.28\", \"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\": \"Lamicall Bike Water Bottle Holder - [for 2-2.75\\\" Diameter Bottles] [for Handlebar & Frame] Motorcycle Cup Holder, Bicycle Drink Cage with Screw Tool, Fit Standard and Smaller Size Bottles\", \"asin\": \"B0CLG3ZPQQ\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"USHAKE Water Bottle Cages, Basic MTB Bike Bicycle Alloy Aluminum Lightweight Water Bottle Holder Cages Brackets(2 Pack- Drilled Holes Required)\", \"asin\": \"B01FC5IN1K\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Cup Holder, Water Bottle Holder Handlebar with Mesh Pockets, Universal Cycling...\", \"asin\": \"B0BG75WTV2\", \"price\": \"$12.59\", \"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\": \"Bike Water Bottle Holder Plastic Carbon Fiber Water Bottle Cage Cages for Road Bike...\", \"asin\": \"B0CSBNNLHB\", \"price\": \"$15.99\", \"quantity\": \"\"},\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\", \"quantity\": \"\"},\n{\"title\": \"Bike Water Bottle Holder, Black or White Gloss, Secure Retention System, No Lost Bottles, Lightweight and Strong Bicycle Bottle Cage, Quick and Easy to Mount, Great for Road and Mountain Bikes\", \"asin\": \"B017RPEXLC\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder with Cage Mounting Base (Blue)\", \"asin\": \"B08SFZWZPP\", \"price\": \"$15.28\", \"quantity\": \"\"},\n{\"title\": \"Bike Water Bottle Holder with Bottle Combo Mount Cage Rack No Screws Mountain Bicyc...\", \"asin\": \"B095BVP5GV\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"MoKo Bike Water Bottle Holder, Adjustable Bike Water Bottle Cage for 1.9-3.6\\\" Diameter Bottle, for Handlebar & Frame, Motorcycle Cup Holder with Screw Tool, for Bicycle/Stroller/Scooter/Wheelchair/ATV\", \"asin\": \"B0DT4FTWWD\", \"price\": \"$18.39\", \"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 - [for 2-2.75\\\" Diameter Bottles] [for Handlebar & Frame] Motorcycle Cup Holder, Bicycle Drink Cage with Screw Tool, Fit Standard and Smaller Size Bottles\", \"asin\": \"B0CLG3ZPQQ\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Water Bottle Holder Plastic Carbon Fiber Water Bottle Cage Cages for Road Bike...\", \"asin\": \"B0CSBNNLHB\", \"price\": \"$15.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"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\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Holder Ultra-Light Bicycle Bottle Cages with Screws Tool, Universal Bike Cup Holder Rack for Road MTB Bikes\", \"asin\": \"B0B1J3Z8DH\", \"price\": \"$8.99\"},\n{\"title\": \"Lightweight Bicycle Water Bottle Holder - Secure, Versatile, and Stylish Bike Universal Drink Cage, Cycling, Road/Mountain Bikes (Black)\", \"asin\": \"B0CTXKJ158\", \"price\": \"$4.95\"},\n{\"title\": \"FiveBox Aluminum Alloy Biking Bicycle Water Bottle Cage Holder, Cycling Bike Water Bottle Cage\", \"asin\": \"B014P6HEDA\", \"price\": \"$6.99\"},\n{\"title\": \"WEST BIKING Bike Water Bottle Cage, Durable Ultralight Plastic Water Drink Holder Rack, Lightweight PC for Bicycle, Cycling Bottle Holder Cages for MTB, Road/ Mountain Bikes\", \"asin\": \"B09R3NBHC2\", \"price\": \"$6.96\"},\n{\"title\": \"2-Pack Bike Water Bottle Cage Bicycle Water Bottle Holder Lightweight & Strong Bicyle Mount for Road & Mountain Bikes with Screws Spanner\", \"asin\": \"B08B421LRX\", \"price\": \"$8.99\"}]\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\": \"2025-04-16T21:03:35.541Z\", // 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
2025-04-16T21:03:35.541Z
click
product_option
rule
train
2,503
2025-04-16T21:03:35.541Z
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": "2025-04-11T22:32:25.395Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:30.706Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:42.448Z", "action": "input", "action_argument": "shimano rx400"} {"timestamp": "2025-04-11T22:32:45.077Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:57.785Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:33:00.222Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:33:06.788Z", "action": "click_product", "action_argument": "B07YMBRRBN"} {"timestamp": "2025-04-14T18:30:56.587Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-14T18:31:09.041Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:13.008Z", "action": "click_product", "action_argument": "B0CLKPNDKL"} {"timestamp": "2025-04-14T18:31:21.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T18:31:46.860Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:49.158Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:51.911Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T21:25:57.008Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:50.263Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:55.594Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:02.079Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:14.054Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:35:30.511Z", "action": "purchase", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-14T21:38:56.748Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T21:39:00.252Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-14T21:39:05.273Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:06.598Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:09.722Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:10.452Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:11.140Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:11.753Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:12.706Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:13.415Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:14.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:32.057Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:02.069Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:02.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:03.680Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:04.519Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:05.202Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:05.852Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:09.508Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:16.580Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:17.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:38.047Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:39.801Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-15T18:39:22.602Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-15T18:39:42.262Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T18:58:06.027Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"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"} <|memory_end|> <|action_start|> {"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"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "bike bottle holder"}], "cart_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": "1"}, {"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", "price": "$3.99", "quantity": "1"}], "product_details": [{"asin": "B0DHXFZL3J"}, {"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"}, {"price": "$8.99"}, {"bullet_list": "\u3010 Durable and Secure\u3011 Made from high-quality plastic, this bicycle water bottle cage is designed to withstand even the tough riding conditions. The secure design ensures that your water bottle stays in place while you're riding, so you don't have to worry about it bouncing around. NOTICE: can fit bikes with holes spacing between 2.32-2.59 inches. \u3010 Lightweight & Compact\u3011 One of the best features of this bike drink holder is lightweight and compact design, which makes it easy to carry without adding extra weight to your ride. You'll barely notice that it's there until you need a sip of water during your ride. \u3010 Easy Installation\u3011 The bike water bottle cage is suitable for bikes with pre-drilled screws holes. The easy installation process means you can attach it in just a few minutes and start using it right away. The screws tool are included in the package. NOTICE: Check if your bike frame has threaded holes before purchasing. \u3010 For 2.75-3.94\" Diameter Bottles\u3011 This bike bottle holder is compatible with most standard water bottle sizes. It can fits bottles with diameter from 2.75 - 3.94 inches. Please measure your cup size before purchasing to ensure it fits. \u3010 Great Bike Accessories\u3011 This bike water holder is a good bike accessory that is perfect for long-distance rides, training sessions, or everyday commuting. A must-have accessory for staying hydrated and keeping your hands free while on the go."}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Gray"}], "promotion_items": [{"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": "Bike Water Bottle Holder Plastic Carbon Fiber Water Bottle Cage Cages for Road Bike...", "asin": "B0CSBNNLHB", "price": "$15.99", "quantity": ""}, {"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", "quantity": ""}, {"title": "WEST BIKING Bike Water Bottle Cage, Durable Ultralight Plastic Water Drink Holder Rack, Lightweight PC for Bicycle, Cycling Bottle Holder Cages for MTB, Road/ Mountain Bikes", "asin": "B09R3NBHC2", "price": "$6.96", "quantity": ""}, {"title": "CITOOTY Bike Water Bottle Holder - 2 Pcs Ultralight Bicycle Cup Holder Cage with Screws Tool, Universal Resin Cycling Bottle Rack Brackets for Road MTB Mountain Bike, Fits for 2.75-3.94\" Diameter Cup", "asin": "B0DXF78QHQ", "price": "$6.99", "quantity": ""}, {"title": "MoKo Bike Water Bottle Holder, Adjustable Bike Water Bottle Cage for 1.9-3.6\" Diameter Bottle, for Handlebar & Frame, Motorcycle Cup Holder with Screw Tool, for Bicycle/Stroller/Scooter/Wheelchair/ATV", "asin": "B0DT4FTWWD", "price": "$18.39", "quantity": ""}, {"title": "ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder with Cage Mounting Base (Blue)", "asin": "B08SFZWZPP", "price": "$15.28", "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": "Lamicall Bike Water Bottle Holder - [for 2-2.75\" Diameter Bottles] [for Handlebar & Frame] Motorcycle Cup Holder, Bicycle Drink Cage with Screw Tool, Fit Standard and Smaller Size Bottles", "asin": "B0CLG3ZPQQ", "price": "$16.99", "quantity": ""}, {"title": "USHAKE Water Bottle Cages, Basic MTB Bike Bicycle Alloy Aluminum Lightweight Water Bottle Holder Cages Brackets(2 Pack- Drilled Holes Required)", "asin": "B01FC5IN1K", "price": "$11.99", "quantity": ""}, {"title": "Bike Cup Holder, Water Bottle Holder Handlebar with Mesh Pockets, Universal Cycling...", "asin": "B0BG75WTV2", "price": "$12.59", "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": "Bike Water Bottle Holder Plastic Carbon Fiber Water Bottle Cage Cages for Road Bike...", "asin": "B0CSBNNLHB", "price": "$15.99", "quantity": ""}, {"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", "quantity": ""}, {"title": "Bike Water Bottle Holder, Black or White Gloss, Secure Retention System, No Lost Bottles, Lightweight and Strong Bicycle Bottle Cage, Quick and Easy to Mount, Great for Road and Mountain Bikes", "asin": "B017RPEXLC", "price": "$9.99", "quantity": ""}, {"title": "ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder with Cage Mounting Base (Blue)", "asin": "B08SFZWZPP", "price": "$15.28", "quantity": ""}, {"title": "Bike Water Bottle Holder with Bottle Combo Mount Cage Rack No Screws Mountain Bicyc...", "asin": "B095BVP5GV", "price": "$22.99", "quantity": ""}, {"title": "MoKo Bike Water Bottle Holder, Adjustable Bike Water Bottle Cage for 1.9-3.6\" Diameter Bottle, for Handlebar & Frame, Motorcycle Cup Holder with Screw Tool, for Bicycle/Stroller/Scooter/Wheelchair/ATV", "asin": "B0DT4FTWWD", "price": "$18.39", "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 - [for 2-2.75\" Diameter Bottles] [for Handlebar & Frame] Motorcycle Cup Holder, Bicycle Drink Cage with Screw Tool, Fit Standard and Smaller Size Bottles", "asin": "B0CLG3ZPQQ", "price": "$16.99", "quantity": ""}, {"title": "Bike Water Bottle Holder Plastic Carbon Fiber Water Bottle Cage Cages for Road Bike...", "asin": "B0CSBNNLHB", "price": "$15.99", "quantity": ""}], "comparison_items": [{"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"}, {"title": "ROCKBROS Bike Water Bottle Holder Ultra-Light Bicycle Bottle Cages with Screws Tool, Universal Bike Cup Holder Rack for Road MTB Bikes", "asin": "B0B1J3Z8DH", "price": "$8.99"}, {"title": "Lightweight Bicycle Water Bottle Holder - Secure, Versatile, and Stylish Bike Universal Drink Cage, Cycling, Road/Mountain Bikes (Black)", "asin": "B0CTXKJ158", "price": "$4.95"}, {"title": "FiveBox Aluminum Alloy Biking Bicycle Water Bottle Cage Holder, Cycling Bike Water Bottle Cage", "asin": "B014P6HEDA", "price": "$6.99"}, {"title": "WEST BIKING Bike Water Bottle Cage, Durable Ultralight Plastic Water Drink Holder Rack, Lightweight PC for Bicycle, Cycling Bottle Holder Cages for MTB, Road/ Mountain Bikes", "asin": "B09R3NBHC2", "price": "$6.96"}, {"title": "2-Pack Bike Water Bottle Cage Bicycle Water Bottle Holder Lightweight & Strong Bicyle Mount for Road & Mountain Bikes with Screws Spanner", "asin": "B08B421LRX", "price": "$8.99"}] <|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": "2025-04-16T21:03:35.541Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-16T21:03:35.541Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-16T21:03:35.541Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>", "index": 2503, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-11T22:32:25.395Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:30.706Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:42.448Z\", \"action\": \"input\", \"action_argument\": \"shimano rx400\"}\n{\"timestamp\": \"2025-04-11T22:32:45.077Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:57.785Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:00.222Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:06.788Z\", \"action\": \"click_product\", \"action_argument\": \"B07YMBRRBN\"}\n{\"timestamp\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:09.722Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:10.452Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.140Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.753Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:12.706Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:13.415Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:14.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:32.057Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.069Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:03.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:04.519Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.202Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:09.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:16.580Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:17.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:38.047Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:39.801Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-15T18:39:22.602Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-15T18:39:42.262Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T18:58:06.027Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"bike bottle holder\"}],\n\"cart_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\": \"1\"},\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\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DHXFZL3J\"},\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\"},\n{\"price\": \"$8.99\"},\n{\"bullet_list\": \"\\u3010 Durable and Secure\\u3011 Made from high-quality plastic, this bicycle water bottle cage is designed to withstand even the tough riding conditions. The secure design ensures that your water bottle stays in place while you're riding, so you don't have to worry about it bouncing around. NOTICE: can fit bikes with holes spacing between 2.32-2.59 inches. \\u3010 Lightweight & Compact\\u3011 One of the best features of this bike drink holder is lightweight and compact design, which makes it easy to carry without adding extra weight to your ride. You'll barely notice that it's there until you need a sip of water during your ride. \\u3010 Easy Installation\\u3011 The bike water bottle cage is suitable for bikes with pre-drilled screws holes. The easy installation process means you can attach it in just a few minutes and start using it right away. The screws tool are included in the package. NOTICE: Check if your bike frame has threaded holes before purchasing. \\u3010 For 2.75-3.94\\\" Diameter Bottles\\u3011 This bike bottle holder is compatible with most standard water bottle sizes. It can fits bottles with diameter from 2.75 - 3.94 inches. Please measure your cup size before purchasing to ensure it fits. \\u3010 Great Bike Accessories\\u3011 This bike water holder is a good bike accessory that is perfect for long-distance rides, training sessions, or everyday commuting. A must-have accessory for staying hydrated and keeping your hands free while on the go.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Gray\"}],\n\"promotion_items\": [{\"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\": \"Bike Water Bottle Holder Plastic Carbon Fiber Water Bottle Cage Cages for Road Bike...\", \"asin\": \"B0CSBNNLHB\", \"price\": \"$15.99\", \"quantity\": \"\"},\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\", \"quantity\": \"\"},\n{\"title\": \"WEST BIKING Bike Water Bottle Cage, Durable Ultralight Plastic Water Drink Holder Rack, Lightweight PC for Bicycle, Cycling Bottle Holder Cages for MTB, Road/ Mountain Bikes\", \"asin\": \"B09R3NBHC2\", \"price\": \"$6.96\", \"quantity\": \"\"},\n{\"title\": \"CITOOTY Bike Water Bottle Holder - 2 Pcs Ultralight Bicycle Cup Holder Cage with Screws Tool, Universal Resin Cycling Bottle Rack Brackets for Road MTB Mountain Bike, Fits for 2.75-3.94\\\" Diameter Cup\", \"asin\": \"B0DXF78QHQ\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"MoKo Bike Water Bottle Holder, Adjustable Bike Water Bottle Cage for 1.9-3.6\\\" Diameter Bottle, for Handlebar & Frame, Motorcycle Cup Holder with Screw Tool, for Bicycle/Stroller/Scooter/Wheelchair/ATV\", \"asin\": \"B0DT4FTWWD\", \"price\": \"$18.39\", \"quantity\": \"\"},\n{\"title\": \"ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder with Cage Mounting Base (Blue)\", \"asin\": \"B08SFZWZPP\", \"price\": \"$15.28\", \"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\": \"Lamicall Bike Water Bottle Holder - [for 2-2.75\\\" Diameter Bottles] [for Handlebar & Frame] Motorcycle Cup Holder, Bicycle Drink Cage with Screw Tool, Fit Standard and Smaller Size Bottles\", \"asin\": \"B0CLG3ZPQQ\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"USHAKE Water Bottle Cages, Basic MTB Bike Bicycle Alloy Aluminum Lightweight Water Bottle Holder Cages Brackets(2 Pack- Drilled Holes Required)\", \"asin\": \"B01FC5IN1K\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Cup Holder, Water Bottle Holder Handlebar with Mesh Pockets, Universal Cycling...\", \"asin\": \"B0BG75WTV2\", \"price\": \"$12.59\", \"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\": \"Bike Water Bottle Holder Plastic Carbon Fiber Water Bottle Cage Cages for Road Bike...\", \"asin\": \"B0CSBNNLHB\", \"price\": \"$15.99\", \"quantity\": \"\"},\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\", \"quantity\": \"\"},\n{\"title\": \"Bike Water Bottle Holder, Black or White Gloss, Secure Retention System, No Lost Bottles, Lightweight and Strong Bicycle Bottle Cage, Quick and Easy to Mount, Great for Road and Mountain Bikes\", \"asin\": \"B017RPEXLC\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder with Cage Mounting Base (Blue)\", \"asin\": \"B08SFZWZPP\", \"price\": \"$15.28\", \"quantity\": \"\"},\n{\"title\": \"Bike Water Bottle Holder with Bottle Combo Mount Cage Rack No Screws Mountain Bicyc...\", \"asin\": \"B095BVP5GV\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"MoKo Bike Water Bottle Holder, Adjustable Bike Water Bottle Cage for 1.9-3.6\\\" Diameter Bottle, for Handlebar & Frame, Motorcycle Cup Holder with Screw Tool, for Bicycle/Stroller/Scooter/Wheelchair/ATV\", \"asin\": \"B0DT4FTWWD\", \"price\": \"$18.39\", \"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 - [for 2-2.75\\\" Diameter Bottles] [for Handlebar & Frame] Motorcycle Cup Holder, Bicycle Drink Cage with Screw Tool, Fit Standard and Smaller Size Bottles\", \"asin\": \"B0CLG3ZPQQ\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Water Bottle Holder Plastic Carbon Fiber Water Bottle Cage Cages for Road Bike...\", \"asin\": \"B0CSBNNLHB\", \"price\": \"$15.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"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\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Holder Ultra-Light Bicycle Bottle Cages with Screws Tool, Universal Bike Cup Holder Rack for Road MTB Bikes\", \"asin\": \"B0B1J3Z8DH\", \"price\": \"$8.99\"},\n{\"title\": \"Lightweight Bicycle Water Bottle Holder - Secure, Versatile, and Stylish Bike Universal Drink Cage, Cycling, Road/Mountain Bikes (Black)\", \"asin\": \"B0CTXKJ158\", \"price\": \"$4.95\"},\n{\"title\": \"FiveBox Aluminum Alloy Biking Bicycle Water Bottle Cage Holder, Cycling Bike Water Bottle Cage\", \"asin\": \"B014P6HEDA\", \"price\": \"$6.99\"},\n{\"title\": \"WEST BIKING Bike Water Bottle Cage, Durable Ultralight Plastic Water Drink Holder Rack, Lightweight PC for Bicycle, Cycling Bottle Holder Cages for MTB, Road/ Mountain Bikes\", \"asin\": \"B09R3NBHC2\", \"price\": \"$6.96\"},\n{\"title\": \"2-Pack Bike Water Bottle Cage Bicycle Water Bottle Holder Lightweight & Strong Bicyle Mount for Road & Mountain Bikes with Screws Spanner\", \"asin\": \"B08B421LRX\", \"price\": \"$8.99\"}]\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\": \"2025-04-16T21:03:35.541Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-11T22:32:25.395Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:30.706Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:42.448Z\", \"action\": \"input\", \"action_argument\": \"shimano rx400\"}\n{\"timestamp\": \"2025-04-11T22:32:45.077Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:57.785Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:00.222Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:06.788Z\", \"action\": \"click_product\", \"action_argument\": \"B07YMBRRBN\"}\n{\"timestamp\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:09.722Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:10.452Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.140Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.753Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:12.706Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:13.415Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:14.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:32.057Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.069Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:03.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:04.519Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.202Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:09.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:16.580Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:17.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:38.047Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:39.801Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-15T18:39:22.602Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-15T18:39:42.262Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T18:58:06.027Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"bike bottle holder\"}],\n\"cart_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\": \"1\"},\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\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DSVM6QRG\"},\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, Gray\"},\n{\"price\": \"$9.59\"},\n{\"bullet_list\": \"\\u3010 Durable and Secure\\u3011 Made from high-quality materials, this bicycle water bottle cage is designed to withstand even the tough riding conditions. The secure design ensures that your water bottle stays in place while you're riding, so you don't have to worry about it bouncing around. NOTICE: can fit bikes with holes spacing between 2.32-2.59 inches. \\u3010 Lightweight & Compact\\u3011 One of the best features of this bike drink holder is lightweight and compact design, which makes it easy to carry without adding extra weight to your ride. You'll barely notice that it's there until you need a sip of water during your ride. \\u3010 Easy Installation\\u3011 The bike water bottle cage is suitable for bikes with pre-drilled screws holes. The easy installation process means you can attach it in just a few minutes and start using it right away. The screws tool are included in the package. NOTICE: Check if your bike frame has threaded holes before purchasing. \\u3010 For 2.75-3.94\\\" Diameter Bottles\\u3011 This bike bottle holder is compatible with most standard water bottle sizes. It can fits bottles with diameter from 2.75 - 3.94 inches. Please measure your cup size before purchasing to ensure it fits. \\u3010 Great Bike Accessories\\u3011 This bike water holder is a good bike accessory that is perfect for long-distance rides, training sessions, or everyday commuting. A must-have accessory for staying hydrated and keeping your hands free while on the go.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Pink\"}],\n\"promotion_items\": [{\"title\": \"ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder with Cage Mounting Base (Blue)\", \"asin\": \"B08SFZWZPP\", \"price\": \"$15.28\", \"quantity\": \"\"},\n{\"title\": \"Ultralight Full Carbon Bottle Cage 18gr - Carbon Fiber Bike Parts - Carbon Fiber Bo...\", \"asin\": \"B0CL3BL822\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"Full Carbon Fiber Bike Water Bottle Holder, Ultra-Light Water Bottle Cage for Bike,...\", \"asin\": \"B0DK8T9WNM\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"CITOOTY Bike Water Bottle Holder - 2 Pcs Ultralight Bicycle Cup Holder Cage with Screws Tool, Universal Resin Cycling Bottle Rack Brackets for Road MTB Mountain Bike, Fits for 2.75-3.94\\\" Diameter Cup\", \"asin\": \"B0DXF78QHQ\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"MoKo Bike Water Bottle Holder, Adjustable Bike Water Bottle Cage for 1.9-3.6\\\" Diameter Bottle, for Handlebar & Frame, Motorcycle Cup Holder with Screw Tool, for Bicycle/Stroller/Scooter/Wheelchair/ATV\", \"asin\": \"B0DT4FTWWD\", \"price\": \"$18.39\", \"quantity\": \"\"},\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\", \"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 - [for 2-2.75\\\" Diameter Bottles] [for Handlebar & Frame] Motorcycle Cup Holder, Bicycle Drink Cage with Screw Tool, Fit Standard and Smaller Size Bottles\", \"asin\": \"B0CLG3ZPQQ\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Water Bottle Holder, Black or White Gloss, Secure Retention System, No Lost Bottles, Lightweight and Strong Bicycle Bottle Cage, Quick and Easy to Mount, Great for Road and Mountain Bikes\", \"asin\": \"B017RPEXLC\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Water Bottle Holder Plastic Carbon Fiber Water Bottle Cage Cages for Road Bike...\", \"asin\": \"B0CSBNNLHB\", \"price\": \"$15.99\", \"quantity\": \"\"},\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\", \"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\": \"ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder with Cage Mounting Base (Blue)\", \"asin\": \"B08SFZWZPP\", \"price\": \"$15.28\", \"quantity\": \"\"},\n{\"title\": \"Corki Cycles Bike Water Bottle Holder Aluminum Alloy, Universal Bike Water Bottle Cage for Road, Mountain and Gravel Bikes - 1Pack - Blue\", \"asin\": \"B0CNT34Z9R\", \"price\": \"$11.99\", \"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\": \"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\": \"Bike Water Bottle Holder Ultra-Light Bicycle Bottle Cages with Cage Mounting Base f...\", \"asin\": \"B0D9D1SB5N\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder with Cage Mounting Base (Yellow)\", \"asin\": \"B08SH3QFYC\", \"price\": \"$15.28\", \"quantity\": \"\"},\n{\"title\": \"Lamicall Bike Water Bottle Holder - [for 2-2.75\\\" Diameter Bottles] [for Handlebar & Frame] Motorcycle Cup Holder, Bicycle Drink Cage with Screw Tool, Fit Standard and Smaller Size Bottles\", \"asin\": \"B0CLG3ZPQQ\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"MoKo Bike Water Bottle Holder, Adjustable Bike Water Bottle Cage for 1.9-3.6\\\" Diameter Bottle, for Handlebar & Frame, Motorcycle Cup Holder with Screw Tool, for Bicycle/Stroller/Scooter/Wheelchair/ATV\", \"asin\": \"B0DT4FTWWD\", \"price\": \"$18.39\", \"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\"comparison_items\": [{\"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, Gray\", \"asin\": \"B0DSVM6QRG\", \"price\": \"$9.59\"},\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\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Holder, Lightweight Durable Bike Water Bottle Cage, Water Bottle Holder for Road Mountain Bikes\", \"asin\": \"B0CSNKYLR5\", \"price\": \"$8.99\"},\n{\"title\": \"Corki Cycles Bike Water Bottle Holder Right Side Load Water Bottle Cage for Road, MTB, Gravel Bicycle Black 2-Pack\", \"asin\": \"B07V5FLTB5\", \"price\": \"$14.95\"},\n{\"title\": \"HASAGEI Bike Water Bottle Holder, Durable Non-Slip Lightweight Universal Bicycle Bottle Cage for Mountain/Road Cycling Accessories\", \"asin\": \"B0DS23NN8V\", \"price\": \"$9.99\"},\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\"}]\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\": \"2025-04-16T21:03:49.782Z\", // 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
2025-04-16T21:03:49.782Z
click
product_option
rule
train
2,504
2025-04-16T21:03:49.782Z
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": "2025-04-11T22:32:25.395Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:30.706Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:42.448Z", "action": "input", "action_argument": "shimano rx400"} {"timestamp": "2025-04-11T22:32:45.077Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:57.785Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:33:00.222Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:33:06.788Z", "action": "click_product", "action_argument": "B07YMBRRBN"} {"timestamp": "2025-04-14T18:30:56.587Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-14T18:31:09.041Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:13.008Z", "action": "click_product", "action_argument": "B0CLKPNDKL"} {"timestamp": "2025-04-14T18:31:21.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T18:31:46.860Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:49.158Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:51.911Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T21:25:57.008Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:50.263Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:55.594Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:02.079Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:14.054Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:35:30.511Z", "action": "purchase", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-14T21:38:56.748Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T21:39:00.252Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-14T21:39:05.273Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:06.598Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:09.722Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:10.452Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:11.140Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:11.753Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:12.706Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:13.415Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:14.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:32.057Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:02.069Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:02.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:03.680Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:04.519Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:05.202Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:05.852Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:09.508Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:16.580Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:17.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:38.047Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:39.801Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-15T18:39:22.602Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-15T18:39:42.262Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T18:58:06.027Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"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"} <|memory_end|> <|action_start|> {"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"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "bike bottle holder"}], "cart_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": "1"}, {"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", "price": "$3.99", "quantity": "1"}], "product_details": [{"asin": "B0DSVM6QRG"}, {"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, Gray"}, {"price": "$9.59"}, {"bullet_list": "\u3010 Durable and Secure\u3011 Made from high-quality materials, this bicycle water bottle cage is designed to withstand even the tough riding conditions. The secure design ensures that your water bottle stays in place while you're riding, so you don't have to worry about it bouncing around. NOTICE: can fit bikes with holes spacing between 2.32-2.59 inches. \u3010 Lightweight & Compact\u3011 One of the best features of this bike drink holder is lightweight and compact design, which makes it easy to carry without adding extra weight to your ride. You'll barely notice that it's there until you need a sip of water during your ride. \u3010 Easy Installation\u3011 The bike water bottle cage is suitable for bikes with pre-drilled screws holes. The easy installation process means you can attach it in just a few minutes and start using it right away. The screws tool are included in the package. NOTICE: Check if your bike frame has threaded holes before purchasing. \u3010 For 2.75-3.94\" Diameter Bottles\u3011 This bike bottle holder is compatible with most standard water bottle sizes. It can fits bottles with diameter from 2.75 - 3.94 inches. Please measure your cup size before purchasing to ensure it fits. \u3010 Great Bike Accessories\u3011 This bike water holder is a good bike accessory that is perfect for long-distance rides, training sessions, or everyday commuting. A must-have accessory for staying hydrated and keeping your hands free while on the go."}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Pink"}], "promotion_items": [{"title": "ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder with Cage Mounting Base (Blue)", "asin": "B08SFZWZPP", "price": "$15.28", "quantity": ""}, {"title": "Ultralight Full Carbon Bottle Cage 18gr - Carbon Fiber Bike Parts - Carbon Fiber Bo...", "asin": "B0CL3BL822", "price": "$19.95", "quantity": ""}, {"title": "Full Carbon Fiber Bike Water Bottle Holder, Ultra-Light Water Bottle Cage for Bike,...", "asin": "B0DK8T9WNM", "price": "$15.99", "quantity": ""}, {"title": "CITOOTY Bike Water Bottle Holder - 2 Pcs Ultralight Bicycle Cup Holder Cage with Screws Tool, Universal Resin Cycling Bottle Rack Brackets for Road MTB Mountain Bike, Fits for 2.75-3.94\" Diameter Cup", "asin": "B0DXF78QHQ", "price": "$6.99", "quantity": ""}, {"title": "MoKo Bike Water Bottle Holder, Adjustable Bike Water Bottle Cage for 1.9-3.6\" Diameter Bottle, for Handlebar & Frame, Motorcycle Cup Holder with Screw Tool, for Bicycle/Stroller/Scooter/Wheelchair/ATV", "asin": "B0DT4FTWWD", "price": "$18.39", "quantity": ""}, {"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", "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 - [for 2-2.75\" Diameter Bottles] [for Handlebar & Frame] Motorcycle Cup Holder, Bicycle Drink Cage with Screw Tool, Fit Standard and Smaller Size Bottles", "asin": "B0CLG3ZPQQ", "price": "$16.99", "quantity": ""}, {"title": "Bike Water Bottle Holder, Black or White Gloss, Secure Retention System, No Lost Bottles, Lightweight and Strong Bicycle Bottle Cage, Quick and Easy to Mount, Great for Road and Mountain Bikes", "asin": "B017RPEXLC", "price": "$9.99", "quantity": ""}, {"title": "Bike Water Bottle Holder Plastic Carbon Fiber Water Bottle Cage Cages for Road Bike...", "asin": "B0CSBNNLHB", "price": "$15.99", "quantity": ""}, {"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", "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": "ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder with Cage Mounting Base (Blue)", "asin": "B08SFZWZPP", "price": "$15.28", "quantity": ""}, {"title": "Corki Cycles Bike Water Bottle Holder Aluminum Alloy, Universal Bike Water Bottle Cage for Road, Mountain and Gravel Bikes - 1Pack - Blue", "asin": "B0CNT34Z9R", "price": "$11.99", "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": "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": "Bike Water Bottle Holder Ultra-Light Bicycle Bottle Cages with Cage Mounting Base f...", "asin": "B0D9D1SB5N", "price": "$15.99", "quantity": ""}, {"title": "ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder with Cage Mounting Base (Yellow)", "asin": "B08SH3QFYC", "price": "$15.28", "quantity": ""}, {"title": "Lamicall Bike Water Bottle Holder - [for 2-2.75\" Diameter Bottles] [for Handlebar & Frame] Motorcycle Cup Holder, Bicycle Drink Cage with Screw Tool, Fit Standard and Smaller Size Bottles", "asin": "B0CLG3ZPQQ", "price": "$16.99", "quantity": ""}, {"title": "MoKo Bike Water Bottle Holder, Adjustable Bike Water Bottle Cage for 1.9-3.6\" Diameter Bottle, for Handlebar & Frame, Motorcycle Cup Holder with Screw Tool, for Bicycle/Stroller/Scooter/Wheelchair/ATV", "asin": "B0DT4FTWWD", "price": "$18.39", "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": ""}], "comparison_items": [{"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, Gray", "asin": "B0DSVM6QRG", "price": "$9.59"}, {"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"}, {"title": "ROCKBROS Bike Water Bottle Holder, Lightweight Durable Bike Water Bottle Cage, Water Bottle Holder for Road Mountain Bikes", "asin": "B0CSNKYLR5", "price": "$8.99"}, {"title": "Corki Cycles Bike Water Bottle Holder Right Side Load Water Bottle Cage for Road, MTB, Gravel Bicycle Black 2-Pack", "asin": "B07V5FLTB5", "price": "$14.95"}, {"title": "HASAGEI Bike Water Bottle Holder, Durable Non-Slip Lightweight Universal Bicycle Bottle Cage for Mountain/Road Cycling Accessories", "asin": "B0DS23NN8V", "price": "$9.99"}, {"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"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-16T21:03:49.782Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-16T21:03:49.782Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-16T21:03:49.782Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>", "index": 2504, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-11T22:32:25.395Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:30.706Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:42.448Z\", \"action\": \"input\", \"action_argument\": \"shimano rx400\"}\n{\"timestamp\": \"2025-04-11T22:32:45.077Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:57.785Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:00.222Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:06.788Z\", \"action\": \"click_product\", \"action_argument\": \"B07YMBRRBN\"}\n{\"timestamp\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:09.722Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:10.452Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.140Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.753Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:12.706Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:13.415Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:14.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:32.057Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.069Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:03.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:04.519Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.202Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:09.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:16.580Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:17.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:38.047Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:39.801Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-15T18:39:22.602Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-15T18:39:42.262Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T18:58:06.027Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"bike bottle holder\"}],\n\"cart_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\": \"1\"},\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\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DSVM6QRG\"},\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, Gray\"},\n{\"price\": \"$9.59\"},\n{\"bullet_list\": \"\\u3010 Durable and Secure\\u3011 Made from high-quality materials, this bicycle water bottle cage is designed to withstand even the tough riding conditions. The secure design ensures that your water bottle stays in place while you're riding, so you don't have to worry about it bouncing around. NOTICE: can fit bikes with holes spacing between 2.32-2.59 inches. \\u3010 Lightweight & Compact\\u3011 One of the best features of this bike drink holder is lightweight and compact design, which makes it easy to carry without adding extra weight to your ride. You'll barely notice that it's there until you need a sip of water during your ride. \\u3010 Easy Installation\\u3011 The bike water bottle cage is suitable for bikes with pre-drilled screws holes. The easy installation process means you can attach it in just a few minutes and start using it right away. The screws tool are included in the package. NOTICE: Check if your bike frame has threaded holes before purchasing. \\u3010 For 2.75-3.94\\\" Diameter Bottles\\u3011 This bike bottle holder is compatible with most standard water bottle sizes. It can fits bottles with diameter from 2.75 - 3.94 inches. Please measure your cup size before purchasing to ensure it fits. \\u3010 Great Bike Accessories\\u3011 This bike water holder is a good bike accessory that is perfect for long-distance rides, training sessions, or everyday commuting. A must-have accessory for staying hydrated and keeping your hands free while on the go.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Pink\"}],\n\"promotion_items\": [{\"title\": \"ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder with Cage Mounting Base (Blue)\", \"asin\": \"B08SFZWZPP\", \"price\": \"$15.28\", \"quantity\": \"\"},\n{\"title\": \"Ultralight Full Carbon Bottle Cage 18gr - Carbon Fiber Bike Parts - Carbon Fiber Bo...\", \"asin\": \"B0CL3BL822\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"Full Carbon Fiber Bike Water Bottle Holder, Ultra-Light Water Bottle Cage for Bike,...\", \"asin\": \"B0DK8T9WNM\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"CITOOTY Bike Water Bottle Holder - 2 Pcs Ultralight Bicycle Cup Holder Cage with Screws Tool, Universal Resin Cycling Bottle Rack Brackets for Road MTB Mountain Bike, Fits for 2.75-3.94\\\" Diameter Cup\", \"asin\": \"B0DXF78QHQ\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"MoKo Bike Water Bottle Holder, Adjustable Bike Water Bottle Cage for 1.9-3.6\\\" Diameter Bottle, for Handlebar & Frame, Motorcycle Cup Holder with Screw Tool, for Bicycle/Stroller/Scooter/Wheelchair/ATV\", \"asin\": \"B0DT4FTWWD\", \"price\": \"$18.39\", \"quantity\": \"\"},\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\", \"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 - [for 2-2.75\\\" Diameter Bottles] [for Handlebar & Frame] Motorcycle Cup Holder, Bicycle Drink Cage with Screw Tool, Fit Standard and Smaller Size Bottles\", \"asin\": \"B0CLG3ZPQQ\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Water Bottle Holder, Black or White Gloss, Secure Retention System, No Lost Bottles, Lightweight and Strong Bicycle Bottle Cage, Quick and Easy to Mount, Great for Road and Mountain Bikes\", \"asin\": \"B017RPEXLC\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Water Bottle Holder Plastic Carbon Fiber Water Bottle Cage Cages for Road Bike...\", \"asin\": \"B0CSBNNLHB\", \"price\": \"$15.99\", \"quantity\": \"\"},\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\", \"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\": \"ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder with Cage Mounting Base (Blue)\", \"asin\": \"B08SFZWZPP\", \"price\": \"$15.28\", \"quantity\": \"\"},\n{\"title\": \"Corki Cycles Bike Water Bottle Holder Aluminum Alloy, Universal Bike Water Bottle Cage for Road, Mountain and Gravel Bikes - 1Pack - Blue\", \"asin\": \"B0CNT34Z9R\", \"price\": \"$11.99\", \"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\": \"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\": \"Bike Water Bottle Holder Ultra-Light Bicycle Bottle Cages with Cage Mounting Base f...\", \"asin\": \"B0D9D1SB5N\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder with Cage Mounting Base (Yellow)\", \"asin\": \"B08SH3QFYC\", \"price\": \"$15.28\", \"quantity\": \"\"},\n{\"title\": \"Lamicall Bike Water Bottle Holder - [for 2-2.75\\\" Diameter Bottles] [for Handlebar & Frame] Motorcycle Cup Holder, Bicycle Drink Cage with Screw Tool, Fit Standard and Smaller Size Bottles\", \"asin\": \"B0CLG3ZPQQ\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"MoKo Bike Water Bottle Holder, Adjustable Bike Water Bottle Cage for 1.9-3.6\\\" Diameter Bottle, for Handlebar & Frame, Motorcycle Cup Holder with Screw Tool, for Bicycle/Stroller/Scooter/Wheelchair/ATV\", \"asin\": \"B0DT4FTWWD\", \"price\": \"$18.39\", \"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\"comparison_items\": [{\"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, Gray\", \"asin\": \"B0DSVM6QRG\", \"price\": \"$9.59\"},\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\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Holder, Lightweight Durable Bike Water Bottle Cage, Water Bottle Holder for Road Mountain Bikes\", \"asin\": \"B0CSNKYLR5\", \"price\": \"$8.99\"},\n{\"title\": \"Corki Cycles Bike Water Bottle Holder Right Side Load Water Bottle Cage for Road, MTB, Gravel Bicycle Black 2-Pack\", \"asin\": \"B07V5FLTB5\", \"price\": \"$14.95\"},\n{\"title\": \"HASAGEI Bike Water Bottle Holder, Durable Non-Slip Lightweight Universal Bicycle Bottle Cage for Mountain/Road Cycling Accessories\", \"asin\": \"B0DS23NN8V\", \"price\": \"$9.99\"},\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\"}]\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\": \"2025-04-16T21:03:49.782Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-11T22:32:25.395Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:30.706Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:42.448Z\", \"action\": \"input\", \"action_argument\": \"shimano rx400\"}\n{\"timestamp\": \"2025-04-11T22:32:45.077Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:57.785Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:00.222Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:06.788Z\", \"action\": \"click_product\", \"action_argument\": \"B07YMBRRBN\"}\n{\"timestamp\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:09.722Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:10.452Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.140Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.753Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:12.706Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:13.415Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:14.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:32.057Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.069Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:03.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:04.519Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.202Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:09.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:16.580Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:17.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:38.047Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:39.801Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-15T18:39:22.602Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-15T18:39:42.262Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T18:58:06.027Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"bike bottle holder\"}],\n\"cart_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\": \"1\"},\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\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DSVN6RMT\"},\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, Pink\"},\n{\"price\": \"$9.59\"},\n{\"bullet_list\": \"\\u3010 Durable and Secure\\u3011 Made from high-quality materials, this bicycle water bottle cage is designed to withstand even the tough riding conditions. The secure design ensures that your water bottle stays in place while you're riding, so you don't have to worry about it bouncing around. NOTICE: can fit bikes with holes spacing between 2.32-2.59 inches. \\u3010 Lightweight & Compact\\u3011 One of the best features of this bike drink holder is lightweight and compact design, which makes it easy to carry without adding extra weight to your ride. You'll barely notice that it's there until you need a sip of water during your ride. \\u3010 Easy Installation\\u3011 The bike water bottle cage is suitable for bikes with pre-drilled screws holes. The easy installation process means you can attach it in just a few minutes and start using it right away. The screws tool are included in the package. NOTICE: Check if your bike frame has threaded holes before purchasing. \\u3010 For 2.75-3.94\\\" Diameter Bottles\\u3011 This bike bottle holder is compatible with most standard water bottle sizes. It can fits bottles with diameter from 2.75 - 3.94 inches. Please measure your cup size before purchasing to ensure it fits. \\u3010 Great Bike Accessories\\u3011 This bike water holder is a good bike accessory that is perfect for long-distance rides, training sessions, or everyday commuting. A must-have accessory for staying hydrated and keeping your hands free while on the go.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"White\"}],\n\"promotion_items\": [{\"title\": \"Ultralight Full Carbon Bottle Cage 18gr - Carbon Fiber Parts for Road and Mountain ...\", \"asin\": \"B0CL3BVTGL\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder with Cage Mounting Base (Blue)\", \"asin\": \"B08SFZWZPP\", \"price\": \"$15.28\", \"quantity\": \"\"},\n{\"title\": \"Bike Water Bottle Holder: Ultra-Light Bicycle Bottle Cages with Screws, Alloy Alumi...\", \"asin\": \"B0DHK9PSTK\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"WEST BIKING Bike Water Bottle Cage, Durable Ultralight Plastic Water Drink Holder Rack, Lightweight PC for Bicycle, Cycling Bottle Holder Cages for MTB, Road/ Mountain Bikes\", \"asin\": \"B09R3NBHC2\", \"price\": \"$6.96\", \"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\": \"Bike Water Bottle Holder, KABON Lightweight Bicycle Alloy Aluminum Side Load Water Bottle Cage Brackets for Road Bike MTB Cycling Accessories - Blue\", \"asin\": \"B0852YV71K\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Water Bottle Holder Plastic Carbon Fiber Water Bottle Cage Cages for Road Bike...\", \"asin\": \"B0CSBNNLHB\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Water Bottle Holder, Black or White Gloss, Secure Retention System, No Lost Bottles, Lightweight and Strong Bicycle Bottle Cage, Quick and Easy to Mount, Great for Road and Mountain Bikes\", \"asin\": \"B017RPEXLC\", \"price\": \"$9.99\", \"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\": \"Bike Water Bottle Holder Plastic Carbon Fiber Water Bottle Cage Cages for Road Bike...\", \"asin\": \"B0CSBNNLHB\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Cup Holder, Water Bottle Holder Handlebar with Mesh Pockets, Universal Cycling...\", \"asin\": \"B0BG75WTV2\", \"price\": \"$12.59\", \"quantity\": \"\"},\n{\"title\": \"Corki Cycles Bike Water Bottle Holder Aluminum Alloy, Universal Bike Water Bottle Cage for Road, Mountain and Gravel Bikes - 1Pack - Blue\", \"asin\": \"B0CNT34Z9R\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"WEST BIKING Bike Water Bottle Cage, Durable Ultralight Plastic Water Drink Holder Rack, Lightweight PC for Bicycle, Cycling Bottle Holder Cages for MTB, Road/ Mountain Bikes\", \"asin\": \"B09R3NBHC2\", \"price\": \"$6.96\", \"quantity\": \"\"},\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\", \"quantity\": \"\"},\n{\"title\": \"ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder with Cage Mounting Base (Pink)\", \"asin\": \"B08SGVRBT5\", \"price\": \"$15.28\", \"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\": \"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\": \"Corki Cycles Bike Water Bottle Holder Aluminum Alloy, Universal Bike Water Bottle Cage for Road, Mountain and Gravel Bikes -1 Pack - Red\", \"asin\": \"B0CNT3VFGN\", \"price\": \"$11.99\", \"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\": \"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 Water Bottle Holder: Ultra-Light Bicycle Bottle Cages with Screws, Alloy Alumi...\", \"asin\": \"B0DHK9PSTK\", \"price\": \"$12.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"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, Pink\", \"asin\": \"B0DSVN6RMT\", \"price\": \"$9.59\"},\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\"},\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\"},\n{\"title\": \"KEWIG Bicycle Water Bottle Holder for Bike & Motorcycle, Adjustable Bike Water Bottle Cages Fit for Diameter 2'' - 3'' Cup, Compatible for Handlebars or Tubes 20mm to 35mm in Diameter\", \"asin\": \"B0B1LHTKWL\", \"price\": \"$15.88\"},\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\"},\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<|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\": \"2025-04-16T21:03:54.875Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-16T21:03:54.875Z
click
product_option
rule
train
2,505
2025-04-16T21:03:54.875Z
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": "2025-04-11T22:32:25.395Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:30.706Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:42.448Z", "action": "input", "action_argument": "shimano rx400"} {"timestamp": "2025-04-11T22:32:45.077Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:57.785Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:33:00.222Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:33:06.788Z", "action": "click_product", "action_argument": "B07YMBRRBN"} {"timestamp": "2025-04-14T18:30:56.587Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-14T18:31:09.041Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:13.008Z", "action": "click_product", "action_argument": "B0CLKPNDKL"} {"timestamp": "2025-04-14T18:31:21.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T18:31:46.860Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:49.158Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:51.911Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T21:25:57.008Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:50.263Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:55.594Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:02.079Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:14.054Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:35:30.511Z", "action": "purchase", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-14T21:38:56.748Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T21:39:00.252Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-14T21:39:05.273Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:06.598Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:09.722Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:10.452Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:11.140Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:11.753Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:12.706Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:13.415Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:14.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:32.057Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:02.069Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:02.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:03.680Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:04.519Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:05.202Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:05.852Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:09.508Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:16.580Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:17.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:38.047Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:39.801Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-15T18:39:22.602Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-15T18:39:42.262Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T18:58:06.027Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"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"} <|memory_end|> <|action_start|> {"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"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "bike bottle holder"}], "cart_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": "1"}, {"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", "price": "$3.99", "quantity": "1"}], "product_details": [{"asin": "B0DSVN6RMT"}, {"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, Pink"}, {"price": "$9.59"}, {"bullet_list": "\u3010 Durable and Secure\u3011 Made from high-quality materials, this bicycle water bottle cage is designed to withstand even the tough riding conditions. The secure design ensures that your water bottle stays in place while you're riding, so you don't have to worry about it bouncing around. NOTICE: can fit bikes with holes spacing between 2.32-2.59 inches. \u3010 Lightweight & Compact\u3011 One of the best features of this bike drink holder is lightweight and compact design, which makes it easy to carry without adding extra weight to your ride. You'll barely notice that it's there until you need a sip of water during your ride. \u3010 Easy Installation\u3011 The bike water bottle cage is suitable for bikes with pre-drilled screws holes. The easy installation process means you can attach it in just a few minutes and start using it right away. The screws tool are included in the package. NOTICE: Check if your bike frame has threaded holes before purchasing. \u3010 For 2.75-3.94\" Diameter Bottles\u3011 This bike bottle holder is compatible with most standard water bottle sizes. It can fits bottles with diameter from 2.75 - 3.94 inches. Please measure your cup size before purchasing to ensure it fits. \u3010 Great Bike Accessories\u3011 This bike water holder is a good bike accessory that is perfect for long-distance rides, training sessions, or everyday commuting. A must-have accessory for staying hydrated and keeping your hands free while on the go."}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "White"}], "promotion_items": [{"title": "Ultralight Full Carbon Bottle Cage 18gr - Carbon Fiber Parts for Road and Mountain ...", "asin": "B0CL3BVTGL", "price": "$19.95", "quantity": ""}, {"title": "ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder with Cage Mounting Base (Blue)", "asin": "B08SFZWZPP", "price": "$15.28", "quantity": ""}, {"title": "Bike Water Bottle Holder: Ultra-Light Bicycle Bottle Cages with Screws, Alloy Alumi...", "asin": "B0DHK9PSTK", "price": "$12.99", "quantity": ""}, {"title": "WEST BIKING Bike Water Bottle Cage, Durable Ultralight Plastic Water Drink Holder Rack, Lightweight PC for Bicycle, Cycling Bottle Holder Cages for MTB, Road/ Mountain Bikes", "asin": "B09R3NBHC2", "price": "$6.96", "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": "Bike Water Bottle Holder, KABON Lightweight Bicycle Alloy Aluminum Side Load Water Bottle Cage Brackets for Road Bike MTB Cycling Accessories - Blue", "asin": "B0852YV71K", "price": "$9.99", "quantity": ""}, {"title": "Bike Water Bottle Holder Plastic Carbon Fiber Water Bottle Cage Cages for Road Bike...", "asin": "B0CSBNNLHB", "price": "$15.99", "quantity": ""}, {"title": "Bike Water Bottle Holder, Black or White Gloss, Secure Retention System, No Lost Bottles, Lightweight and Strong Bicycle Bottle Cage, Quick and Easy to Mount, Great for Road and Mountain Bikes", "asin": "B017RPEXLC", "price": "$9.99", "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": "Bike Water Bottle Holder Plastic Carbon Fiber Water Bottle Cage Cages for Road Bike...", "asin": "B0CSBNNLHB", "price": "$15.99", "quantity": ""}, {"title": "Bike Cup Holder, Water Bottle Holder Handlebar with Mesh Pockets, Universal Cycling...", "asin": "B0BG75WTV2", "price": "$12.59", "quantity": ""}, {"title": "Corki Cycles Bike Water Bottle Holder Aluminum Alloy, Universal Bike Water Bottle Cage for Road, Mountain and Gravel Bikes - 1Pack - Blue", "asin": "B0CNT34Z9R", "price": "$11.99", "quantity": ""}, {"title": "WEST BIKING Bike Water Bottle Cage, Durable Ultralight Plastic Water Drink Holder Rack, Lightweight PC for Bicycle, Cycling Bottle Holder Cages for MTB, Road/ Mountain Bikes", "asin": "B09R3NBHC2", "price": "$6.96", "quantity": ""}, {"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", "quantity": ""}, {"title": "ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder with Cage Mounting Base (Pink)", "asin": "B08SGVRBT5", "price": "$15.28", "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": "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": "Corki Cycles Bike Water Bottle Holder Aluminum Alloy, Universal Bike Water Bottle Cage for Road, Mountain and Gravel Bikes -1 Pack - Red", "asin": "B0CNT3VFGN", "price": "$11.99", "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": "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 Water Bottle Holder: Ultra-Light Bicycle Bottle Cages with Screws, Alloy Alumi...", "asin": "B0DHK9PSTK", "price": "$12.99", "quantity": ""}], "comparison_items": [{"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, Pink", "asin": "B0DSVN6RMT", "price": "$9.59"}, {"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"}, {"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"}, {"title": "KEWIG Bicycle Water Bottle Holder for Bike & Motorcycle, Adjustable Bike Water Bottle Cages Fit for Diameter 2'' - 3'' Cup, Compatible for Handlebars or Tubes 20mm to 35mm in Diameter", "asin": "B0B1LHTKWL", "price": "$15.88"}, {"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"}, {"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"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-16T21:03:54.875Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-16T21:03:54.875Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-16T21:03:54.875Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>", "index": 2505, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-11T22:32:25.395Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:30.706Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:42.448Z\", \"action\": \"input\", \"action_argument\": \"shimano rx400\"}\n{\"timestamp\": \"2025-04-11T22:32:45.077Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:57.785Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:00.222Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:06.788Z\", \"action\": \"click_product\", \"action_argument\": \"B07YMBRRBN\"}\n{\"timestamp\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:09.722Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:10.452Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.140Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.753Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:12.706Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:13.415Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:14.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:32.057Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.069Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:03.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:04.519Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.202Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:09.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:16.580Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:17.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:38.047Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:39.801Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-15T18:39:22.602Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-15T18:39:42.262Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T18:58:06.027Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"bike bottle holder\"}],\n\"cart_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\": \"1\"},\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\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DSVN6RMT\"},\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, Pink\"},\n{\"price\": \"$9.59\"},\n{\"bullet_list\": \"\\u3010 Durable and Secure\\u3011 Made from high-quality materials, this bicycle water bottle cage is designed to withstand even the tough riding conditions. The secure design ensures that your water bottle stays in place while you're riding, so you don't have to worry about it bouncing around. NOTICE: can fit bikes with holes spacing between 2.32-2.59 inches. \\u3010 Lightweight & Compact\\u3011 One of the best features of this bike drink holder is lightweight and compact design, which makes it easy to carry without adding extra weight to your ride. You'll barely notice that it's there until you need a sip of water during your ride. \\u3010 Easy Installation\\u3011 The bike water bottle cage is suitable for bikes with pre-drilled screws holes. The easy installation process means you can attach it in just a few minutes and start using it right away. The screws tool are included in the package. NOTICE: Check if your bike frame has threaded holes before purchasing. \\u3010 For 2.75-3.94\\\" Diameter Bottles\\u3011 This bike bottle holder is compatible with most standard water bottle sizes. It can fits bottles with diameter from 2.75 - 3.94 inches. Please measure your cup size before purchasing to ensure it fits. \\u3010 Great Bike Accessories\\u3011 This bike water holder is a good bike accessory that is perfect for long-distance rides, training sessions, or everyday commuting. A must-have accessory for staying hydrated and keeping your hands free while on the go.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"White\"}],\n\"promotion_items\": [{\"title\": \"Ultralight Full Carbon Bottle Cage 18gr - Carbon Fiber Parts for Road and Mountain ...\", \"asin\": \"B0CL3BVTGL\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder with Cage Mounting Base (Blue)\", \"asin\": \"B08SFZWZPP\", \"price\": \"$15.28\", \"quantity\": \"\"},\n{\"title\": \"Bike Water Bottle Holder: Ultra-Light Bicycle Bottle Cages with Screws, Alloy Alumi...\", \"asin\": \"B0DHK9PSTK\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"WEST BIKING Bike Water Bottle Cage, Durable Ultralight Plastic Water Drink Holder Rack, Lightweight PC for Bicycle, Cycling Bottle Holder Cages for MTB, Road/ Mountain Bikes\", \"asin\": \"B09R3NBHC2\", \"price\": \"$6.96\", \"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\": \"Bike Water Bottle Holder, KABON Lightweight Bicycle Alloy Aluminum Side Load Water Bottle Cage Brackets for Road Bike MTB Cycling Accessories - Blue\", \"asin\": \"B0852YV71K\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Water Bottle Holder Plastic Carbon Fiber Water Bottle Cage Cages for Road Bike...\", \"asin\": \"B0CSBNNLHB\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Water Bottle Holder, Black or White Gloss, Secure Retention System, No Lost Bottles, Lightweight and Strong Bicycle Bottle Cage, Quick and Easy to Mount, Great for Road and Mountain Bikes\", \"asin\": \"B017RPEXLC\", \"price\": \"$9.99\", \"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\": \"Bike Water Bottle Holder Plastic Carbon Fiber Water Bottle Cage Cages for Road Bike...\", \"asin\": \"B0CSBNNLHB\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Cup Holder, Water Bottle Holder Handlebar with Mesh Pockets, Universal Cycling...\", \"asin\": \"B0BG75WTV2\", \"price\": \"$12.59\", \"quantity\": \"\"},\n{\"title\": \"Corki Cycles Bike Water Bottle Holder Aluminum Alloy, Universal Bike Water Bottle Cage for Road, Mountain and Gravel Bikes - 1Pack - Blue\", \"asin\": \"B0CNT34Z9R\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"WEST BIKING Bike Water Bottle Cage, Durable Ultralight Plastic Water Drink Holder Rack, Lightweight PC for Bicycle, Cycling Bottle Holder Cages for MTB, Road/ Mountain Bikes\", \"asin\": \"B09R3NBHC2\", \"price\": \"$6.96\", \"quantity\": \"\"},\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\", \"quantity\": \"\"},\n{\"title\": \"ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder with Cage Mounting Base (Pink)\", \"asin\": \"B08SGVRBT5\", \"price\": \"$15.28\", \"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\": \"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\": \"Corki Cycles Bike Water Bottle Holder Aluminum Alloy, Universal Bike Water Bottle Cage for Road, Mountain and Gravel Bikes -1 Pack - Red\", \"asin\": \"B0CNT3VFGN\", \"price\": \"$11.99\", \"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\": \"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 Water Bottle Holder: Ultra-Light Bicycle Bottle Cages with Screws, Alloy Alumi...\", \"asin\": \"B0DHK9PSTK\", \"price\": \"$12.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"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, Pink\", \"asin\": \"B0DSVN6RMT\", \"price\": \"$9.59\"},\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\"},\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\"},\n{\"title\": \"KEWIG Bicycle Water Bottle Holder for Bike & Motorcycle, Adjustable Bike Water Bottle Cages Fit for Diameter 2'' - 3'' Cup, Compatible for Handlebars or Tubes 20mm to 35mm in Diameter\", \"asin\": \"B0B1LHTKWL\", \"price\": \"$15.88\"},\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\"},\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<|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\": \"2025-04-16T21:03:54.875Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-11T22:32:25.395Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:30.706Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:42.448Z\", \"action\": \"input\", \"action_argument\": \"shimano rx400\"}\n{\"timestamp\": \"2025-04-11T22:32:45.077Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:57.785Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:00.222Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:06.788Z\", \"action\": \"click_product\", \"action_argument\": \"B07YMBRRBN\"}\n{\"timestamp\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:09.722Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:10.452Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.140Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.753Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:12.706Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:13.415Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:14.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:32.057Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.069Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:03.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:04.519Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.202Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:09.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:16.580Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:17.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:38.047Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:39.801Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-15T18:39:22.602Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-15T18:39:42.262Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T18:58:06.027Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"bike bottle holder\"}],\n\"cart_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\": \"1\"},\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\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DSVNNCVD\"},\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, White\"},\n{\"price\": \"$9.59\"},\n{\"bullet_list\": \"\\u3010 Durable and Secure\\u3011 Made from high-quality materials, this bicycle water bottle cage is designed to withstand even the tough riding conditions. The secure design ensures that your water bottle stays in place while you're riding, so you don't have to worry about it bouncing around. NOTICE: can fit bikes with holes spacing between 2.32-2.59 inches. \\u3010 Lightweight & Compact\\u3011 One of the best features of this bike drink holder is lightweight and compact design, which makes it easy to carry without adding extra weight to your ride. You'll barely notice that it's there until you need a sip of water during your ride. \\u3010 Easy Installation\\u3011 The bike water bottle cage is suitable for bikes with pre-drilled screws holes. The easy installation process means you can attach it in just a few minutes and start using it right away. The screws tool are included in the package. NOTICE: Check if your bike frame has threaded holes before purchasing. \\u3010 For 2.75-3.94\\\" Diameter Bottles\\u3011 This bike bottle holder is compatible with most standard water bottle sizes. It can fits bottles with diameter from 2.75 - 3.94 inches. Please measure your cup size before purchasing to ensure it fits. \\u3010 Great Bike Accessories\\u3011 This bike water holder is a good bike accessory that is perfect for long-distance rides, training sessions, or everyday commuting. A must-have accessory for staying hydrated and keeping your hands free while on the go.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"White\"}],\n\"promotion_items\": [{\"title\": \"ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder with Cage Mounting Base (Blue)\", \"asin\": \"B08SFZWZPP\", \"price\": \"$15.28\", \"quantity\": \"\"},\n{\"title\": \"Ultralight Full Carbon Bottle Cage 18gr - Carbon Fiber Parts for Road and Mountain ...\", \"asin\": \"B0CFJT4X2P\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"Full Carbon Fiber Bike Water Bottle Holder, Ultra-Light Water Bottle Cage for Bike,...\", \"asin\": \"B0DK8T9WNM\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"WEST BIKING Bike Water Bottle Cage, Durable Ultralight Plastic Water Drink Holder Rack, Lightweight PC for Bicycle, Cycling Bottle Holder Cages for MTB, Road/ Mountain Bikes\", \"asin\": \"B09R3NBHC2\", \"price\": \"$6.96\", \"quantity\": \"\"},\n{\"title\": \"MoKo Bike Water Bottle Holder, Adjustable Bike Water Bottle Cage for 1.9-3.6\\\" Diameter Bottle, for Handlebar & Frame, Motorcycle Cup Holder with Screw Tool, for Bicycle/Stroller/Scooter/Wheelchair/ATV\", \"asin\": \"B0DT4FTWWD\", \"price\": \"$18.39\", \"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\": \"Bike Water Bottle Holder Plastic Carbon Fiber Water Bottle Cage Cages for Road Bike...\", \"asin\": \"B0CSBNNLHB\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Water Bottle Holder Plastic Carbon Fiber Water Bottle Cage Cages for Road Bike...\", \"asin\": \"B0CSBNNLHB\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Lamicall Bike Water Bottle Holder - [for 2-2.75\\\" Diameter Bottles] [for Handlebar & Frame] Motorcycle Cup Holder, Bicycle Drink Cage with Screw Tool, Fit Standard and Smaller Size Bottles\", \"asin\": \"B0CLG3ZPQQ\", \"price\": \"$16.99\", \"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\": \"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\": \"WEST BIKING Bike Water Bottle Cage, Durable Ultralight Plastic Water Drink Holder Rack, Lightweight PC for Bicycle, Cycling Bottle Holder Cages for MTB, Road/ Mountain Bikes\", \"asin\": \"B09R3NBHC2\", \"price\": \"$6.96\", \"quantity\": \"\"},\n{\"title\": \"ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder with Cage Mounting Base (Blue)\", \"asin\": \"B08SFZWZPP\", \"price\": \"$15.28\", \"quantity\": \"\"},\n{\"title\": \"Corki Cycles Bike Water Bottle Holder Aluminum Alloy, Universal Bike Water Bottle Cage for Road, Mountain and Gravel Bikes - 1Pack - Blue\", \"asin\": \"B0CNT34Z9R\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Water Bottle Holder Ultra-Light Bicycle Bottle Cages with Cage Mounting Base f...\", \"asin\": \"B0D9D1SB5N\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder with Cage Mounting Base (Yellow)\", \"asin\": \"B08SH3QFYC\", \"price\": \"$15.28\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Holder Bike Cup Holder Motorcycle Cup Holder - Bottle Size Adjustable for Handlebar & Frame for 2.3-3\\\" Diameter Bottles, with Screw Tool, Durable Bike Drink Holder\", \"asin\": \"B0CSFK8GBQ\", \"price\": \"$9.49\", \"quantity\": \"\"},\n{\"title\": \"Alphatrail Bike Bottle Cage Max | Ultra-Light 1.27 oz Design | Lifetime Anti-Break Guarantee | Includes Mounting Screws | Fits Most Bottles (17\\u201334 oz) I Blue\", \"asin\": \"B08BLRPRR6\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"Lamicall Bike Water Bottle Holder - [for 2-2.75\\\" Diameter Bottles] [for Handlebar & Frame] Motorcycle Cup Holder, Bicycle Drink Cage with Screw Tool, Fit Standard and Smaller Size Bottles\", \"asin\": \"B0CLG3ZPQQ\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Water Bottle Holder, Black or White Gloss, Secure Retention System, No Lost Bottles, Lightweight and Strong Bicycle Bottle Cage, Quick and Easy to Mount, Great for Road and Mountain Bikes\", \"asin\": \"B017RPEXLC\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"MoKo Bike Water Bottle Holder, Adjustable Bike Water Bottle Cage for 1.9-3.6\\\" Diameter Bottle, for Handlebar & Frame, Motorcycle Cup Holder with Screw Tool, for Bicycle/Stroller/Scooter/Wheelchair/ATV\", \"asin\": \"B0DT4FTWWD\", \"price\": \"$18.39\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"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, White\", \"asin\": \"B0DSVNNCVD\", \"price\": \"$9.59\"},\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\"},\n{\"title\": \"WEST BIKING Bike Water Bottle Cage, Durable Ultralight Plastic Water Drink Holder Rack, Lightweight PC for Bicycle, Cycling Bottle Holder Cages for MTB, Road/ Mountain Bikes\", \"asin\": \"B09R3NBHC2\", \"price\": \"$6.96\"},\n{\"title\": \"Corki Cycles Bike Water Bottle Holder Right Side Load Water Bottle Cage for Road, MTB, Gravel Bicycle Black 2-Pack\", \"asin\": \"B07V5FLTB5\", \"price\": \"$14.95\"},\n{\"title\": \"HASAGEI Bike Water Bottle Holder, Durable Non-Slip Lightweight Universal Bicycle Bottle Cage for Mountain/Road Cycling Accessories\", \"asin\": \"B0DS22NGJT\", \"price\": \"$9.99\"},\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\"}]\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\": \"2025-04-16T21:04:00.004Z\", // 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
2025-04-16T21:04:00.004Z
purchase
B0DSVNNCVD
rule
train
2,506
2025-04-16T21:04:00.004Z
purchase
B0DSVNNCVD
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-11T22:32:25.395Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:30.706Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:42.448Z", "action": "input", "action_argument": "shimano rx400"} {"timestamp": "2025-04-11T22:32:45.077Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:57.785Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:33:00.222Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:33:06.788Z", "action": "click_product", "action_argument": "B07YMBRRBN"} {"timestamp": "2025-04-14T18:30:56.587Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-14T18:31:09.041Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:13.008Z", "action": "click_product", "action_argument": "B0CLKPNDKL"} {"timestamp": "2025-04-14T18:31:21.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T18:31:46.860Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:49.158Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:51.911Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T21:25:57.008Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:50.263Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:55.594Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:02.079Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:14.054Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:35:30.511Z", "action": "purchase", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-14T21:38:56.748Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T21:39:00.252Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-14T21:39:05.273Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:06.598Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:09.722Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:10.452Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:11.140Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:11.753Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:12.706Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:13.415Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:14.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:32.057Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:02.069Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:02.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:03.680Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:04.519Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:05.202Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:05.852Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:09.508Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:16.580Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:17.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:38.047Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:39.801Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-15T18:39:22.602Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-15T18:39:42.262Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T18:58:06.027Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"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"} <|memory_end|> <|action_start|> {"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"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "bike bottle holder"}], "cart_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": "1"}, {"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", "price": "$3.99", "quantity": "1"}], "product_details": [{"asin": "B0DSVNNCVD"}, {"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, White"}, {"price": "$9.59"}, {"bullet_list": "\u3010 Durable and Secure\u3011 Made from high-quality materials, this bicycle water bottle cage is designed to withstand even the tough riding conditions. The secure design ensures that your water bottle stays in place while you're riding, so you don't have to worry about it bouncing around. NOTICE: can fit bikes with holes spacing between 2.32-2.59 inches. \u3010 Lightweight & Compact\u3011 One of the best features of this bike drink holder is lightweight and compact design, which makes it easy to carry without adding extra weight to your ride. You'll barely notice that it's there until you need a sip of water during your ride. \u3010 Easy Installation\u3011 The bike water bottle cage is suitable for bikes with pre-drilled screws holes. The easy installation process means you can attach it in just a few minutes and start using it right away. The screws tool are included in the package. NOTICE: Check if your bike frame has threaded holes before purchasing. \u3010 For 2.75-3.94\" Diameter Bottles\u3011 This bike bottle holder is compatible with most standard water bottle sizes. It can fits bottles with diameter from 2.75 - 3.94 inches. Please measure your cup size before purchasing to ensure it fits. \u3010 Great Bike Accessories\u3011 This bike water holder is a good bike accessory that is perfect for long-distance rides, training sessions, or everyday commuting. A must-have accessory for staying hydrated and keeping your hands free while on the go."}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "White"}], "promotion_items": [{"title": "ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder with Cage Mounting Base (Blue)", "asin": "B08SFZWZPP", "price": "$15.28", "quantity": ""}, {"title": "Ultralight Full Carbon Bottle Cage 18gr - Carbon Fiber Parts for Road and Mountain ...", "asin": "B0CFJT4X2P", "price": "$19.95", "quantity": ""}, {"title": "Full Carbon Fiber Bike Water Bottle Holder, Ultra-Light Water Bottle Cage for Bike,...", "asin": "B0DK8T9WNM", "price": "$15.99", "quantity": ""}, {"title": "WEST BIKING Bike Water Bottle Cage, Durable Ultralight Plastic Water Drink Holder Rack, Lightweight PC for Bicycle, Cycling Bottle Holder Cages for MTB, Road/ Mountain Bikes", "asin": "B09R3NBHC2", "price": "$6.96", "quantity": ""}, {"title": "MoKo Bike Water Bottle Holder, Adjustable Bike Water Bottle Cage for 1.9-3.6\" Diameter Bottle, for Handlebar & Frame, Motorcycle Cup Holder with Screw Tool, for Bicycle/Stroller/Scooter/Wheelchair/ATV", "asin": "B0DT4FTWWD", "price": "$18.39", "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": "Bike Water Bottle Holder Plastic Carbon Fiber Water Bottle Cage Cages for Road Bike...", "asin": "B0CSBNNLHB", "price": "$15.99", "quantity": ""}, {"title": "Bike Water Bottle Holder Plastic Carbon Fiber Water Bottle Cage Cages for Road Bike...", "asin": "B0CSBNNLHB", "price": "$15.99", "quantity": ""}, {"title": "Lamicall Bike Water Bottle Holder - [for 2-2.75\" Diameter Bottles] [for Handlebar & Frame] Motorcycle Cup Holder, Bicycle Drink Cage with Screw Tool, Fit Standard and Smaller Size Bottles", "asin": "B0CLG3ZPQQ", "price": "$16.99", "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": "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": "WEST BIKING Bike Water Bottle Cage, Durable Ultralight Plastic Water Drink Holder Rack, Lightweight PC for Bicycle, Cycling Bottle Holder Cages for MTB, Road/ Mountain Bikes", "asin": "B09R3NBHC2", "price": "$6.96", "quantity": ""}, {"title": "ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder with Cage Mounting Base (Blue)", "asin": "B08SFZWZPP", "price": "$15.28", "quantity": ""}, {"title": "Corki Cycles Bike Water Bottle Holder Aluminum Alloy, Universal Bike Water Bottle Cage for Road, Mountain and Gravel Bikes - 1Pack - Blue", "asin": "B0CNT34Z9R", "price": "$11.99", "quantity": ""}, {"title": "Bike Water Bottle Holder Ultra-Light Bicycle Bottle Cages with Cage Mounting Base f...", "asin": "B0D9D1SB5N", "price": "$15.99", "quantity": ""}, {"title": "ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder with Cage Mounting Base (Yellow)", "asin": "B08SH3QFYC", "price": "$15.28", "quantity": ""}, {"title": "ROCKBROS Bike Water Bottle Holder Bike Cup Holder Motorcycle Cup Holder - Bottle Size Adjustable for Handlebar & Frame for 2.3-3\" Diameter Bottles, with Screw Tool, Durable Bike Drink Holder", "asin": "B0CSFK8GBQ", "price": "$9.49", "quantity": ""}, {"title": "Alphatrail Bike Bottle Cage Max | Ultra-Light 1.27 oz Design | Lifetime Anti-Break Guarantee | Includes Mounting Screws | Fits Most Bottles (17\u201334 oz) I Blue", "asin": "B08BLRPRR6", "price": "$19.95", "quantity": ""}, {"title": "Lamicall Bike Water Bottle Holder - [for 2-2.75\" Diameter Bottles] [for Handlebar & Frame] Motorcycle Cup Holder, Bicycle Drink Cage with Screw Tool, Fit Standard and Smaller Size Bottles", "asin": "B0CLG3ZPQQ", "price": "$16.99", "quantity": ""}, {"title": "Bike Water Bottle Holder, Black or White Gloss, Secure Retention System, No Lost Bottles, Lightweight and Strong Bicycle Bottle Cage, Quick and Easy to Mount, Great for Road and Mountain Bikes", "asin": "B017RPEXLC", "price": "$9.99", "quantity": ""}, {"title": "MoKo Bike Water Bottle Holder, Adjustable Bike Water Bottle Cage for 1.9-3.6\" Diameter Bottle, for Handlebar & Frame, Motorcycle Cup Holder with Screw Tool, for Bicycle/Stroller/Scooter/Wheelchair/ATV", "asin": "B0DT4FTWWD", "price": "$18.39", "quantity": ""}], "comparison_items": [{"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, White", "asin": "B0DSVNNCVD", "price": "$9.59"}, {"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"}, {"title": "WEST BIKING Bike Water Bottle Cage, Durable Ultralight Plastic Water Drink Holder Rack, Lightweight PC for Bicycle, Cycling Bottle Holder Cages for MTB, Road/ Mountain Bikes", "asin": "B09R3NBHC2", "price": "$6.96"}, {"title": "Corki Cycles Bike Water Bottle Holder Right Side Load Water Bottle Cage for Road, MTB, Gravel Bicycle Black 2-Pack", "asin": "B07V5FLTB5", "price": "$14.95"}, {"title": "HASAGEI Bike Water Bottle Holder, Durable Non-Slip Lightweight Universal Bicycle Bottle Cage for Mountain/Road Cycling Accessories", "asin": "B0DS22NGJT", "price": "$9.99"}, {"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"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-16T21:04:00.004Z", // 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>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-16T21:04:00.004Z\",\"action\": \"purchase\",\"acion_argument\": \"B0DSVNNCVD\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-16T21:04:00.004Z\",\"action\": \"purchase\",\"acion_argument\": \"B0DSVNNCVD\",}</answer>", "index": 2506, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-11T22:32:25.395Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:30.706Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:42.448Z\", \"action\": \"input\", \"action_argument\": \"shimano rx400\"}\n{\"timestamp\": \"2025-04-11T22:32:45.077Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:57.785Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:00.222Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:06.788Z\", \"action\": \"click_product\", \"action_argument\": \"B07YMBRRBN\"}\n{\"timestamp\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:09.722Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:10.452Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.140Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.753Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:12.706Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:13.415Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:14.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:32.057Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.069Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:03.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:04.519Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.202Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:09.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:16.580Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:17.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:38.047Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:39.801Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-15T18:39:22.602Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-15T18:39:42.262Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T18:58:06.027Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"bike bottle holder\"}],\n\"cart_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\": \"1\"},\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\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DSVNNCVD\"},\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, White\"},\n{\"price\": \"$9.59\"},\n{\"bullet_list\": \"\\u3010 Durable and Secure\\u3011 Made from high-quality materials, this bicycle water bottle cage is designed to withstand even the tough riding conditions. The secure design ensures that your water bottle stays in place while you're riding, so you don't have to worry about it bouncing around. NOTICE: can fit bikes with holes spacing between 2.32-2.59 inches. \\u3010 Lightweight & Compact\\u3011 One of the best features of this bike drink holder is lightweight and compact design, which makes it easy to carry without adding extra weight to your ride. You'll barely notice that it's there until you need a sip of water during your ride. \\u3010 Easy Installation\\u3011 The bike water bottle cage is suitable for bikes with pre-drilled screws holes. The easy installation process means you can attach it in just a few minutes and start using it right away. The screws tool are included in the package. NOTICE: Check if your bike frame has threaded holes before purchasing. \\u3010 For 2.75-3.94\\\" Diameter Bottles\\u3011 This bike bottle holder is compatible with most standard water bottle sizes. It can fits bottles with diameter from 2.75 - 3.94 inches. Please measure your cup size before purchasing to ensure it fits. \\u3010 Great Bike Accessories\\u3011 This bike water holder is a good bike accessory that is perfect for long-distance rides, training sessions, or everyday commuting. A must-have accessory for staying hydrated and keeping your hands free while on the go.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"White\"}],\n\"promotion_items\": [{\"title\": \"ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder with Cage Mounting Base (Blue)\", \"asin\": \"B08SFZWZPP\", \"price\": \"$15.28\", \"quantity\": \"\"},\n{\"title\": \"Ultralight Full Carbon Bottle Cage 18gr - Carbon Fiber Parts for Road and Mountain ...\", \"asin\": \"B0CFJT4X2P\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"Full Carbon Fiber Bike Water Bottle Holder, Ultra-Light Water Bottle Cage for Bike,...\", \"asin\": \"B0DK8T9WNM\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"WEST BIKING Bike Water Bottle Cage, Durable Ultralight Plastic Water Drink Holder Rack, Lightweight PC for Bicycle, Cycling Bottle Holder Cages for MTB, Road/ Mountain Bikes\", \"asin\": \"B09R3NBHC2\", \"price\": \"$6.96\", \"quantity\": \"\"},\n{\"title\": \"MoKo Bike Water Bottle Holder, Adjustable Bike Water Bottle Cage for 1.9-3.6\\\" Diameter Bottle, for Handlebar & Frame, Motorcycle Cup Holder with Screw Tool, for Bicycle/Stroller/Scooter/Wheelchair/ATV\", \"asin\": \"B0DT4FTWWD\", \"price\": \"$18.39\", \"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\": \"Bike Water Bottle Holder Plastic Carbon Fiber Water Bottle Cage Cages for Road Bike...\", \"asin\": \"B0CSBNNLHB\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Water Bottle Holder Plastic Carbon Fiber Water Bottle Cage Cages for Road Bike...\", \"asin\": \"B0CSBNNLHB\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Lamicall Bike Water Bottle Holder - [for 2-2.75\\\" Diameter Bottles] [for Handlebar & Frame] Motorcycle Cup Holder, Bicycle Drink Cage with Screw Tool, Fit Standard and Smaller Size Bottles\", \"asin\": \"B0CLG3ZPQQ\", \"price\": \"$16.99\", \"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\": \"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\": \"WEST BIKING Bike Water Bottle Cage, Durable Ultralight Plastic Water Drink Holder Rack, Lightweight PC for Bicycle, Cycling Bottle Holder Cages for MTB, Road/ Mountain Bikes\", \"asin\": \"B09R3NBHC2\", \"price\": \"$6.96\", \"quantity\": \"\"},\n{\"title\": \"ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder with Cage Mounting Base (Blue)\", \"asin\": \"B08SFZWZPP\", \"price\": \"$15.28\", \"quantity\": \"\"},\n{\"title\": \"Corki Cycles Bike Water Bottle Holder Aluminum Alloy, Universal Bike Water Bottle Cage for Road, Mountain and Gravel Bikes - 1Pack - Blue\", \"asin\": \"B0CNT34Z9R\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Water Bottle Holder Ultra-Light Bicycle Bottle Cages with Cage Mounting Base f...\", \"asin\": \"B0D9D1SB5N\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder with Cage Mounting Base (Yellow)\", \"asin\": \"B08SH3QFYC\", \"price\": \"$15.28\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Holder Bike Cup Holder Motorcycle Cup Holder - Bottle Size Adjustable for Handlebar & Frame for 2.3-3\\\" Diameter Bottles, with Screw Tool, Durable Bike Drink Holder\", \"asin\": \"B0CSFK8GBQ\", \"price\": \"$9.49\", \"quantity\": \"\"},\n{\"title\": \"Alphatrail Bike Bottle Cage Max | Ultra-Light 1.27 oz Design | Lifetime Anti-Break Guarantee | Includes Mounting Screws | Fits Most Bottles (17\\u201334 oz) I Blue\", \"asin\": \"B08BLRPRR6\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"Lamicall Bike Water Bottle Holder - [for 2-2.75\\\" Diameter Bottles] [for Handlebar & Frame] Motorcycle Cup Holder, Bicycle Drink Cage with Screw Tool, Fit Standard and Smaller Size Bottles\", \"asin\": \"B0CLG3ZPQQ\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Water Bottle Holder, Black or White Gloss, Secure Retention System, No Lost Bottles, Lightweight and Strong Bicycle Bottle Cage, Quick and Easy to Mount, Great for Road and Mountain Bikes\", \"asin\": \"B017RPEXLC\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"MoKo Bike Water Bottle Holder, Adjustable Bike Water Bottle Cage for 1.9-3.6\\\" Diameter Bottle, for Handlebar & Frame, Motorcycle Cup Holder with Screw Tool, for Bicycle/Stroller/Scooter/Wheelchair/ATV\", \"asin\": \"B0DT4FTWWD\", \"price\": \"$18.39\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"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, White\", \"asin\": \"B0DSVNNCVD\", \"price\": \"$9.59\"},\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\"},\n{\"title\": \"WEST BIKING Bike Water Bottle Cage, Durable Ultralight Plastic Water Drink Holder Rack, Lightweight PC for Bicycle, Cycling Bottle Holder Cages for MTB, Road/ Mountain Bikes\", \"asin\": \"B09R3NBHC2\", \"price\": \"$6.96\"},\n{\"title\": \"Corki Cycles Bike Water Bottle Holder Right Side Load Water Bottle Cage for Road, MTB, Gravel Bicycle Black 2-Pack\", \"asin\": \"B07V5FLTB5\", \"price\": \"$14.95\"},\n{\"title\": \"HASAGEI Bike Water Bottle Holder, Durable Non-Slip Lightweight Universal Bicycle Bottle Cage for Mountain/Road Cycling Accessories\", \"asin\": \"B0DS22NGJT\", \"price\": \"$9.99\"},\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\"}]\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\": \"2025-04-16T21:04:00.004Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:09.722Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:10.452Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.140Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.753Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:12.706Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:13.415Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:14.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:32.057Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.069Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:03.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:04.519Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.202Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:09.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:16.580Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:17.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:38.047Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:39.801Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-15T18:39:22.602Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-15T18:39:42.262Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T18:58:06.027Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\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<|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\": \"bike bottle holder\"}],\n\"cart_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\": \"1\"},\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\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"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 Alloy Aluminum Bicycle Water Bottle Cage Brackets Bike Cup Holder for Road Mountain Bikes Black\", \"asin\": \"B0C2VB8HWF\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Holder Bike Cup Holder Motorcycle Cup Holder - Bottle Size Adjustable for Handlebar & Frame for 2.3-3\\\" Diameter Bottles, with Screw Tool, Durable Bike Drink Holder\", \"asin\": \"B0CSFK8GBQ\", \"price\": \"$9.49\", \"quantity\": \"\"},\n{\"title\": \"KEMIMOTO Motorcycle Cup Holder, Oxford Fabric Motorcycle Drink Holder with 0.6\\\"-1.5\\\" Alligator Clamp, Universal Water Bottle Holder for Motorcycle, ATV/UTV, Scooter, Boat, Kayak, Bike, Walker, Black L\", \"asin\": \"B08LR3SSPH\", \"price\": \"$27.83\", \"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\": \"KEMIMOTO Bike Cup Holder, Bike Water Bottle Holder Bicycle Handlebar Drink Holder with Mesh Pockets Phone Bag, Universal Compatible with Road Bike MTB E-Bike Cruiser Scooter Wheelchair\", \"asin\": \"B079QJS5P4\", \"price\": \"$9.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Corki Cycles Bike Water Bottle Holder Right Side Load Water Bottle Cage for Road, MTB, Gravel Bicycle Black 2-Pack\", \"asin\": \"B07V5FLTB5\"},\n{\"title\": \"corki Cycles Bike Water Bottle Holder Right Side Load Water Bottle Cage for Road, MTB, Gravel Bicycle Vibrant Orange 2 Pack\", \"asin\": \"B08ZSJ272H\"},\n{\"title\": \"corki Cycles Bike Water Bottle Holder Right Side Load Water Bottle Cage for Road, MTB, Gravel Bicycles Lime Punch 2 Pack\", \"asin\": \"B07V1RJ4ML\"}],\n\"search_results\": [{\"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\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"USHAKE Water Bottle Cages, Basic MTB Bike Bicycle Alloy Aluminum Lightweight Water Bottle Holder Cages Brackets(2 Pack- Drilled Holes Required)\", \"asin\": \"B01FC5IN1K\", \"price\": \"$11.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\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\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Bike Water Bottle Holder, KABON Lightweight Bicycle Alloy Aluminum Side Load Water Bottle Cage Brackets for Road Bike MTB Cycling Accessories - Blue\", \"asin\": \"B0852YV71K\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\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\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\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\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"USHAKE Water Bottle Cages, Basic MTB Bike Bicycle Alloy Aluminum Lightweight Water Bottle Holder Cages Brackets(2 Pack- Drilled Holes Required)\", \"asin\": \"B01FC5IN1K\", \"price\": \"$11.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\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\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"FiveBox Aluminum Alloy Biking Bicycle Water Bottle Cage Holder, Cycling Bike Water Bottle Cage\", \"asin\": \"B014P6HEDA\", \"price\": \"$6.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Bike Water Bottle Cage Ultra-Light Bicycle Bottle Holder Universal Bike Cup Holder Rack for Bicycle, Cycling, MTB, Road/Mountain Bikes 2 Pack - Black\", \"asin\": \"B07VLYGK21\", \"price\": \"$6.79\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Belinous 2 Pack Bike Cup Holder for 8-24oz Bottles, Roll Bar Water Bottle Holder for UTV Wheelchair Walker E-Bike Golf Cart Scooter and Boat, Drink Holder with Net Pockets and Velcro Starps\", \"asin\": \"B0D21SCNX6\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Bike Water Bottle Holder: Ultra-Light Bicycle Bottle Cages with Screws, Alloy Aluminum, Universal Bike Cup Holder Rack for Road MTB Bikes(Purple)\", \"asin\": \"B0DHK9PSTK\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"ABC by BiKASE - Any Bottle Cage, Bike Water Bottle Holder - Fits Any Bottle, Container, Speaker, Bicycle Bottle Holder for Frame or Handlebar\", \"asin\": \"B0C6QZS7XD\", \"price\": \"$29.90\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\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\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Lamicall Bike Water Bottle Holder - [for 2-2.75\\\" Diameter Bottles] [for Handlebar & Frame] Motorcycle Cup Holder, Bicycle Drink Cage with Screw Tool, Fit Standard and Smaller Size Bottles\", \"asin\": \"B0CLG3ZPQQ\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\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\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"ABC by BiKASE - Any Bottle Cage, Bike Water Bottle Holder - Fits Any Bottle, Container, Speaker, Bicycle Bottle Holder for Frame or Handlebar\", \"asin\": \"B07Z89TWRB\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Accmor 2 Pack Bike Water Bottle Holders No Screws, Universal Bike Cup Holder, 360 Degree Rotatable Bike Water Bottle Cage, Water Bottle Holders for Kids Bike Adult Bike\", \"asin\": \"B07CZWQYD7\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"ROCKBROS Bike Cup Holder with Pocket, Water Bottle Bag for Kids, Adjustable Bike Drink Cup Cage for Cruiser, Scooter, Road Bike, Mountain Bike & Wheelchair\", \"asin\": \"B0D8T3ZDY2\", \"price\": \"$14.39\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18 Only 10 left in stock - order soon.\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Cage with Built-in Tire Levers, 2 in 1 Lightweight Bike Bottle Holder Adjustable Slide Entry Bicycle Cup Holder for MTB Road Bike Green\", \"asin\": \"B0DRF78M1H\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\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 Purple\", \"asin\": \"B0DPMMML3R\", \"price\": \"$13.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Belinous Bike Cup Holder, Water Bottle Holder Up to 32oz, Bicycle Handlebar Drink Holder Oxford Fabric with Mesh Pockets for e-Bike Scooter Cruiser Wheelchair Walker Boat, Black, 2 Pack\", \"asin\": \"B0BG7T6W23\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Topeak Water Bottle Cage\", \"asin\": \"B004Y69QX8\", \"price\": \"$12.95\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Bike Water Bottle Holder Plastic Carbon Fiber Water Bottle Cage Cages for Road Bikes Mountain Bicycle Water Bottle Cage Drink Cup Holder, 2 Pack - Black\", \"asin\": \"B0CSBNNLHB\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Bike Cup Holder, Water Bottle Holder Handlebar with Mesh Pockets, Universal Cycling Bicycle Water Bottle Drink Cup Cage for Cruiser, Scooter, Mountain, Road Bike, Wheelchair\", \"asin\": \"B0BG75WTV2\", \"price\": \"$12.59\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Schwinn Sport Water Bottle and Bottle Holder Combo, Holds 23 Oz or 680 ml, BPA-Free Squeeze Sport Bottle, Easy to Attach Alloy Cage to Most Bicycle, Silver/Black\", \"asin\": \"B000DZBK9C\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\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\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"CNC Bike Water Bottle Holder, Aluminum Bike Water Bottle Cage for Road Bike/Mountain Bike 2-Pack\\uff0cOrange\", \"asin\": \"B08G428MGH\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Bongo Bike Handlebar Bag - Water Resistant & Durable Fabric Bicycle Water Bottle Holder, Secure Attachment Bikepacking Stem Bag, Front Biking Storage, Bike Organizer for Cycling - Black\", \"asin\": \"B0C6Y8G3G1\", \"price\": \"$32.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Zefal Pulse Universal Water Bottle Bike Cage (Multi-Position, Black)\", \"asin\": \"B07G71YKNQ\", \"price\": \"$7.96\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"MIZATTO 2 Pack Bike Cup Holder - Water Bottle Holder for Bike, Boat, Scooter, Wheelchair etc\", \"asin\": \"B08JTMZH4D\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"BELL Clinch Universal Mount and Cage, Black\", \"asin\": \"B00UQ7P6HE\", \"price\": \"$11.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Accmor 3-in-1 Bike Cup Holder with Cell Phone Keys Holder, Bike Water Bottle Holders, Universal Bar Drink Cup Can Holder for Bicycles, Motorcycles, Scooters, Black\", \"asin\": \"B09LC8WZ2P\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Bike Water Bottle Holder with Bottle Combo Mount Cage Rack No Screws Mountain Bicycle Accessories, for Sport Outdoor Cycling, MTB Road, Universal Cup Holder, Durable Alloy Kids, Adults (Black)\", \"asin\": \"B095BVP5GV\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"ThinkTop 2 Pack Ultra-Light Full Carbon Fiber Bicycle Bike Drink Water Bottle Cage Holder Brackets for Road Bike MTB Cycling\", \"asin\": \"B07D6NCQCP\", \"price\": \"$27.98\", \"delivery\": \"FREE delivery Sat, Apr 19\"},\n{\"title\": \"Accmor Bike Water Bottle Holders No Screws, Universal Bike Cup Holder, 360 Degree Rotatable Bike Water Bottle Cage, Water Bottle Holders for Kids Bike Adult Bike, Black\", \"asin\": \"B07BDJMNJN\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"WEST BIKING Bike Water Bottle Cage, Durable Ultralight Plastic Water Drink Holder Rack, Lightweight PC for Bicycle, Cycling Bottle Holder Cages for MTB, Road/ Mountain Bikes\", \"asin\": \"B09R3NBHC2\", \"price\": \"$6.96\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Kewig Anti-Theft Motorcycle Cup Holder, Extra Large Adjustable Size Bike Water Bottle Holder for 1.95 \\u2013 3.6\\\" Diameter Bottles, Motorcycle Drink Holder for Stroller, Moto, Bicycle, Scooter, Wheelchair\", \"asin\": \"B0CHMX1812\", \"price\": \"$19.97\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Accmor Stroller Cup Holder with Phone Holder, Bike Cup Holder, Universal Cup Holder for Uppababy Nuna Doona Strollers, 2-in-1 Cup Phone Holder for Stroller, Bike, Wheelchair, Walker, Scooter\", \"asin\": \"B086TZXKMJ\", \"price\": \"$9.98\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Bike Water Bottle Holder & Bottle Combo \\u2013 2-Pack 22 oz Sports Squeeze Bottles with Pull Top Cap & Easy-Install Bike Cage \\u2013 Made in USA \\u2013 50 Strong Brand\", \"asin\": \"B087W84QZ9\", \"price\": \"$21.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Universal Bike Cup Holder - 360 Degree Rotating Bottle Cage for Bike & Stroller\", \"asin\": \"B0C1HJHFMG\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"ThinkTop Ultra-Light Full Carbon Fiber Bicycle Bike Drink Water Bottle Cage Holder Brackets for Road Mountain Bike MTB Cycling\", \"asin\": \"B07D6MY66N\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Accmor Universal Drinks Holder for Large Bottles, Bike Water Bottle Cages Fits Most Bicycles\", \"asin\": \"B07DLMSC82\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"CNC Bike Water Bottle Holder, 2-Pack Bike Water Bottle Cage for Road Bike/Mountain Bike\\uff0cBlack\", \"asin\": \"B08G4P5NZ3\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"1 Pack Ultra-Light Full Carbon Fiber Water Bottle Cage, Bike Water Bottle Holder Brackets for Road & Mountain Bike\", \"asin\": \"B08D3JP3R8\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"LEZYNE Side Load Flow Bicycle Bottle Cage, Left or Right Side Configurations, Secure, Easy Bottle Access, Durable Bike Bottle Holder\", \"asin\": \"B008R5KXZ2\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Bicycle Water Bottle Holder with 24 Oz Bottle, Durable Leak-Proof Non-Slip Design, Lightweight & Universal Fit for Mountain/Road Cycling Accessories\", \"asin\": \"B0DPYWL889\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Lightweight Bike Water Bottle Holder by Delta Cycle - Bottle Cage Holder Mount - Compatible with Any Standard Water Bottle - Easy Installation Quickly Mounts to Any Bike\", \"asin\": \"B00H5MQKX2\", \"price\": \"$6.70\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\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\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"2PCS Bicycle Water Bottle Cages, Lightweight Strong Bike Water Bottle Holder, Easy to Adjust The Direction Bike Cup Holder, No Screws, Simple and Quick to Install in Motorcycle, Red and Black\", \"asin\": \"B08QS81WJB\", \"price\": \"$8.47\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Lightweight Bicycle Water Bottle Holder - Secure, Versatile, and Stylish Bike Universal Drink Cage, Cycling, Road/Mountain Bikes (Black)\", \"asin\": \"B0CTXKJ158\", \"price\": \"$4.95\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"GEARV 2Pack Cup Holder for Bike, Scooter and Wheelchair, Water Bottle Holder for UTV/ATV, Walker, Golf Cart and Beach, Universal Drink Holder Accessories with Net Pocket and Cord Lock (Black)\", \"asin\": \"B085JW79V5\", \"price\": \"$18.95\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Topeak Modula Java Bottle Cage, Black, 9.4 x 9 x 19.4-21 cm\", \"asin\": \"B004NQ94EK\", \"price\": \"$17.94\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"2 Pack Bike Bottle Holder, Universal Bicycle Water Bottle Cage Holder, Water Cup Holder for Bike Stroller Walker, Adjustable Mountain Bike Drink Cup with 360 Degree Rotating for Cycling MTB Black.\", \"asin\": \"B0B5MQVR75\", \"price\": \"$6.95\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Zefal Pulse Expandable Water Bottle Bike Cage (Universal Mounting)\", \"asin\": \"B07G752MYN\", \"price\": \"$9.97\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"ROCKBROS Bike Bottle Cage Adapter Bicycle Seatpost Handlebar Water Bottle Mount Holder Adjustable Aluminum Bottle Cage for MTB Road Bike Beach Cruiser Black\", \"asin\": \"B09QG1MMGJ\", \"price\": \"$14.23\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Corki Cycles Bike Water Bottle Holder Aluminum Alloy, Universal Bike Water Bottle Cage for Road, Mountain and Gravel Bikes -1 Pack - Red\", \"asin\": \"B0CNT3VFGN\", \"price\": \"$11.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Pack of 2 Stroller Cup Holders, Universal Drinks Holder for Bikes, Trolleys or Walkers\", \"asin\": \"B07D6834FL\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Water Bottle Holder for Bike, Bike Accessories,Screw Tool Included to Help You Mount to The Frame, Bicycle Bottle Cage Accessories for Kids Adults (Compatible with 2.16-2.95\\\" Diameter Cup)\", \"asin\": \"B0D4DRQ9XJ\", \"price\": \"$3.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18 Only 19 left in stock - order soon.\"},\n{\"title\": \"Accmor Stroller Cup Holder, Universal Cup Holder, 360\\u00b0 Rotatable Large Caliber Designed Bottle Cage for Bike, Stroller, Wheelchair, Walker, Scooter, Black\", \"asin\": \"B07F1JMSYM\", \"price\": \"$8.45\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"KEMIMOTO Bike Cup Holder, Bike Water Bottle Holder Bicycle Handlebar Drink Holder with Mesh Pockets Phone Bag, Universal Compatible with Road Bike MTB E-Bike Cruiser Scooter Wheelchair\", \"asin\": \"B079QJS5P4\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Accmor Bike Cup Holder, Bike Water Bottle Holders, Universal 360 Degrees Rotation Cup Holder for Bicycle, Stroller, Scooter, Walker, Wheelchair, Bike Bottle Holders for Kids Adults, 1 Pack\", \"asin\": \"B07B21VZ21\", \"price\": \"$5.98\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Holder Bike Cup Holder Motorcycle Cup Holder - Bottle Size Adjustable for Handlebar & Frame for 2.3-3\\\" Diameter Bottles, with Screw Tool, Durable Bike Drink Holder\", \"asin\": \"B0CSFK8GBQ\", \"price\": \"$9.49\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Planet Bike Alloy Aluminum Water Bottle Cage, Black\", \"asin\": \"B000RYBGFM\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"}]\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\": \"2025-04-16T21:04:46.556Z\", // 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
2025-04-16T21:04:46.556Z
click_product
B09654V9YX
rule
train
2,507
2025-04-16T21:04:46.556Z
click_product
B09654V9YX
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-14T18:30:56.587Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-14T18:31:09.041Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:13.008Z", "action": "click_product", "action_argument": "B0CLKPNDKL"} {"timestamp": "2025-04-14T18:31:21.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T18:31:46.860Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:49.158Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:51.911Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T21:25:57.008Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:50.263Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:55.594Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:02.079Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:14.054Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:35:30.511Z", "action": "purchase", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-14T21:38:56.748Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T21:39:00.252Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-14T21:39:05.273Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:06.598Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:09.722Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:10.452Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:11.140Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:11.753Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:12.706Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:13.415Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:14.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:32.057Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:02.069Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:02.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:03.680Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:04.519Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:05.202Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:05.852Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:09.508Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:16.580Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:17.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:38.047Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:39.801Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-15T18:39:22.602Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-15T18:39:42.262Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T18:58:06.027Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"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"} <|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": "bike bottle holder"}], "cart_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": "1"}, {"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", "price": "$3.99", "quantity": "1"}], "promotion_items": [{"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 Alloy Aluminum Bicycle Water Bottle Cage Brackets Bike Cup Holder for Road Mountain Bikes Black", "asin": "B0C2VB8HWF", "price": "$9.99", "quantity": ""}, {"title": "ROCKBROS Bike Water Bottle Holder Bike Cup Holder Motorcycle Cup Holder - Bottle Size Adjustable for Handlebar & Frame for 2.3-3\" Diameter Bottles, with Screw Tool, Durable Bike Drink Holder", "asin": "B0CSFK8GBQ", "price": "$9.49", "quantity": ""}, {"title": "KEMIMOTO Motorcycle Cup Holder, Oxford Fabric Motorcycle Drink Holder with 0.6\"-1.5\" Alligator Clamp, Universal Water Bottle Holder for Motorcycle, ATV/UTV, Scooter, Boat, Kayak, Bike, Walker, Black L", "asin": "B08LR3SSPH", "price": "$27.83", "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": "KEMIMOTO Bike Cup Holder, Bike Water Bottle Holder Bicycle Handlebar Drink Holder with Mesh Pockets Phone Bag, Universal Compatible with Road Bike MTB E-Bike Cruiser Scooter Wheelchair", "asin": "B079QJS5P4", "price": "$9.99", "quantity": ""}], "ads": [{"title": "Corki Cycles Bike Water Bottle Holder Right Side Load Water Bottle Cage for Road, MTB, Gravel Bicycle Black 2-Pack", "asin": "B07V5FLTB5"}, {"title": "corki Cycles Bike Water Bottle Holder Right Side Load Water Bottle Cage for Road, MTB, Gravel Bicycle Vibrant Orange 2 Pack", "asin": "B08ZSJ272H"}, {"title": "corki Cycles Bike Water Bottle Holder Right Side Load Water Bottle Cage for Road, MTB, Gravel Bicycles Lime Punch 2 Pack", "asin": "B07V1RJ4ML"}], "search_results": [{"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", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "USHAKE Water Bottle Cages, Basic MTB Bike Bicycle Alloy Aluminum Lightweight Water Bottle Holder Cages Brackets(2 Pack- Drilled Holes Required)", "asin": "B01FC5IN1K", "price": "$11.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"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", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Bike Water Bottle Holder, KABON Lightweight Bicycle Alloy Aluminum Side Load Water Bottle Cage Brackets for Road Bike MTB Cycling Accessories - Blue", "asin": "B0852YV71K", "price": "$9.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"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", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"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", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "USHAKE Water Bottle Cages, Basic MTB Bike Bicycle Alloy Aluminum Lightweight Water Bottle Holder Cages Brackets(2 Pack- Drilled Holes Required)", "asin": "B01FC5IN1K", "price": "$11.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"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", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "FiveBox Aluminum Alloy Biking Bicycle Water Bottle Cage Holder, Cycling Bike Water Bottle Cage", "asin": "B014P6HEDA", "price": "$6.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Bike Water Bottle Cage Ultra-Light Bicycle Bottle Holder Universal Bike Cup Holder Rack for Bicycle, Cycling, MTB, Road/Mountain Bikes 2 Pack - Black", "asin": "B07VLYGK21", "price": "$6.79", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Belinous 2 Pack Bike Cup Holder for 8-24oz Bottles, Roll Bar Water Bottle Holder for UTV Wheelchair Walker E-Bike Golf Cart Scooter and Boat, Drink Holder with Net Pockets and Velcro Starps", "asin": "B0D21SCNX6", "price": "$18.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Bike Water Bottle Holder: Ultra-Light Bicycle Bottle Cages with Screws, Alloy Aluminum, Universal Bike Cup Holder Rack for Road MTB Bikes(Purple)", "asin": "B0DHK9PSTK", "price": "$12.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "ABC by BiKASE - Any Bottle Cage, Bike Water Bottle Holder - Fits Any Bottle, Container, Speaker, Bicycle Bottle Holder for Frame or Handlebar", "asin": "B0C6QZS7XD", "price": "$29.90", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"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", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Lamicall Bike Water Bottle Holder - [for 2-2.75\" Diameter Bottles] [for Handlebar & Frame] Motorcycle Cup Holder, Bicycle Drink Cage with Screw Tool, Fit Standard and Smaller Size Bottles", "asin": "B0CLG3ZPQQ", "price": "$16.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"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", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "ABC by BiKASE - Any Bottle Cage, Bike Water Bottle Holder - Fits Any Bottle, Container, Speaker, Bicycle Bottle Holder for Frame or Handlebar", "asin": "B07Z89TWRB", "price": "$29.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Accmor 2 Pack Bike Water Bottle Holders No Screws, Universal Bike Cup Holder, 360 Degree Rotatable Bike Water Bottle Cage, Water Bottle Holders for Kids Bike Adult Bike", "asin": "B07CZWQYD7", "price": "$8.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "ROCKBROS Bike Cup Holder with Pocket, Water Bottle Bag for Kids, Adjustable Bike Drink Cup Cage for Cruiser, Scooter, Road Bike, Mountain Bike & Wheelchair", "asin": "B0D8T3ZDY2", "price": "$14.39", "delivery": " Two-Day FREE delivery Fri, Apr 18 Only 10 left in stock - order soon."}, {"title": "ROCKBROS Bike Water Bottle Cage with Built-in Tire Levers, 2 in 1 Lightweight Bike Bottle Holder Adjustable Slide Entry Bicycle Cup Holder for MTB Road Bike Green", "asin": "B0DRF78M1H", "price": "$15.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"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 Purple", "asin": "B0DPMMML3R", "price": "$13.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Belinous Bike Cup Holder, Water Bottle Holder Up to 32oz, Bicycle Handlebar Drink Holder Oxford Fabric with Mesh Pockets for e-Bike Scooter Cruiser Wheelchair Walker Boat, Black, 2 Pack", "asin": "B0BG7T6W23", "price": "$16.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Topeak Water Bottle Cage", "asin": "B004Y69QX8", "price": "$12.95", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Bike Water Bottle Holder Plastic Carbon Fiber Water Bottle Cage Cages for Road Bikes Mountain Bicycle Water Bottle Cage Drink Cup Holder, 2 Pack - Black", "asin": "B0CSBNNLHB", "price": "$15.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Bike Cup Holder, Water Bottle Holder Handlebar with Mesh Pockets, Universal Cycling Bicycle Water Bottle Drink Cup Cage for Cruiser, Scooter, Mountain, Road Bike, Wheelchair", "asin": "B0BG75WTV2", "price": "$12.59", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Schwinn Sport Water Bottle and Bottle Holder Combo, Holds 23 Oz or 680 ml, BPA-Free Squeeze Sport Bottle, Easy to Attach Alloy Cage to Most Bicycle, Silver/Black", "asin": "B000DZBK9C", "price": "$15.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"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", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "CNC Bike Water Bottle Holder, Aluminum Bike Water Bottle Cage for Road Bike/Mountain Bike 2-Pack\uff0cOrange", "asin": "B08G428MGH", "price": "$16.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Bongo Bike Handlebar Bag - Water Resistant & Durable Fabric Bicycle Water Bottle Holder, Secure Attachment Bikepacking Stem Bag, Front Biking Storage, Bike Organizer for Cycling - Black", "asin": "B0C6Y8G3G1", "price": "$32.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Zefal Pulse Universal Water Bottle Bike Cage (Multi-Position, Black)", "asin": "B07G71YKNQ", "price": "$7.96", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "MIZATTO 2 Pack Bike Cup Holder - Water Bottle Holder for Bike, Boat, Scooter, Wheelchair etc", "asin": "B08JTMZH4D", "price": "$15.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "BELL Clinch Universal Mount and Cage, Black", "asin": "B00UQ7P6HE", "price": "$11.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Accmor 3-in-1 Bike Cup Holder with Cell Phone Keys Holder, Bike Water Bottle Holders, Universal Bar Drink Cup Can Holder for Bicycles, Motorcycles, Scooters, Black", "asin": "B09LC8WZ2P", "price": "$12.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Bike Water Bottle Holder with Bottle Combo Mount Cage Rack No Screws Mountain Bicycle Accessories, for Sport Outdoor Cycling, MTB Road, Universal Cup Holder, Durable Alloy Kids, Adults (Black)", "asin": "B095BVP5GV", "price": "$22.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "ThinkTop 2 Pack Ultra-Light Full Carbon Fiber Bicycle Bike Drink Water Bottle Cage Holder Brackets for Road Bike MTB Cycling", "asin": "B07D6NCQCP", "price": "$27.98", "delivery": "FREE delivery Sat, Apr 19"}, {"title": "Accmor Bike Water Bottle Holders No Screws, Universal Bike Cup Holder, 360 Degree Rotatable Bike Water Bottle Cage, Water Bottle Holders for Kids Bike Adult Bike, Black", "asin": "B07BDJMNJN", "price": "$5.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "WEST BIKING Bike Water Bottle Cage, Durable Ultralight Plastic Water Drink Holder Rack, Lightweight PC for Bicycle, Cycling Bottle Holder Cages for MTB, Road/ Mountain Bikes", "asin": "B09R3NBHC2", "price": "$6.96", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Kewig Anti-Theft Motorcycle Cup Holder, Extra Large Adjustable Size Bike Water Bottle Holder for 1.95 \u2013 3.6\" Diameter Bottles, Motorcycle Drink Holder for Stroller, Moto, Bicycle, Scooter, Wheelchair", "asin": "B0CHMX1812", "price": "$19.97", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Accmor Stroller Cup Holder with Phone Holder, Bike Cup Holder, Universal Cup Holder for Uppababy Nuna Doona Strollers, 2-in-1 Cup Phone Holder for Stroller, Bike, Wheelchair, Walker, Scooter", "asin": "B086TZXKMJ", "price": "$9.98", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Bike Water Bottle Holder & Bottle Combo \u2013 2-Pack 22 oz Sports Squeeze Bottles with Pull Top Cap & Easy-Install Bike Cage \u2013 Made in USA \u2013 50 Strong Brand", "asin": "B087W84QZ9", "price": "$21.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Universal Bike Cup Holder - 360 Degree Rotating Bottle Cage for Bike & Stroller", "asin": "B0C1HJHFMG", "price": "$8.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "ThinkTop Ultra-Light Full Carbon Fiber Bicycle Bike Drink Water Bottle Cage Holder Brackets for Road Mountain Bike MTB Cycling", "asin": "B07D6MY66N", "price": "$16.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Accmor Universal Drinks Holder for Large Bottles, Bike Water Bottle Cages Fits Most Bicycles", "asin": "B07DLMSC82", "price": "$5.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "CNC Bike Water Bottle Holder, 2-Pack Bike Water Bottle Cage for Road Bike/Mountain Bike\uff0cBlack", "asin": "B08G4P5NZ3", "price": "$15.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "1 Pack Ultra-Light Full Carbon Fiber Water Bottle Cage, Bike Water Bottle Holder Brackets for Road & Mountain Bike", "asin": "B08D3JP3R8", "price": "$16.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "LEZYNE Side Load Flow Bicycle Bottle Cage, Left or Right Side Configurations, Secure, Easy Bottle Access, Durable Bike Bottle Holder", "asin": "B008R5KXZ2", "price": "$14.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Bicycle Water Bottle Holder with 24 Oz Bottle, Durable Leak-Proof Non-Slip Design, Lightweight & Universal Fit for Mountain/Road Cycling Accessories", "asin": "B0DPYWL889", "price": "$16.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Lightweight Bike Water Bottle Holder by Delta Cycle - Bottle Cage Holder Mount - Compatible with Any Standard Water Bottle - Easy Installation Quickly Mounts to Any Bike", "asin": "B00H5MQKX2", "price": "$6.70", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"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", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "2PCS Bicycle Water Bottle Cages, Lightweight Strong Bike Water Bottle Holder, Easy to Adjust The Direction Bike Cup Holder, No Screws, Simple and Quick to Install in Motorcycle, Red and Black", "asin": "B08QS81WJB", "price": "$8.47", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Lightweight Bicycle Water Bottle Holder - Secure, Versatile, and Stylish Bike Universal Drink Cage, Cycling, Road/Mountain Bikes (Black)", "asin": "B0CTXKJ158", "price": "$4.95", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "GEARV 2Pack Cup Holder for Bike, Scooter and Wheelchair, Water Bottle Holder for UTV/ATV, Walker, Golf Cart and Beach, Universal Drink Holder Accessories with Net Pocket and Cord Lock (Black)", "asin": "B085JW79V5", "price": "$18.95", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Topeak Modula Java Bottle Cage, Black, 9.4 x 9 x 19.4-21 cm", "asin": "B004NQ94EK", "price": "$17.94", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "2 Pack Bike Bottle Holder, Universal Bicycle Water Bottle Cage Holder, Water Cup Holder for Bike Stroller Walker, Adjustable Mountain Bike Drink Cup with 360 Degree Rotating for Cycling MTB Black.", "asin": "B0B5MQVR75", "price": "$6.95", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Zefal Pulse Expandable Water Bottle Bike Cage (Universal Mounting)", "asin": "B07G752MYN", "price": "$9.97", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "ROCKBROS Bike Bottle Cage Adapter Bicycle Seatpost Handlebar Water Bottle Mount Holder Adjustable Aluminum Bottle Cage for MTB Road Bike Beach Cruiser Black", "asin": "B09QG1MMGJ", "price": "$14.23", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Corki Cycles Bike Water Bottle Holder Aluminum Alloy, Universal Bike Water Bottle Cage for Road, Mountain and Gravel Bikes -1 Pack - Red", "asin": "B0CNT3VFGN", "price": "$11.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Pack of 2 Stroller Cup Holders, Universal Drinks Holder for Bikes, Trolleys or Walkers", "asin": "B07D6834FL", "price": "$14.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Water Bottle Holder for Bike, Bike Accessories,Screw Tool Included to Help You Mount to The Frame, Bicycle Bottle Cage Accessories for Kids Adults (Compatible with 2.16-2.95\" Diameter Cup)", "asin": "B0D4DRQ9XJ", "price": "$3.99", "delivery": " Two-Day FREE delivery Fri, Apr 18 Only 19 left in stock - order soon."}, {"title": "Accmor Stroller Cup Holder, Universal Cup Holder, 360\u00b0 Rotatable Large Caliber Designed Bottle Cage for Bike, Stroller, Wheelchair, Walker, Scooter, Black", "asin": "B07F1JMSYM", "price": "$8.45", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "KEMIMOTO Bike Cup Holder, Bike Water Bottle Holder Bicycle Handlebar Drink Holder with Mesh Pockets Phone Bag, Universal Compatible with Road Bike MTB E-Bike Cruiser Scooter Wheelchair", "asin": "B079QJS5P4", "price": "$9.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Accmor Bike Cup Holder, Bike Water Bottle Holders, Universal 360 Degrees Rotation Cup Holder for Bicycle, Stroller, Scooter, Walker, Wheelchair, Bike Bottle Holders for Kids Adults, 1 Pack", "asin": "B07B21VZ21", "price": "$5.98", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "ROCKBROS Bike Water Bottle Holder Bike Cup Holder Motorcycle Cup Holder - Bottle Size Adjustable for Handlebar & Frame for 2.3-3\" Diameter Bottles, with Screw Tool, Durable Bike Drink Holder", "asin": "B0CSFK8GBQ", "price": "$9.49", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Planet Bike Alloy Aluminum Water Bottle Cage, Black", "asin": "B000RYBGFM", "price": "$5.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-16T21:04:46.556Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-16T21:04:46.556Z\",\"action\": \"click_product\",\"acion_argument\": \"B09654V9YX\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-16T21:04:46.556Z\",\"action\": \"click_product\",\"acion_argument\": \"B09654V9YX\",}</answer>", "index": 2507, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:09.722Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:10.452Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.140Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.753Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:12.706Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:13.415Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:14.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:32.057Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.069Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:03.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:04.519Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.202Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:09.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:16.580Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:17.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:38.047Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:39.801Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-15T18:39:22.602Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-15T18:39:42.262Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T18:58:06.027Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\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<|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\": \"bike bottle holder\"}],\n\"cart_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\": \"1\"},\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\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"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 Alloy Aluminum Bicycle Water Bottle Cage Brackets Bike Cup Holder for Road Mountain Bikes Black\", \"asin\": \"B0C2VB8HWF\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Holder Bike Cup Holder Motorcycle Cup Holder - Bottle Size Adjustable for Handlebar & Frame for 2.3-3\\\" Diameter Bottles, with Screw Tool, Durable Bike Drink Holder\", \"asin\": \"B0CSFK8GBQ\", \"price\": \"$9.49\", \"quantity\": \"\"},\n{\"title\": \"KEMIMOTO Motorcycle Cup Holder, Oxford Fabric Motorcycle Drink Holder with 0.6\\\"-1.5\\\" Alligator Clamp, Universal Water Bottle Holder for Motorcycle, ATV/UTV, Scooter, Boat, Kayak, Bike, Walker, Black L\", \"asin\": \"B08LR3SSPH\", \"price\": \"$27.83\", \"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\": \"KEMIMOTO Bike Cup Holder, Bike Water Bottle Holder Bicycle Handlebar Drink Holder with Mesh Pockets Phone Bag, Universal Compatible with Road Bike MTB E-Bike Cruiser Scooter Wheelchair\", \"asin\": \"B079QJS5P4\", \"price\": \"$9.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Corki Cycles Bike Water Bottle Holder Right Side Load Water Bottle Cage for Road, MTB, Gravel Bicycle Black 2-Pack\", \"asin\": \"B07V5FLTB5\"},\n{\"title\": \"corki Cycles Bike Water Bottle Holder Right Side Load Water Bottle Cage for Road, MTB, Gravel Bicycle Vibrant Orange 2 Pack\", \"asin\": \"B08ZSJ272H\"},\n{\"title\": \"corki Cycles Bike Water Bottle Holder Right Side Load Water Bottle Cage for Road, MTB, Gravel Bicycles Lime Punch 2 Pack\", \"asin\": \"B07V1RJ4ML\"}],\n\"search_results\": [{\"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\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"USHAKE Water Bottle Cages, Basic MTB Bike Bicycle Alloy Aluminum Lightweight Water Bottle Holder Cages Brackets(2 Pack- Drilled Holes Required)\", \"asin\": \"B01FC5IN1K\", \"price\": \"$11.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\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\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Bike Water Bottle Holder, KABON Lightweight Bicycle Alloy Aluminum Side Load Water Bottle Cage Brackets for Road Bike MTB Cycling Accessories - Blue\", \"asin\": \"B0852YV71K\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\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\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\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\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"USHAKE Water Bottle Cages, Basic MTB Bike Bicycle Alloy Aluminum Lightweight Water Bottle Holder Cages Brackets(2 Pack- Drilled Holes Required)\", \"asin\": \"B01FC5IN1K\", \"price\": \"$11.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\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\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"FiveBox Aluminum Alloy Biking Bicycle Water Bottle Cage Holder, Cycling Bike Water Bottle Cage\", \"asin\": \"B014P6HEDA\", \"price\": \"$6.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Bike Water Bottle Cage Ultra-Light Bicycle Bottle Holder Universal Bike Cup Holder Rack for Bicycle, Cycling, MTB, Road/Mountain Bikes 2 Pack - Black\", \"asin\": \"B07VLYGK21\", \"price\": \"$6.79\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Belinous 2 Pack Bike Cup Holder for 8-24oz Bottles, Roll Bar Water Bottle Holder for UTV Wheelchair Walker E-Bike Golf Cart Scooter and Boat, Drink Holder with Net Pockets and Velcro Starps\", \"asin\": \"B0D21SCNX6\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Bike Water Bottle Holder: Ultra-Light Bicycle Bottle Cages with Screws, Alloy Aluminum, Universal Bike Cup Holder Rack for Road MTB Bikes(Purple)\", \"asin\": \"B0DHK9PSTK\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"ABC by BiKASE - Any Bottle Cage, Bike Water Bottle Holder - Fits Any Bottle, Container, Speaker, Bicycle Bottle Holder for Frame or Handlebar\", \"asin\": \"B0C6QZS7XD\", \"price\": \"$29.90\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\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\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Lamicall Bike Water Bottle Holder - [for 2-2.75\\\" Diameter Bottles] [for Handlebar & Frame] Motorcycle Cup Holder, Bicycle Drink Cage with Screw Tool, Fit Standard and Smaller Size Bottles\", \"asin\": \"B0CLG3ZPQQ\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\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\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"ABC by BiKASE - Any Bottle Cage, Bike Water Bottle Holder - Fits Any Bottle, Container, Speaker, Bicycle Bottle Holder for Frame or Handlebar\", \"asin\": \"B07Z89TWRB\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Accmor 2 Pack Bike Water Bottle Holders No Screws, Universal Bike Cup Holder, 360 Degree Rotatable Bike Water Bottle Cage, Water Bottle Holders for Kids Bike Adult Bike\", \"asin\": \"B07CZWQYD7\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"ROCKBROS Bike Cup Holder with Pocket, Water Bottle Bag for Kids, Adjustable Bike Drink Cup Cage for Cruiser, Scooter, Road Bike, Mountain Bike & Wheelchair\", \"asin\": \"B0D8T3ZDY2\", \"price\": \"$14.39\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18 Only 10 left in stock - order soon.\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Cage with Built-in Tire Levers, 2 in 1 Lightweight Bike Bottle Holder Adjustable Slide Entry Bicycle Cup Holder for MTB Road Bike Green\", \"asin\": \"B0DRF78M1H\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\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 Purple\", \"asin\": \"B0DPMMML3R\", \"price\": \"$13.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Belinous Bike Cup Holder, Water Bottle Holder Up to 32oz, Bicycle Handlebar Drink Holder Oxford Fabric with Mesh Pockets for e-Bike Scooter Cruiser Wheelchair Walker Boat, Black, 2 Pack\", \"asin\": \"B0BG7T6W23\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Topeak Water Bottle Cage\", \"asin\": \"B004Y69QX8\", \"price\": \"$12.95\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Bike Water Bottle Holder Plastic Carbon Fiber Water Bottle Cage Cages for Road Bikes Mountain Bicycle Water Bottle Cage Drink Cup Holder, 2 Pack - Black\", \"asin\": \"B0CSBNNLHB\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Bike Cup Holder, Water Bottle Holder Handlebar with Mesh Pockets, Universal Cycling Bicycle Water Bottle Drink Cup Cage for Cruiser, Scooter, Mountain, Road Bike, Wheelchair\", \"asin\": \"B0BG75WTV2\", \"price\": \"$12.59\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Schwinn Sport Water Bottle and Bottle Holder Combo, Holds 23 Oz or 680 ml, BPA-Free Squeeze Sport Bottle, Easy to Attach Alloy Cage to Most Bicycle, Silver/Black\", \"asin\": \"B000DZBK9C\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\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\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"CNC Bike Water Bottle Holder, Aluminum Bike Water Bottle Cage for Road Bike/Mountain Bike 2-Pack\\uff0cOrange\", \"asin\": \"B08G428MGH\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Bongo Bike Handlebar Bag - Water Resistant & Durable Fabric Bicycle Water Bottle Holder, Secure Attachment Bikepacking Stem Bag, Front Biking Storage, Bike Organizer for Cycling - Black\", \"asin\": \"B0C6Y8G3G1\", \"price\": \"$32.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Zefal Pulse Universal Water Bottle Bike Cage (Multi-Position, Black)\", \"asin\": \"B07G71YKNQ\", \"price\": \"$7.96\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"MIZATTO 2 Pack Bike Cup Holder - Water Bottle Holder for Bike, Boat, Scooter, Wheelchair etc\", \"asin\": \"B08JTMZH4D\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"BELL Clinch Universal Mount and Cage, Black\", \"asin\": \"B00UQ7P6HE\", \"price\": \"$11.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Accmor 3-in-1 Bike Cup Holder with Cell Phone Keys Holder, Bike Water Bottle Holders, Universal Bar Drink Cup Can Holder for Bicycles, Motorcycles, Scooters, Black\", \"asin\": \"B09LC8WZ2P\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Bike Water Bottle Holder with Bottle Combo Mount Cage Rack No Screws Mountain Bicycle Accessories, for Sport Outdoor Cycling, MTB Road, Universal Cup Holder, Durable Alloy Kids, Adults (Black)\", \"asin\": \"B095BVP5GV\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"ThinkTop 2 Pack Ultra-Light Full Carbon Fiber Bicycle Bike Drink Water Bottle Cage Holder Brackets for Road Bike MTB Cycling\", \"asin\": \"B07D6NCQCP\", \"price\": \"$27.98\", \"delivery\": \"FREE delivery Sat, Apr 19\"},\n{\"title\": \"Accmor Bike Water Bottle Holders No Screws, Universal Bike Cup Holder, 360 Degree Rotatable Bike Water Bottle Cage, Water Bottle Holders for Kids Bike Adult Bike, Black\", \"asin\": \"B07BDJMNJN\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"WEST BIKING Bike Water Bottle Cage, Durable Ultralight Plastic Water Drink Holder Rack, Lightweight PC for Bicycle, Cycling Bottle Holder Cages for MTB, Road/ Mountain Bikes\", \"asin\": \"B09R3NBHC2\", \"price\": \"$6.96\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Kewig Anti-Theft Motorcycle Cup Holder, Extra Large Adjustable Size Bike Water Bottle Holder for 1.95 \\u2013 3.6\\\" Diameter Bottles, Motorcycle Drink Holder for Stroller, Moto, Bicycle, Scooter, Wheelchair\", \"asin\": \"B0CHMX1812\", \"price\": \"$19.97\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Accmor Stroller Cup Holder with Phone Holder, Bike Cup Holder, Universal Cup Holder for Uppababy Nuna Doona Strollers, 2-in-1 Cup Phone Holder for Stroller, Bike, Wheelchair, Walker, Scooter\", \"asin\": \"B086TZXKMJ\", \"price\": \"$9.98\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Bike Water Bottle Holder & Bottle Combo \\u2013 2-Pack 22 oz Sports Squeeze Bottles with Pull Top Cap & Easy-Install Bike Cage \\u2013 Made in USA \\u2013 50 Strong Brand\", \"asin\": \"B087W84QZ9\", \"price\": \"$21.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Universal Bike Cup Holder - 360 Degree Rotating Bottle Cage for Bike & Stroller\", \"asin\": \"B0C1HJHFMG\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"ThinkTop Ultra-Light Full Carbon Fiber Bicycle Bike Drink Water Bottle Cage Holder Brackets for Road Mountain Bike MTB Cycling\", \"asin\": \"B07D6MY66N\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Accmor Universal Drinks Holder for Large Bottles, Bike Water Bottle Cages Fits Most Bicycles\", \"asin\": \"B07DLMSC82\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"CNC Bike Water Bottle Holder, 2-Pack Bike Water Bottle Cage for Road Bike/Mountain Bike\\uff0cBlack\", \"asin\": \"B08G4P5NZ3\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"1 Pack Ultra-Light Full Carbon Fiber Water Bottle Cage, Bike Water Bottle Holder Brackets for Road & Mountain Bike\", \"asin\": \"B08D3JP3R8\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"LEZYNE Side Load Flow Bicycle Bottle Cage, Left or Right Side Configurations, Secure, Easy Bottle Access, Durable Bike Bottle Holder\", \"asin\": \"B008R5KXZ2\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Bicycle Water Bottle Holder with 24 Oz Bottle, Durable Leak-Proof Non-Slip Design, Lightweight & Universal Fit for Mountain/Road Cycling Accessories\", \"asin\": \"B0DPYWL889\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Lightweight Bike Water Bottle Holder by Delta Cycle - Bottle Cage Holder Mount - Compatible with Any Standard Water Bottle - Easy Installation Quickly Mounts to Any Bike\", \"asin\": \"B00H5MQKX2\", \"price\": \"$6.70\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\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\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"2PCS Bicycle Water Bottle Cages, Lightweight Strong Bike Water Bottle Holder, Easy to Adjust The Direction Bike Cup Holder, No Screws, Simple and Quick to Install in Motorcycle, Red and Black\", \"asin\": \"B08QS81WJB\", \"price\": \"$8.47\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Lightweight Bicycle Water Bottle Holder - Secure, Versatile, and Stylish Bike Universal Drink Cage, Cycling, Road/Mountain Bikes (Black)\", \"asin\": \"B0CTXKJ158\", \"price\": \"$4.95\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"GEARV 2Pack Cup Holder for Bike, Scooter and Wheelchair, Water Bottle Holder for UTV/ATV, Walker, Golf Cart and Beach, Universal Drink Holder Accessories with Net Pocket and Cord Lock (Black)\", \"asin\": \"B085JW79V5\", \"price\": \"$18.95\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Topeak Modula Java Bottle Cage, Black, 9.4 x 9 x 19.4-21 cm\", \"asin\": \"B004NQ94EK\", \"price\": \"$17.94\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"2 Pack Bike Bottle Holder, Universal Bicycle Water Bottle Cage Holder, Water Cup Holder for Bike Stroller Walker, Adjustable Mountain Bike Drink Cup with 360 Degree Rotating for Cycling MTB Black.\", \"asin\": \"B0B5MQVR75\", \"price\": \"$6.95\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Zefal Pulse Expandable Water Bottle Bike Cage (Universal Mounting)\", \"asin\": \"B07G752MYN\", \"price\": \"$9.97\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"ROCKBROS Bike Bottle Cage Adapter Bicycle Seatpost Handlebar Water Bottle Mount Holder Adjustable Aluminum Bottle Cage for MTB Road Bike Beach Cruiser Black\", \"asin\": \"B09QG1MMGJ\", \"price\": \"$14.23\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Corki Cycles Bike Water Bottle Holder Aluminum Alloy, Universal Bike Water Bottle Cage for Road, Mountain and Gravel Bikes -1 Pack - Red\", \"asin\": \"B0CNT3VFGN\", \"price\": \"$11.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Pack of 2 Stroller Cup Holders, Universal Drinks Holder for Bikes, Trolleys or Walkers\", \"asin\": \"B07D6834FL\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Water Bottle Holder for Bike, Bike Accessories,Screw Tool Included to Help You Mount to The Frame, Bicycle Bottle Cage Accessories for Kids Adults (Compatible with 2.16-2.95\\\" Diameter Cup)\", \"asin\": \"B0D4DRQ9XJ\", \"price\": \"$3.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18 Only 19 left in stock - order soon.\"},\n{\"title\": \"Accmor Stroller Cup Holder, Universal Cup Holder, 360\\u00b0 Rotatable Large Caliber Designed Bottle Cage for Bike, Stroller, Wheelchair, Walker, Scooter, Black\", \"asin\": \"B07F1JMSYM\", \"price\": \"$8.45\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"KEMIMOTO Bike Cup Holder, Bike Water Bottle Holder Bicycle Handlebar Drink Holder with Mesh Pockets Phone Bag, Universal Compatible with Road Bike MTB E-Bike Cruiser Scooter Wheelchair\", \"asin\": \"B079QJS5P4\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Accmor Bike Cup Holder, Bike Water Bottle Holders, Universal 360 Degrees Rotation Cup Holder for Bicycle, Stroller, Scooter, Walker, Wheelchair, Bike Bottle Holders for Kids Adults, 1 Pack\", \"asin\": \"B07B21VZ21\", \"price\": \"$5.98\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Holder Bike Cup Holder Motorcycle Cup Holder - Bottle Size Adjustable for Handlebar & Frame for 2.3-3\\\" Diameter Bottles, with Screw Tool, Durable Bike Drink Holder\", \"asin\": \"B0CSFK8GBQ\", \"price\": \"$9.49\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Planet Bike Alloy Aluminum Water Bottle Cage, Black\", \"asin\": \"B000RYBGFM\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"}]\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\": \"2025-04-16T21:04:46.556Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:09.722Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:10.452Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.140Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.753Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:12.706Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:13.415Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:14.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:32.057Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.069Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:03.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:04.519Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.202Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:09.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:16.580Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:17.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:38.047Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:39.801Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-15T18:39:22.602Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-15T18:39:42.262Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T18:58:06.027Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\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\": 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360 Degree Rotating Bottle Cage for Bike & Stroller\", \"asin\": \"B0C1HJHFMG\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"ThinkTop Ultra-Light Full Carbon Fiber Bicycle Bike Drink Water Bottle Cage Holder Brackets for Road Mountain Bike MTB Cycling\", \"asin\": \"B07D6MY66N\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Accmor Universal Drinks Holder for Large Bottles, Bike Water Bottle Cages Fits Most Bicycles\", \"asin\": \"B07DLMSC82\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"CNC Bike Water Bottle Holder, 2-Pack Bike Water Bottle Cage for Road Bike/Mountain Bike\\uff0cBlack\", \"asin\": \"B08G4P5NZ3\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"1 Pack Ultra-Light Full Carbon Fiber Water Bottle Cage, Bike Water Bottle Holder Brackets for Road & Mountain Bike\", \"asin\": \"B08D3JP3R8\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"LEZYNE Side Load Flow Bicycle Bottle Cage, Left or Right Side Configurations, Secure, Easy Bottle Access, Durable Bike Bottle Holder\", \"asin\": \"B008R5KXZ2\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Bicycle Water Bottle Holder with 24 Oz Bottle, Durable Leak-Proof Non-Slip Design, Lightweight & Universal Fit for Mountain/Road Cycling Accessories\", \"asin\": \"B0DPYWL889\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Lightweight Bike Water Bottle Holder by Delta Cycle - Bottle Cage Holder Mount - Compatible with Any Standard Water Bottle - Easy Installation Quickly Mounts to Any Bike\", \"asin\": \"B00H5MQKX2\", \"price\": \"$6.70\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\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\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"2PCS Bicycle Water Bottle Cages, Lightweight Strong Bike Water Bottle Holder, Easy to Adjust The Direction Bike Cup Holder, No Screws, Simple and Quick to Install in Motorcycle, Red and Black\", \"asin\": \"B08QS81WJB\", \"price\": \"$8.47\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Lightweight Bicycle Water Bottle Holder - Secure, Versatile, and Stylish Bike Universal Drink Cage, Cycling, Road/Mountain Bikes (Black)\", \"asin\": \"B0CTXKJ158\", \"price\": \"$4.95\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"GEARV 2Pack Cup Holder for Bike, Scooter and Wheelchair, Water Bottle Holder for UTV/ATV, Walker, Golf Cart and Beach, Universal Drink Holder Accessories with Net Pocket and Cord Lock (Black)\", \"asin\": \"B085JW79V5\", \"price\": \"$18.95\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Topeak Modula Java Bottle Cage, Black, 9.4 x 9 x 19.4-21 cm\", \"asin\": \"B004NQ94EK\", \"price\": \"$17.94\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"2 Pack Bike Bottle Holder, Universal Bicycle Water Bottle Cage Holder, Water Cup Holder for Bike Stroller Walker, Adjustable Mountain Bike Drink Cup with 360 Degree Rotating for Cycling MTB Black.\", \"asin\": \"B0B5MQVR75\", \"price\": \"$6.95\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Zefal Pulse Expandable Water Bottle Bike Cage (Universal Mounting)\", \"asin\": \"B07G752MYN\", \"price\": \"$9.97\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"ROCKBROS Bike Bottle Cage Adapter Bicycle Seatpost Handlebar Water Bottle Mount Holder Adjustable Aluminum Bottle Cage for MTB Road Bike Beach Cruiser Black\", \"asin\": \"B09QG1MMGJ\", \"price\": \"$14.23\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Corki Cycles Bike Water Bottle Holder Aluminum Alloy, Universal Bike Water Bottle Cage for Road, Mountain and Gravel Bikes -1 Pack - Red\", \"asin\": \"B0CNT3VFGN\", \"price\": \"$11.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Pack of 2 Stroller Cup Holders, Universal Drinks Holder for Bikes, Trolleys or Walkers\", \"asin\": \"B07D6834FL\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Water Bottle Holder for Bike, Bike Accessories,Screw Tool Included to Help You Mount to The Frame, Bicycle Bottle Cage Accessories for Kids Adults (Compatible with 2.16-2.95\\\" Diameter Cup)\", \"asin\": \"B0D4DRQ9XJ\", \"price\": \"$3.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18 Only 19 left in stock - order soon.\"},\n{\"title\": \"Accmor Stroller Cup Holder, Universal Cup Holder, 360\\u00b0 Rotatable Large Caliber Designed Bottle Cage for Bike, Stroller, Wheelchair, Walker, Scooter, Black\", \"asin\": \"B07F1JMSYM\", \"price\": \"$8.45\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"KEMIMOTO Bike Cup Holder, Bike Water Bottle Holder Bicycle Handlebar Drink Holder with Mesh Pockets Phone Bag, Universal Compatible with Road Bike MTB E-Bike Cruiser Scooter Wheelchair\", \"asin\": \"B079QJS5P4\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Accmor Bike Cup Holder, Bike Water Bottle Holders, Universal 360 Degrees Rotation Cup Holder for Bicycle, Stroller, Scooter, Walker, Wheelchair, Bike Bottle Holders for Kids Adults, 1 Pack\", \"asin\": \"B07B21VZ21\", \"price\": \"$5.98\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Holder Bike Cup Holder Motorcycle Cup Holder - Bottle Size Adjustable for Handlebar & Frame for 2.3-3\\\" Diameter Bottles, with Screw Tool, Durable Bike Drink Holder\", \"asin\": \"B0CSFK8GBQ\", \"price\": \"$9.49\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Planet Bike Alloy Aluminum Water Bottle Cage, Black\", \"asin\": \"B000RYBGFM\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"}]\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\": \"2025-04-16T21:05:23.313Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-16T21:05:23.313Z
click_product
B07D6MY66N
rule
train
2,508
2025-04-16T21:05:23.313Z
click_product
B07D6MY66N
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-14T18:30:56.587Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-14T18:31:09.041Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:13.008Z", "action": "click_product", "action_argument": "B0CLKPNDKL"} {"timestamp": "2025-04-14T18:31:21.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T18:31:46.860Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:49.158Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:51.911Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T21:25:57.008Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:50.263Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:55.594Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:02.079Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:14.054Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:35:30.511Z", "action": "purchase", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-14T21:38:56.748Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T21:39:00.252Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-14T21:39:05.273Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:06.598Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:09.722Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:10.452Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:11.140Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:11.753Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:12.706Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:13.415Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:14.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:32.057Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:02.069Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:02.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:03.680Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:04.519Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:05.202Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:05.852Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:09.508Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:16.580Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:17.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:38.047Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:39.801Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-15T18:39:22.602Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-15T18:39:42.262Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T18:58:06.027Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"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"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "bike bottle holder"}], "cart_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": "1"}, {"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", "price": "$3.99", "quantity": "1"}], "promotion_items": [{"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 Alloy Aluminum Bicycle Water Bottle Cage Brackets Bike Cup Holder for Road Mountain Bikes Black", "asin": "B0C2VB8HWF", "price": "$9.99", "quantity": ""}, {"title": "ROCKBROS Bike Water Bottle Holder Bike Cup Holder Motorcycle Cup Holder - Bottle Size Adjustable for Handlebar & Frame for 2.3-3\" Diameter Bottles, with Screw Tool, Durable Bike Drink Holder", "asin": "B0CSFK8GBQ", "price": "$9.49", "quantity": ""}, {"title": "KEMIMOTO Motorcycle Cup Holder, Oxford Fabric Motorcycle Drink Holder with 0.6\"-1.5\" Alligator Clamp, Universal Water Bottle Holder for Motorcycle, ATV/UTV, Scooter, Boat, Kayak, Bike, Walker, Black L", "asin": "B08LR3SSPH", "price": "$27.83", "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": "KEMIMOTO Bike Cup Holder, Bike Water Bottle Holder Bicycle Handlebar Drink Holder with Mesh Pockets Phone Bag, Universal Compatible with Road Bike MTB E-Bike Cruiser Scooter Wheelchair", "asin": "B079QJS5P4", "price": "$9.99", "quantity": ""}], "ads": [{"title": "Corki Cycles Bike Water Bottle Holder Right Side Load Water Bottle Cage for Road, MTB, Gravel Bicycle Black 2-Pack", "asin": "B07V5FLTB5"}, {"title": "corki Cycles Bike Water Bottle Holder Right Side Load Water Bottle Cage for Road, MTB, Gravel Bicycle Vibrant Orange 2 Pack", "asin": "B08ZSJ272H"}, {"title": "corki Cycles Bike Water Bottle Holder Right Side Load Water Bottle Cage for Road, MTB, Gravel Bicycles Lime Punch 2 Pack", "asin": "B07V1RJ4ML"}], "search_results": [{"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", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "USHAKE Water Bottle Cages, Basic MTB Bike Bicycle Alloy Aluminum Lightweight Water Bottle Holder Cages Brackets(2 Pack- Drilled Holes Required)", "asin": "B01FC5IN1K", "price": "$11.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"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", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Bike Water Bottle Holder, KABON Lightweight Bicycle Alloy Aluminum Side Load Water Bottle Cage Brackets for Road Bike MTB Cycling Accessories - Blue", "asin": "B0852YV71K", "price": "$9.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"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", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"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", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "USHAKE Water Bottle Cages, Basic MTB Bike Bicycle Alloy Aluminum Lightweight Water Bottle Holder Cages Brackets(2 Pack- Drilled Holes Required)", "asin": "B01FC5IN1K", "price": "$11.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"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", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "FiveBox Aluminum Alloy Biking Bicycle Water Bottle Cage Holder, Cycling Bike Water Bottle Cage", "asin": "B014P6HEDA", "price": "$6.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Bike Water Bottle Cage Ultra-Light Bicycle Bottle Holder Universal Bike Cup Holder Rack for Bicycle, Cycling, MTB, Road/Mountain Bikes 2 Pack - Black", "asin": "B07VLYGK21", "price": "$6.79", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Belinous 2 Pack Bike Cup Holder for 8-24oz Bottles, Roll Bar Water Bottle Holder for UTV Wheelchair Walker E-Bike Golf Cart Scooter and Boat, Drink Holder with Net Pockets and Velcro Starps", "asin": "B0D21SCNX6", "price": "$18.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Bike Water Bottle Holder: Ultra-Light Bicycle Bottle Cages with Screws, Alloy Aluminum, Universal Bike Cup Holder Rack for Road MTB Bikes(Purple)", "asin": "B0DHK9PSTK", "price": "$12.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "ABC by BiKASE - Any Bottle Cage, Bike Water Bottle Holder - Fits Any Bottle, Container, Speaker, Bicycle Bottle Holder for Frame or Handlebar", "asin": "B0C6QZS7XD", "price": "$29.90", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"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", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Lamicall Bike Water Bottle Holder - [for 2-2.75\" Diameter Bottles] [for Handlebar & Frame] Motorcycle Cup Holder, Bicycle Drink Cage with Screw Tool, Fit Standard and Smaller Size Bottles", "asin": "B0CLG3ZPQQ", "price": "$16.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"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", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "ABC by BiKASE - Any Bottle Cage, Bike Water Bottle Holder - Fits Any Bottle, Container, Speaker, Bicycle Bottle Holder for Frame or Handlebar", "asin": "B07Z89TWRB", "price": "$29.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Accmor 2 Pack Bike Water Bottle Holders No Screws, Universal Bike Cup Holder, 360 Degree Rotatable Bike Water Bottle Cage, Water Bottle Holders for Kids Bike Adult Bike", "asin": "B07CZWQYD7", "price": "$8.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "ROCKBROS Bike Cup Holder with Pocket, Water Bottle Bag for Kids, Adjustable Bike Drink Cup Cage for Cruiser, Scooter, Road Bike, Mountain Bike & Wheelchair", "asin": "B0D8T3ZDY2", "price": "$14.39", "delivery": " Two-Day FREE delivery Fri, Apr 18 Only 10 left in stock - order soon."}, {"title": "ROCKBROS Bike Water Bottle Cage with Built-in Tire Levers, 2 in 1 Lightweight Bike Bottle Holder Adjustable Slide Entry Bicycle Cup Holder for MTB Road Bike Green", "asin": "B0DRF78M1H", "price": "$15.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"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 Purple", "asin": "B0DPMMML3R", "price": "$13.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Belinous Bike Cup Holder, Water Bottle Holder Up to 32oz, Bicycle Handlebar Drink Holder Oxford Fabric with Mesh Pockets for e-Bike Scooter Cruiser Wheelchair Walker Boat, Black, 2 Pack", "asin": "B0BG7T6W23", "price": "$16.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Topeak Water Bottle Cage", "asin": "B004Y69QX8", "price": "$12.95", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Bike Water Bottle Holder Plastic Carbon Fiber Water Bottle Cage Cages for Road Bikes Mountain Bicycle Water Bottle Cage Drink Cup Holder, 2 Pack - Black", "asin": "B0CSBNNLHB", "price": "$15.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Bike Cup Holder, Water Bottle Holder Handlebar with Mesh Pockets, Universal Cycling Bicycle Water Bottle Drink Cup Cage for Cruiser, Scooter, Mountain, Road Bike, Wheelchair", "asin": "B0BG75WTV2", "price": "$12.59", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Schwinn Sport Water Bottle and Bottle Holder Combo, Holds 23 Oz or 680 ml, BPA-Free Squeeze Sport Bottle, Easy to Attach Alloy Cage to Most Bicycle, Silver/Black", "asin": "B000DZBK9C", "price": "$15.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"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", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "CNC Bike Water Bottle Holder, Aluminum Bike Water Bottle Cage for Road Bike/Mountain Bike 2-Pack\uff0cOrange", "asin": "B08G428MGH", "price": "$16.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Bongo Bike Handlebar Bag - Water Resistant & Durable Fabric Bicycle Water Bottle Holder, Secure Attachment Bikepacking Stem Bag, Front Biking Storage, Bike Organizer for Cycling - Black", "asin": "B0C6Y8G3G1", "price": "$32.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Zefal Pulse Universal Water Bottle Bike Cage (Multi-Position, Black)", "asin": "B07G71YKNQ", "price": "$7.96", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "MIZATTO 2 Pack Bike Cup Holder - Water Bottle Holder for Bike, Boat, Scooter, Wheelchair etc", "asin": "B08JTMZH4D", "price": "$15.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "BELL Clinch Universal Mount and Cage, Black", "asin": "B00UQ7P6HE", "price": "$11.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Accmor 3-in-1 Bike Cup Holder with Cell Phone Keys Holder, Bike Water Bottle Holders, Universal Bar Drink Cup Can Holder for Bicycles, Motorcycles, Scooters, Black", "asin": "B09LC8WZ2P", "price": "$12.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Bike Water Bottle Holder with Bottle Combo Mount Cage Rack No Screws Mountain Bicycle Accessories, for Sport Outdoor Cycling, MTB Road, Universal Cup Holder, Durable Alloy Kids, Adults (Black)", "asin": "B095BVP5GV", "price": "$22.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "ThinkTop 2 Pack Ultra-Light Full Carbon Fiber Bicycle Bike Drink Water Bottle Cage Holder Brackets for Road Bike MTB Cycling", "asin": "B07D6NCQCP", "price": "$27.98", "delivery": "FREE delivery Sat, Apr 19"}, {"title": "Accmor Bike Water Bottle Holders No Screws, Universal Bike Cup Holder, 360 Degree Rotatable Bike Water Bottle Cage, Water Bottle Holders for Kids Bike Adult Bike, Black", "asin": "B07BDJMNJN", "price": "$5.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "WEST BIKING Bike Water Bottle Cage, Durable Ultralight Plastic Water Drink Holder Rack, Lightweight PC for Bicycle, Cycling Bottle Holder Cages for MTB, Road/ Mountain Bikes", "asin": "B09R3NBHC2", "price": "$6.96", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Kewig Anti-Theft Motorcycle Cup Holder, Extra Large Adjustable Size Bike Water Bottle Holder for 1.95 \u2013 3.6\" Diameter Bottles, Motorcycle Drink Holder for Stroller, Moto, Bicycle, Scooter, Wheelchair", "asin": "B0CHMX1812", "price": "$19.97", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Accmor Stroller Cup Holder with Phone Holder, Bike Cup Holder, Universal Cup Holder for Uppababy Nuna Doona Strollers, 2-in-1 Cup Phone Holder for Stroller, Bike, Wheelchair, Walker, Scooter", "asin": "B086TZXKMJ", "price": "$9.98", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Bike Water Bottle Holder & Bottle Combo \u2013 2-Pack 22 oz Sports Squeeze Bottles with Pull Top Cap & Easy-Install Bike Cage \u2013 Made in USA \u2013 50 Strong Brand", "asin": "B087W84QZ9", "price": "$21.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Universal Bike Cup Holder - 360 Degree Rotating Bottle Cage for Bike & Stroller", "asin": "B0C1HJHFMG", "price": "$8.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "ThinkTop Ultra-Light Full Carbon Fiber Bicycle Bike Drink Water Bottle Cage Holder Brackets for Road Mountain Bike MTB Cycling", "asin": "B07D6MY66N", "price": "$16.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Accmor Universal Drinks Holder for Large Bottles, Bike Water Bottle Cages Fits Most Bicycles", "asin": "B07DLMSC82", "price": "$5.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "CNC Bike Water Bottle Holder, 2-Pack Bike Water Bottle Cage for Road Bike/Mountain Bike\uff0cBlack", "asin": "B08G4P5NZ3", "price": "$15.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "1 Pack Ultra-Light Full Carbon Fiber Water Bottle Cage, Bike Water Bottle Holder Brackets for Road & Mountain Bike", "asin": "B08D3JP3R8", "price": "$16.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "LEZYNE Side Load Flow Bicycle Bottle Cage, Left or Right Side Configurations, Secure, Easy Bottle Access, Durable Bike Bottle Holder", "asin": "B008R5KXZ2", "price": "$14.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Bicycle Water Bottle Holder with 24 Oz Bottle, Durable Leak-Proof Non-Slip Design, Lightweight & Universal Fit for Mountain/Road Cycling Accessories", "asin": "B0DPYWL889", "price": "$16.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Lightweight Bike Water Bottle Holder by Delta Cycle - Bottle Cage Holder Mount - Compatible with Any Standard Water Bottle - Easy Installation Quickly Mounts to Any Bike", "asin": "B00H5MQKX2", "price": "$6.70", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"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", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "2PCS Bicycle Water Bottle Cages, Lightweight Strong Bike Water Bottle Holder, Easy to Adjust The Direction Bike Cup Holder, No Screws, Simple and Quick to Install in Motorcycle, Red and Black", "asin": "B08QS81WJB", "price": "$8.47", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Lightweight Bicycle Water Bottle Holder - Secure, Versatile, and Stylish Bike Universal Drink Cage, Cycling, Road/Mountain Bikes (Black)", "asin": "B0CTXKJ158", "price": "$4.95", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "GEARV 2Pack Cup Holder for Bike, Scooter and Wheelchair, Water Bottle Holder for UTV/ATV, Walker, Golf Cart and Beach, Universal Drink Holder Accessories with Net Pocket and Cord Lock (Black)", "asin": "B085JW79V5", "price": "$18.95", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Topeak Modula Java Bottle Cage, Black, 9.4 x 9 x 19.4-21 cm", "asin": "B004NQ94EK", "price": "$17.94", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "2 Pack Bike Bottle Holder, Universal Bicycle Water Bottle Cage Holder, Water Cup Holder for Bike Stroller Walker, Adjustable Mountain Bike Drink Cup with 360 Degree Rotating for Cycling MTB Black.", "asin": "B0B5MQVR75", "price": "$6.95", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Zefal Pulse Expandable Water Bottle Bike Cage (Universal Mounting)", "asin": "B07G752MYN", "price": "$9.97", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "ROCKBROS Bike Bottle Cage Adapter Bicycle Seatpost Handlebar Water Bottle Mount Holder Adjustable Aluminum Bottle Cage for MTB Road Bike Beach Cruiser Black", "asin": "B09QG1MMGJ", "price": "$14.23", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Corki Cycles Bike Water Bottle Holder Aluminum Alloy, Universal Bike Water Bottle Cage for Road, Mountain and Gravel Bikes -1 Pack - Red", "asin": "B0CNT3VFGN", "price": "$11.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Pack of 2 Stroller Cup Holders, Universal Drinks Holder for Bikes, Trolleys or Walkers", "asin": "B07D6834FL", "price": "$14.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Water Bottle Holder for Bike, Bike Accessories,Screw Tool Included to Help You Mount to The Frame, Bicycle Bottle Cage Accessories for Kids Adults (Compatible with 2.16-2.95\" Diameter Cup)", "asin": "B0D4DRQ9XJ", "price": "$3.99", "delivery": " Two-Day FREE delivery Fri, Apr 18 Only 19 left in stock - order soon."}, {"title": "Accmor Stroller Cup Holder, Universal Cup Holder, 360\u00b0 Rotatable Large Caliber Designed Bottle Cage for Bike, Stroller, Wheelchair, Walker, Scooter, Black", "asin": "B07F1JMSYM", "price": "$8.45", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "KEMIMOTO Bike Cup Holder, Bike Water Bottle Holder Bicycle Handlebar Drink Holder with Mesh Pockets Phone Bag, Universal Compatible with Road Bike MTB E-Bike Cruiser Scooter Wheelchair", "asin": "B079QJS5P4", "price": "$9.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Accmor Bike Cup Holder, Bike Water Bottle Holders, Universal 360 Degrees Rotation Cup Holder for Bicycle, Stroller, Scooter, Walker, Wheelchair, Bike Bottle Holders for Kids Adults, 1 Pack", "asin": "B07B21VZ21", "price": "$5.98", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "ROCKBROS Bike Water Bottle Holder Bike Cup Holder Motorcycle Cup Holder - Bottle Size Adjustable for Handlebar & Frame for 2.3-3\" Diameter Bottles, with Screw Tool, Durable Bike Drink Holder", "asin": "B0CSFK8GBQ", "price": "$9.49", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Planet Bike Alloy Aluminum Water Bottle Cage, Black", "asin": "B000RYBGFM", "price": "$5.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-16T21:05:23.313Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-16T21:05:23.313Z\",\"action\": \"click_product\",\"acion_argument\": \"B07D6MY66N\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-16T21:05:23.313Z\",\"action\": \"click_product\",\"acion_argument\": \"B07D6MY66N\",}</answer>", "index": 2508, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:09.722Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:10.452Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.140Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.753Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:12.706Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:13.415Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:14.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": 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order soon.\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Cage with Built-in Tire Levers, 2 in 1 Lightweight Bike Bottle Holder Adjustable Slide Entry Bicycle Cup Holder for MTB Road Bike Green\", \"asin\": \"B0DRF78M1H\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\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 Purple\", \"asin\": \"B0DPMMML3R\", \"price\": \"$13.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Belinous Bike Cup Holder, Water Bottle Holder Up to 32oz, Bicycle Handlebar Drink Holder Oxford Fabric with Mesh Pockets for e-Bike Scooter Cruiser Wheelchair Walker Boat, Black, 2 Pack\", \"asin\": \"B0BG7T6W23\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Topeak Water Bottle Cage\", \"asin\": \"B004Y69QX8\", \"price\": \"$12.95\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Bike Water Bottle Holder Plastic Carbon Fiber Water Bottle Cage Cages for Road Bikes Mountain Bicycle Water Bottle Cage Drink Cup Holder, 2 Pack - Black\", \"asin\": \"B0CSBNNLHB\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Bike Cup Holder, Water Bottle Holder Handlebar with Mesh Pockets, Universal Cycling Bicycle Water Bottle Drink Cup Cage for Cruiser, Scooter, Mountain, Road Bike, Wheelchair\", \"asin\": \"B0BG75WTV2\", \"price\": \"$12.59\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Schwinn Sport Water Bottle and Bottle Holder Combo, Holds 23 Oz or 680 ml, BPA-Free Squeeze Sport Bottle, Easy to Attach Alloy Cage to Most Bicycle, Silver/Black\", \"asin\": \"B000DZBK9C\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\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\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"CNC Bike Water Bottle Holder, Aluminum Bike Water Bottle Cage for Road Bike/Mountain Bike 2-Pack\\uff0cOrange\", \"asin\": \"B08G428MGH\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Bongo Bike Handlebar Bag - Water Resistant & Durable Fabric Bicycle Water Bottle Holder, Secure Attachment Bikepacking Stem Bag, Front Biking Storage, Bike Organizer for Cycling - Black\", \"asin\": \"B0C6Y8G3G1\", \"price\": \"$32.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Zefal Pulse Universal Water Bottle Bike Cage (Multi-Position, Black)\", \"asin\": \"B07G71YKNQ\", \"price\": \"$7.96\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"MIZATTO 2 Pack Bike Cup Holder - Water Bottle Holder for Bike, Boat, Scooter, Wheelchair etc\", \"asin\": \"B08JTMZH4D\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"BELL Clinch Universal Mount and Cage, Black\", \"asin\": \"B00UQ7P6HE\", \"price\": \"$11.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Accmor 3-in-1 Bike Cup Holder with Cell Phone Keys Holder, Bike Water Bottle Holders, Universal Bar Drink Cup Can Holder for Bicycles, Motorcycles, Scooters, Black\", \"asin\": \"B09LC8WZ2P\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Bike Water Bottle Holder with Bottle Combo Mount Cage Rack No Screws Mountain Bicycle Accessories, for Sport Outdoor Cycling, MTB Road, Universal Cup Holder, Durable Alloy Kids, Adults (Black)\", \"asin\": \"B095BVP5GV\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"ThinkTop 2 Pack Ultra-Light Full Carbon Fiber Bicycle Bike Drink Water Bottle Cage Holder Brackets for Road Bike MTB Cycling\", \"asin\": \"B07D6NCQCP\", \"price\": \"$27.98\", \"delivery\": \"FREE delivery Sat, Apr 19\"},\n{\"title\": \"Accmor Bike Water Bottle Holders No Screws, Universal Bike Cup Holder, 360 Degree Rotatable Bike Water Bottle Cage, Water Bottle Holders for Kids Bike Adult Bike, Black\", \"asin\": \"B07BDJMNJN\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"WEST BIKING Bike Water Bottle Cage, Durable Ultralight Plastic Water Drink Holder Rack, Lightweight PC for Bicycle, Cycling Bottle Holder Cages for MTB, Road/ Mountain Bikes\", \"asin\": \"B09R3NBHC2\", \"price\": \"$6.96\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Kewig Anti-Theft Motorcycle Cup Holder, Extra Large Adjustable Size Bike Water Bottle Holder for 1.95 \\u2013 3.6\\\" Diameter Bottles, Motorcycle Drink Holder for Stroller, Moto, Bicycle, Scooter, Wheelchair\", \"asin\": \"B0CHMX1812\", \"price\": \"$19.97\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Accmor Stroller Cup Holder with Phone Holder, Bike Cup Holder, Universal Cup Holder for Uppababy Nuna Doona Strollers, 2-in-1 Cup Phone Holder for Stroller, Bike, Wheelchair, Walker, Scooter\", \"asin\": \"B086TZXKMJ\", \"price\": \"$9.98\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Bike Water Bottle Holder & Bottle Combo \\u2013 2-Pack 22 oz Sports Squeeze Bottles with Pull Top Cap & Easy-Install Bike Cage \\u2013 Made in USA \\u2013 50 Strong Brand\", \"asin\": \"B087W84QZ9\", \"price\": \"$21.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Universal Bike Cup Holder - 360 Degree Rotating Bottle Cage for Bike & Stroller\", \"asin\": \"B0C1HJHFMG\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"ThinkTop Ultra-Light Full Carbon Fiber Bicycle Bike Drink Water Bottle Cage Holder Brackets for Road Mountain Bike MTB Cycling\", \"asin\": \"B07D6MY66N\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Accmor Universal Drinks Holder for Large Bottles, Bike Water Bottle Cages Fits Most Bicycles\", \"asin\": \"B07DLMSC82\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"CNC Bike Water Bottle Holder, 2-Pack Bike Water Bottle Cage for Road Bike/Mountain Bike\\uff0cBlack\", \"asin\": \"B08G4P5NZ3\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"1 Pack Ultra-Light Full Carbon Fiber Water Bottle Cage, Bike Water Bottle Holder Brackets for Road & Mountain Bike\", \"asin\": \"B08D3JP3R8\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"LEZYNE Side Load Flow Bicycle Bottle Cage, Left or Right Side Configurations, Secure, Easy Bottle Access, Durable Bike Bottle Holder\", \"asin\": \"B008R5KXZ2\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Bicycle Water Bottle Holder with 24 Oz Bottle, Durable Leak-Proof Non-Slip Design, Lightweight & Universal Fit for Mountain/Road Cycling Accessories\", \"asin\": \"B0DPYWL889\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Lightweight Bike Water Bottle Holder by Delta Cycle - Bottle Cage Holder Mount - Compatible with Any Standard Water Bottle - Easy Installation Quickly Mounts to Any Bike\", \"asin\": \"B00H5MQKX2\", \"price\": \"$6.70\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\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\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"2PCS Bicycle Water Bottle Cages, Lightweight Strong Bike Water Bottle Holder, Easy to Adjust The Direction Bike Cup Holder, No Screws, Simple and Quick to Install in Motorcycle, Red and Black\", \"asin\": \"B08QS81WJB\", \"price\": \"$8.47\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Lightweight Bicycle Water Bottle Holder - Secure, Versatile, and Stylish Bike Universal Drink Cage, Cycling, Road/Mountain Bikes (Black)\", \"asin\": \"B0CTXKJ158\", \"price\": \"$4.95\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"GEARV 2Pack Cup Holder for Bike, Scooter and Wheelchair, Water Bottle Holder for UTV/ATV, Walker, Golf Cart and Beach, Universal Drink Holder Accessories with Net Pocket and Cord Lock (Black)\", \"asin\": \"B085JW79V5\", \"price\": \"$18.95\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Topeak Modula Java Bottle Cage, Black, 9.4 x 9 x 19.4-21 cm\", \"asin\": \"B004NQ94EK\", \"price\": \"$17.94\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"2 Pack Bike Bottle Holder, Universal Bicycle Water Bottle Cage Holder, Water Cup Holder for Bike Stroller Walker, Adjustable Mountain Bike Drink Cup with 360 Degree Rotating for Cycling MTB Black.\", \"asin\": \"B0B5MQVR75\", \"price\": \"$6.95\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Zefal Pulse Expandable Water Bottle Bike Cage (Universal Mounting)\", \"asin\": \"B07G752MYN\", \"price\": \"$9.97\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"ROCKBROS Bike Bottle Cage Adapter Bicycle Seatpost Handlebar Water Bottle Mount Holder Adjustable Aluminum Bottle Cage for MTB Road Bike Beach Cruiser Black\", \"asin\": \"B09QG1MMGJ\", \"price\": \"$14.23\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Corki Cycles Bike Water Bottle Holder Aluminum Alloy, Universal Bike Water Bottle Cage for Road, Mountain and Gravel Bikes -1 Pack - Red\", \"asin\": \"B0CNT3VFGN\", \"price\": \"$11.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Pack of 2 Stroller Cup Holders, Universal Drinks Holder for Bikes, Trolleys or Walkers\", \"asin\": \"B07D6834FL\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Water Bottle Holder for Bike, Bike Accessories,Screw Tool Included to Help You Mount to The Frame, Bicycle Bottle Cage Accessories for Kids Adults (Compatible with 2.16-2.95\\\" Diameter Cup)\", \"asin\": \"B0D4DRQ9XJ\", \"price\": \"$3.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18 Only 19 left in stock - order soon.\"},\n{\"title\": \"Accmor Stroller Cup Holder, Universal Cup Holder, 360\\u00b0 Rotatable Large Caliber Designed Bottle Cage for Bike, Stroller, Wheelchair, Walker, Scooter, Black\", \"asin\": \"B07F1JMSYM\", \"price\": \"$8.45\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"KEMIMOTO Bike Cup Holder, Bike Water Bottle Holder Bicycle Handlebar Drink Holder with Mesh Pockets Phone Bag, Universal Compatible with Road Bike MTB E-Bike Cruiser Scooter Wheelchair\", \"asin\": \"B079QJS5P4\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Accmor Bike Cup Holder, Bike Water Bottle Holders, Universal 360 Degrees Rotation Cup Holder for Bicycle, Stroller, Scooter, Walker, Wheelchair, Bike Bottle Holders for Kids Adults, 1 Pack\", \"asin\": \"B07B21VZ21\", \"price\": \"$5.98\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Holder Bike Cup Holder Motorcycle Cup Holder - Bottle Size Adjustable for Handlebar & Frame for 2.3-3\\\" Diameter Bottles, with Screw Tool, Durable Bike Drink Holder\", \"asin\": \"B0CSFK8GBQ\", \"price\": \"$9.49\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Planet Bike Alloy Aluminum Water Bottle Cage, Black\", \"asin\": \"B000RYBGFM\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"}]\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\": \"2025-04-16T21:05:23.313Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:09.722Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:10.452Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.140Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.753Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:12.706Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:13.415Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:14.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:32.057Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.069Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:03.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:04.519Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.202Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:09.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:16.580Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:17.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:38.047Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:39.801Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-15T18:39:22.602Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-15T18:39:42.262Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T18:58:06.027Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\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\", 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Bottle Cage Holder Mount - Compatible with Any Standard Water Bottle - Easy Installation Quickly Mounts to Any Bike\", \"asin\": \"B00H5MQKX2\", \"price\": \"$6.70\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\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\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"2PCS Bicycle Water Bottle Cages, Lightweight Strong Bike Water Bottle Holder, Easy to Adjust The Direction Bike Cup Holder, No Screws, Simple and Quick to Install in Motorcycle, Red and Black\", \"asin\": \"B08QS81WJB\", \"price\": \"$8.47\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Lightweight Bicycle Water Bottle Holder - Secure, Versatile, and Stylish Bike Universal Drink Cage, Cycling, Road/Mountain Bikes (Black)\", \"asin\": \"B0CTXKJ158\", \"price\": \"$4.95\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"GEARV 2Pack Cup Holder for Bike, Scooter and Wheelchair, Water Bottle Holder for UTV/ATV, Walker, Golf Cart and Beach, Universal Drink Holder Accessories with Net Pocket and Cord Lock (Black)\", \"asin\": \"B085JW79V5\", \"price\": \"$18.95\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Topeak Modula Java Bottle Cage, Black, 9.4 x 9 x 19.4-21 cm\", \"asin\": \"B004NQ94EK\", \"price\": \"$17.94\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"2 Pack Bike Bottle Holder, Universal Bicycle Water Bottle Cage Holder, Water Cup Holder for Bike Stroller Walker, Adjustable Mountain Bike Drink Cup with 360 Degree Rotating for Cycling MTB Black.\", \"asin\": \"B0B5MQVR75\", \"price\": \"$6.95\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Zefal Pulse Expandable Water Bottle Bike Cage (Universal Mounting)\", \"asin\": \"B07G752MYN\", \"price\": \"$9.97\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"ROCKBROS Bike Bottle Cage Adapter Bicycle Seatpost Handlebar Water Bottle Mount Holder Adjustable Aluminum Bottle Cage for MTB Road Bike Beach Cruiser Black\", \"asin\": \"B09QG1MMGJ\", \"price\": \"$14.23\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Corki Cycles Bike Water Bottle Holder Aluminum Alloy, Universal Bike Water Bottle Cage for Road, Mountain and Gravel Bikes -1 Pack - Red\", \"asin\": \"B0CNT3VFGN\", \"price\": \"$11.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Pack of 2 Stroller Cup Holders, Universal Drinks Holder for Bikes, Trolleys or Walkers\", \"asin\": \"B07D6834FL\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Water Bottle Holder for Bike, Bike Accessories,Screw Tool Included to Help You Mount to The Frame, Bicycle Bottle Cage Accessories for Kids Adults (Compatible with 2.16-2.95\\\" Diameter Cup)\", \"asin\": \"B0D4DRQ9XJ\", \"price\": \"$3.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18 Only 19 left in stock - order soon.\"},\n{\"title\": \"Accmor Stroller Cup Holder, Universal Cup Holder, 360\\u00b0 Rotatable Large Caliber Designed Bottle Cage for Bike, Stroller, Wheelchair, Walker, Scooter, Black\", \"asin\": \"B07F1JMSYM\", \"price\": \"$8.45\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"KEMIMOTO Bike Cup Holder, Bike Water Bottle Holder Bicycle Handlebar Drink Holder with Mesh Pockets Phone Bag, Universal Compatible with Road Bike MTB E-Bike Cruiser Scooter Wheelchair\", \"asin\": \"B079QJS5P4\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Accmor Bike Cup Holder, Bike Water Bottle Holders, Universal 360 Degrees Rotation Cup Holder for Bicycle, Stroller, Scooter, Walker, Wheelchair, Bike Bottle Holders for Kids Adults, 1 Pack\", \"asin\": \"B07B21VZ21\", \"price\": \"$5.98\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Holder Bike Cup Holder Motorcycle Cup Holder - Bottle Size Adjustable for Handlebar & Frame for 2.3-3\\\" Diameter Bottles, with Screw Tool, Durable Bike Drink Holder\", \"asin\": \"B0CSFK8GBQ\", \"price\": \"$9.49\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Planet Bike Alloy Aluminum Water Bottle Cage, Black\", \"asin\": \"B000RYBGFM\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"}]\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\": \"2025-04-16T21:05:50.364Z\", // 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
2025-04-16T21:05:50.364Z
click
page_related
rule
train
2,509
2025-04-16T21:05:50.364Z
click
page_related
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-14T18:30:56.587Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-14T18:31:09.041Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:13.008Z", "action": "click_product", "action_argument": "B0CLKPNDKL"} {"timestamp": "2025-04-14T18:31:21.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T18:31:46.860Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:49.158Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:51.911Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T21:25:57.008Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:50.263Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:55.594Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:02.079Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:14.054Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:35:30.511Z", "action": "purchase", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-14T21:38:56.748Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T21:39:00.252Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-14T21:39:05.273Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:06.598Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:09.722Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:10.452Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:11.140Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:11.753Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:12.706Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:13.415Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:14.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:32.057Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:02.069Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:02.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:03.680Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:04.519Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:05.202Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:05.852Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:09.508Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:16.580Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:17.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:38.047Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:39.801Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-15T18:39:22.602Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-15T18:39:42.262Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T18:58:06.027Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"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"} <|memory_end|> <|action_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"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "bike bottle holder"}], "cart_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": "1"}, {"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", "price": "$3.99", "quantity": "1"}], "promotion_items": [{"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 Alloy Aluminum Bicycle Water Bottle Cage Brackets Bike Cup Holder for Road Mountain Bikes Black", "asin": "B0C2VB8HWF", "price": "$9.99", "quantity": ""}, {"title": "ROCKBROS Bike Water Bottle Holder Bike Cup Holder Motorcycle Cup Holder - Bottle Size Adjustable for Handlebar & Frame for 2.3-3\" Diameter Bottles, with Screw Tool, Durable Bike Drink Holder", "asin": "B0CSFK8GBQ", "price": "$9.49", "quantity": ""}, {"title": "KEMIMOTO Motorcycle Cup Holder, Oxford Fabric Motorcycle Drink Holder with 0.6\"-1.5\" Alligator Clamp, Universal Water Bottle Holder for Motorcycle, ATV/UTV, Scooter, Boat, Kayak, Bike, Walker, Black L", "asin": "B08LR3SSPH", "price": "$27.83", "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": "KEMIMOTO Bike Cup Holder, Bike Water Bottle Holder Bicycle Handlebar Drink Holder with Mesh Pockets Phone Bag, Universal Compatible with Road Bike MTB E-Bike Cruiser Scooter Wheelchair", "asin": "B079QJS5P4", "price": "$9.99", "quantity": ""}], "ads": [{"title": "Corki Cycles Bike Water Bottle Holder Right Side Load Water Bottle Cage for Road, MTB, Gravel Bicycle Black 2-Pack", "asin": "B07V5FLTB5"}, {"title": "corki Cycles Bike Water Bottle Holder Right Side Load Water Bottle Cage for Road, MTB, Gravel Bicycle Vibrant Orange 2 Pack", "asin": "B08ZSJ272H"}, {"title": "corki Cycles Bike Water Bottle Holder Right Side Load Water Bottle Cage for Road, MTB, Gravel Bicycles Lime Punch 2 Pack", "asin": "B07V1RJ4ML"}], "search_results": [{"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", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "USHAKE Water Bottle Cages, Basic MTB Bike Bicycle Alloy Aluminum Lightweight Water Bottle Holder Cages Brackets(2 Pack- Drilled Holes Required)", "asin": "B01FC5IN1K", "price": "$11.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"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", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Bike Water Bottle Holder, KABON Lightweight Bicycle Alloy Aluminum Side Load Water Bottle Cage Brackets for Road Bike MTB Cycling Accessories - Blue", "asin": "B0852YV71K", "price": "$9.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"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", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"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", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "USHAKE Water Bottle Cages, Basic MTB Bike Bicycle Alloy Aluminum Lightweight Water Bottle Holder Cages Brackets(2 Pack- Drilled Holes Required)", "asin": "B01FC5IN1K", "price": "$11.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"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", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "FiveBox Aluminum Alloy Biking Bicycle Water Bottle Cage Holder, Cycling Bike Water Bottle Cage", "asin": "B014P6HEDA", "price": "$6.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Bike Water Bottle Cage Ultra-Light Bicycle Bottle Holder Universal Bike Cup Holder Rack for Bicycle, Cycling, MTB, Road/Mountain Bikes 2 Pack - Black", "asin": "B07VLYGK21", "price": "$6.79", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Belinous 2 Pack Bike Cup Holder for 8-24oz Bottles, Roll Bar Water Bottle Holder for UTV Wheelchair Walker E-Bike Golf Cart Scooter and Boat, Drink Holder with Net Pockets and Velcro Starps", "asin": "B0D21SCNX6", "price": "$18.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Bike Water Bottle Holder: Ultra-Light Bicycle Bottle Cages with Screws, Alloy Aluminum, Universal Bike Cup Holder Rack for Road MTB Bikes(Purple)", "asin": "B0DHK9PSTK", "price": "$12.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "ABC by BiKASE - Any Bottle Cage, Bike Water Bottle Holder - Fits Any Bottle, Container, Speaker, Bicycle Bottle Holder for Frame or Handlebar", "asin": "B0C6QZS7XD", "price": "$29.90", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"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", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Lamicall Bike Water Bottle Holder - [for 2-2.75\" Diameter Bottles] [for Handlebar & Frame] Motorcycle Cup Holder, Bicycle Drink Cage with Screw Tool, Fit Standard and Smaller Size Bottles", "asin": "B0CLG3ZPQQ", "price": "$16.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"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", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "ABC by BiKASE - Any Bottle Cage, Bike Water Bottle Holder - Fits Any Bottle, Container, Speaker, Bicycle Bottle Holder for Frame or Handlebar", "asin": "B07Z89TWRB", "price": "$29.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Accmor 2 Pack Bike Water Bottle Holders No Screws, Universal Bike Cup Holder, 360 Degree Rotatable Bike Water Bottle Cage, Water Bottle Holders for Kids Bike Adult Bike", "asin": "B07CZWQYD7", "price": "$8.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "ROCKBROS Bike Cup Holder with Pocket, Water Bottle Bag for Kids, Adjustable Bike Drink Cup Cage for Cruiser, Scooter, Road Bike, Mountain Bike & Wheelchair", "asin": "B0D8T3ZDY2", "price": "$14.39", "delivery": " Two-Day FREE delivery Fri, Apr 18 Only 10 left in stock - order soon."}, {"title": "ROCKBROS Bike Water Bottle Cage with Built-in Tire Levers, 2 in 1 Lightweight Bike Bottle Holder Adjustable Slide Entry Bicycle Cup Holder for MTB Road Bike Green", "asin": "B0DRF78M1H", "price": "$15.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"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 Purple", "asin": "B0DPMMML3R", "price": "$13.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Belinous Bike Cup Holder, Water Bottle Holder Up to 32oz, Bicycle Handlebar Drink Holder Oxford Fabric with Mesh Pockets for e-Bike Scooter Cruiser Wheelchair Walker Boat, Black, 2 Pack", "asin": "B0BG7T6W23", "price": "$16.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Topeak Water Bottle Cage", "asin": "B004Y69QX8", "price": "$12.95", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Bike Water Bottle Holder Plastic Carbon Fiber Water Bottle Cage Cages for Road Bikes Mountain Bicycle Water Bottle Cage Drink Cup Holder, 2 Pack - Black", "asin": "B0CSBNNLHB", "price": "$15.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Bike Cup Holder, Water Bottle Holder Handlebar with Mesh Pockets, Universal Cycling Bicycle Water Bottle Drink Cup Cage for Cruiser, Scooter, Mountain, Road Bike, Wheelchair", "asin": "B0BG75WTV2", "price": "$12.59", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Schwinn Sport Water Bottle and Bottle Holder Combo, Holds 23 Oz or 680 ml, BPA-Free Squeeze Sport Bottle, Easy to Attach Alloy Cage to Most Bicycle, Silver/Black", "asin": "B000DZBK9C", "price": "$15.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"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", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "CNC Bike Water Bottle Holder, Aluminum Bike Water Bottle Cage for Road Bike/Mountain Bike 2-Pack\uff0cOrange", "asin": "B08G428MGH", "price": "$16.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Bongo Bike Handlebar Bag - Water Resistant & Durable Fabric Bicycle Water Bottle Holder, Secure Attachment Bikepacking Stem Bag, Front Biking Storage, Bike Organizer for Cycling - Black", "asin": "B0C6Y8G3G1", "price": "$32.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Zefal Pulse Universal Water Bottle Bike Cage (Multi-Position, Black)", "asin": "B07G71YKNQ", "price": "$7.96", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "MIZATTO 2 Pack Bike Cup Holder - Water Bottle Holder for Bike, Boat, Scooter, Wheelchair etc", "asin": "B08JTMZH4D", "price": "$15.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "BELL Clinch Universal Mount and Cage, Black", "asin": "B00UQ7P6HE", "price": "$11.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Accmor 3-in-1 Bike Cup Holder with Cell Phone Keys Holder, Bike Water Bottle Holders, Universal Bar Drink Cup Can Holder for Bicycles, Motorcycles, Scooters, Black", "asin": "B09LC8WZ2P", "price": "$12.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Bike Water Bottle Holder with Bottle Combo Mount Cage Rack No Screws Mountain Bicycle Accessories, for Sport Outdoor Cycling, MTB Road, Universal Cup Holder, Durable Alloy Kids, Adults (Black)", "asin": "B095BVP5GV", "price": "$22.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "ThinkTop 2 Pack Ultra-Light Full Carbon Fiber Bicycle Bike Drink Water Bottle Cage Holder Brackets for Road Bike MTB Cycling", "asin": "B07D6NCQCP", "price": "$27.98", "delivery": "FREE delivery Sat, Apr 19"}, {"title": "Accmor Bike Water Bottle Holders No Screws, Universal Bike Cup Holder, 360 Degree Rotatable Bike Water Bottle Cage, Water Bottle Holders for Kids Bike Adult Bike, Black", "asin": "B07BDJMNJN", "price": "$5.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "WEST BIKING Bike Water Bottle Cage, Durable Ultralight Plastic Water Drink Holder Rack, Lightweight PC for Bicycle, Cycling Bottle Holder Cages for MTB, Road/ Mountain Bikes", "asin": "B09R3NBHC2", "price": "$6.96", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Kewig Anti-Theft Motorcycle Cup Holder, Extra Large Adjustable Size Bike Water Bottle Holder for 1.95 \u2013 3.6\" Diameter Bottles, Motorcycle Drink Holder for Stroller, Moto, Bicycle, Scooter, Wheelchair", "asin": "B0CHMX1812", "price": "$19.97", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Accmor Stroller Cup Holder with Phone Holder, Bike Cup Holder, Universal Cup Holder for Uppababy Nuna Doona Strollers, 2-in-1 Cup Phone Holder for Stroller, Bike, Wheelchair, Walker, Scooter", "asin": "B086TZXKMJ", "price": "$9.98", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Bike Water Bottle Holder & Bottle Combo \u2013 2-Pack 22 oz Sports Squeeze Bottles with Pull Top Cap & Easy-Install Bike Cage \u2013 Made in USA \u2013 50 Strong Brand", "asin": "B087W84QZ9", "price": "$21.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Universal Bike Cup Holder - 360 Degree Rotating Bottle Cage for Bike & Stroller", "asin": "B0C1HJHFMG", "price": "$8.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "ThinkTop Ultra-Light Full Carbon Fiber Bicycle Bike Drink Water Bottle Cage Holder Brackets for Road Mountain Bike MTB Cycling", "asin": "B07D6MY66N", "price": "$16.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Accmor Universal Drinks Holder for Large Bottles, Bike Water Bottle Cages Fits Most Bicycles", "asin": "B07DLMSC82", "price": "$5.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "CNC Bike Water Bottle Holder, 2-Pack Bike Water Bottle Cage for Road Bike/Mountain Bike\uff0cBlack", "asin": "B08G4P5NZ3", "price": "$15.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "1 Pack Ultra-Light Full Carbon Fiber Water Bottle Cage, Bike Water Bottle Holder Brackets for Road & Mountain Bike", "asin": "B08D3JP3R8", "price": "$16.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "LEZYNE Side Load Flow Bicycle Bottle Cage, Left or Right Side Configurations, Secure, Easy Bottle Access, Durable Bike Bottle Holder", "asin": "B008R5KXZ2", "price": "$14.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Bicycle Water Bottle Holder with 24 Oz Bottle, Durable Leak-Proof Non-Slip Design, Lightweight & Universal Fit for Mountain/Road Cycling Accessories", "asin": "B0DPYWL889", "price": "$16.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Lightweight Bike Water Bottle Holder by Delta Cycle - Bottle Cage Holder Mount - Compatible with Any Standard Water Bottle - Easy Installation Quickly Mounts to Any Bike", "asin": "B00H5MQKX2", "price": "$6.70", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"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", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "2PCS Bicycle Water Bottle Cages, Lightweight Strong Bike Water Bottle Holder, Easy to Adjust The Direction Bike Cup Holder, No Screws, Simple and Quick to Install in Motorcycle, Red and Black", "asin": "B08QS81WJB", "price": "$8.47", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Lightweight Bicycle Water Bottle Holder - Secure, Versatile, and Stylish Bike Universal Drink Cage, Cycling, Road/Mountain Bikes (Black)", "asin": "B0CTXKJ158", "price": "$4.95", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "GEARV 2Pack Cup Holder for Bike, Scooter and Wheelchair, Water Bottle Holder for UTV/ATV, Walker, Golf Cart and Beach, Universal Drink Holder Accessories with Net Pocket and Cord Lock (Black)", "asin": "B085JW79V5", "price": "$18.95", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Topeak Modula Java Bottle Cage, Black, 9.4 x 9 x 19.4-21 cm", "asin": "B004NQ94EK", "price": "$17.94", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "2 Pack Bike Bottle Holder, Universal Bicycle Water Bottle Cage Holder, Water Cup Holder for Bike Stroller Walker, Adjustable Mountain Bike Drink Cup with 360 Degree Rotating for Cycling MTB Black.", "asin": "B0B5MQVR75", "price": "$6.95", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Zefal Pulse Expandable Water Bottle Bike Cage (Universal Mounting)", "asin": "B07G752MYN", "price": "$9.97", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "ROCKBROS Bike Bottle Cage Adapter Bicycle Seatpost Handlebar Water Bottle Mount Holder Adjustable Aluminum Bottle Cage for MTB Road Bike Beach Cruiser Black", "asin": "B09QG1MMGJ", "price": "$14.23", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Corki Cycles Bike Water Bottle Holder Aluminum Alloy, Universal Bike Water Bottle Cage for Road, Mountain and Gravel Bikes -1 Pack - Red", "asin": "B0CNT3VFGN", "price": "$11.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Pack of 2 Stroller Cup Holders, Universal Drinks Holder for Bikes, Trolleys or Walkers", "asin": "B07D6834FL", "price": "$14.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Water Bottle Holder for Bike, Bike Accessories,Screw Tool Included to Help You Mount to The Frame, Bicycle Bottle Cage Accessories for Kids Adults (Compatible with 2.16-2.95\" Diameter Cup)", "asin": "B0D4DRQ9XJ", "price": "$3.99", "delivery": " Two-Day FREE delivery Fri, Apr 18 Only 19 left in stock - order soon."}, {"title": "Accmor Stroller Cup Holder, Universal Cup Holder, 360\u00b0 Rotatable Large Caliber Designed Bottle Cage for Bike, Stroller, Wheelchair, Walker, Scooter, Black", "asin": "B07F1JMSYM", "price": "$8.45", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "KEMIMOTO Bike Cup Holder, Bike Water Bottle Holder Bicycle Handlebar Drink Holder with Mesh Pockets Phone Bag, Universal Compatible with Road Bike MTB E-Bike Cruiser Scooter Wheelchair", "asin": "B079QJS5P4", "price": "$9.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Accmor Bike Cup Holder, Bike Water Bottle Holders, Universal 360 Degrees Rotation Cup Holder for Bicycle, Stroller, Scooter, Walker, Wheelchair, Bike Bottle Holders for Kids Adults, 1 Pack", "asin": "B07B21VZ21", "price": "$5.98", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "ROCKBROS Bike Water Bottle Holder Bike Cup Holder Motorcycle Cup Holder - Bottle Size Adjustable for Handlebar & Frame for 2.3-3\" Diameter Bottles, with Screw Tool, Durable Bike Drink Holder", "asin": "B0CSFK8GBQ", "price": "$9.49", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Planet Bike Alloy Aluminum Water Bottle Cage, Black", "asin": "B000RYBGFM", "price": "$5.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-16T21:05:50.364Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-16T21:05:50.364Z\",\"action\": \"click\",\"acion_argument\": \"page_related\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-16T21:05:50.364Z\",\"action\": \"click\",\"acion_argument\": \"page_related\",}</answer>", "index": 2509, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:09.722Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:10.452Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.140Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.753Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:12.706Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:13.415Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:14.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:32.057Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.069Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:03.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:04.519Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.202Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:09.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:16.580Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:17.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:38.047Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:39.801Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-15T18:39:22.602Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-15T18:39:42.262Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T18:58:06.027Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\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\": 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Black\", \"asin\": \"B0CSBNNLHB\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Bike Cup Holder, Water Bottle Holder Handlebar with Mesh Pockets, Universal Cycling Bicycle Water Bottle Drink Cup Cage for Cruiser, Scooter, Mountain, Road Bike, Wheelchair\", \"asin\": \"B0BG75WTV2\", \"price\": \"$12.59\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Schwinn Sport Water Bottle and Bottle Holder Combo, Holds 23 Oz or 680 ml, BPA-Free Squeeze Sport Bottle, Easy to Attach Alloy Cage to Most Bicycle, Silver/Black\", \"asin\": \"B000DZBK9C\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\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\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"CNC Bike Water Bottle Holder, Aluminum Bike Water Bottle Cage for Road Bike/Mountain Bike 2-Pack\\uff0cOrange\", \"asin\": \"B08G428MGH\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Bongo Bike Handlebar Bag - Water Resistant & Durable Fabric Bicycle Water Bottle Holder, Secure Attachment Bikepacking Stem Bag, Front Biking Storage, Bike Organizer for Cycling - Black\", \"asin\": \"B0C6Y8G3G1\", \"price\": \"$32.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Zefal Pulse Universal Water Bottle Bike Cage (Multi-Position, Black)\", \"asin\": \"B07G71YKNQ\", \"price\": \"$7.96\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"MIZATTO 2 Pack Bike Cup Holder - Water Bottle Holder for Bike, Boat, Scooter, Wheelchair etc\", \"asin\": \"B08JTMZH4D\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"BELL Clinch Universal Mount and Cage, Black\", \"asin\": \"B00UQ7P6HE\", \"price\": \"$11.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Accmor 3-in-1 Bike Cup Holder with Cell Phone Keys Holder, Bike Water Bottle Holders, Universal Bar Drink Cup Can Holder for Bicycles, Motorcycles, Scooters, Black\", \"asin\": \"B09LC8WZ2P\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Bike Water Bottle Holder with Bottle Combo Mount Cage Rack No Screws Mountain Bicycle Accessories, for Sport Outdoor Cycling, MTB Road, Universal Cup Holder, Durable Alloy Kids, Adults (Black)\", \"asin\": \"B095BVP5GV\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"ThinkTop 2 Pack Ultra-Light Full Carbon Fiber Bicycle Bike Drink Water Bottle Cage Holder Brackets for Road Bike MTB Cycling\", \"asin\": \"B07D6NCQCP\", \"price\": \"$27.98\", \"delivery\": \"FREE delivery Sat, Apr 19\"},\n{\"title\": \"Accmor Bike Water Bottle Holders No Screws, Universal Bike Cup Holder, 360 Degree Rotatable Bike Water Bottle Cage, Water Bottle Holders for Kids Bike Adult Bike, Black\", \"asin\": \"B07BDJMNJN\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"WEST BIKING Bike Water Bottle Cage, Durable Ultralight Plastic Water Drink Holder Rack, Lightweight PC for Bicycle, Cycling Bottle Holder Cages for MTB, Road/ Mountain Bikes\", \"asin\": \"B09R3NBHC2\", \"price\": \"$6.96\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Kewig Anti-Theft Motorcycle Cup Holder, Extra Large Adjustable Size Bike Water Bottle Holder for 1.95 \\u2013 3.6\\\" Diameter Bottles, Motorcycle Drink Holder for Stroller, Moto, Bicycle, Scooter, Wheelchair\", \"asin\": \"B0CHMX1812\", \"price\": \"$19.97\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Accmor Stroller Cup Holder with Phone Holder, Bike Cup Holder, Universal Cup Holder for Uppababy Nuna Doona Strollers, 2-in-1 Cup Phone Holder for Stroller, Bike, Wheelchair, Walker, Scooter\", \"asin\": \"B086TZXKMJ\", \"price\": \"$9.98\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Bike Water Bottle Holder & Bottle Combo \\u2013 2-Pack 22 oz Sports Squeeze Bottles with Pull Top Cap & Easy-Install Bike Cage \\u2013 Made in USA \\u2013 50 Strong Brand\", \"asin\": \"B087W84QZ9\", \"price\": \"$21.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Universal Bike Cup Holder - 360 Degree Rotating Bottle Cage for Bike & Stroller\", \"asin\": \"B0C1HJHFMG\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"ThinkTop Ultra-Light Full Carbon Fiber Bicycle Bike Drink Water Bottle Cage Holder Brackets for Road Mountain Bike MTB Cycling\", \"asin\": \"B07D6MY66N\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Accmor Universal Drinks Holder for Large Bottles, Bike Water Bottle Cages Fits Most Bicycles\", \"asin\": \"B07DLMSC82\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"CNC Bike Water Bottle Holder, 2-Pack Bike Water Bottle Cage for Road Bike/Mountain Bike\\uff0cBlack\", \"asin\": \"B08G4P5NZ3\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"1 Pack Ultra-Light Full Carbon Fiber Water Bottle Cage, Bike Water Bottle Holder Brackets for Road & Mountain Bike\", \"asin\": \"B08D3JP3R8\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"LEZYNE Side Load Flow Bicycle Bottle Cage, Left or Right Side Configurations, Secure, Easy Bottle Access, Durable Bike Bottle Holder\", \"asin\": \"B008R5KXZ2\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Bicycle Water Bottle Holder with 24 Oz Bottle, Durable Leak-Proof Non-Slip Design, Lightweight & Universal Fit for Mountain/Road Cycling Accessories\", \"asin\": \"B0DPYWL889\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Lightweight Bike Water Bottle Holder by Delta Cycle - Bottle Cage Holder Mount - Compatible with Any Standard Water Bottle - Easy Installation Quickly Mounts to Any Bike\", \"asin\": \"B00H5MQKX2\", \"price\": \"$6.70\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\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\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"2PCS Bicycle Water Bottle Cages, Lightweight Strong Bike Water Bottle Holder, Easy to Adjust The Direction Bike Cup Holder, No Screws, Simple and Quick to Install in Motorcycle, Red and Black\", \"asin\": \"B08QS81WJB\", \"price\": \"$8.47\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Lightweight Bicycle Water Bottle Holder - Secure, Versatile, and Stylish Bike Universal Drink Cage, Cycling, Road/Mountain Bikes (Black)\", \"asin\": \"B0CTXKJ158\", \"price\": \"$4.95\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"GEARV 2Pack Cup Holder for Bike, Scooter and Wheelchair, Water Bottle Holder for UTV/ATV, Walker, Golf Cart and Beach, Universal Drink Holder Accessories with Net Pocket and Cord Lock (Black)\", \"asin\": \"B085JW79V5\", \"price\": \"$18.95\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Topeak Modula Java Bottle Cage, Black, 9.4 x 9 x 19.4-21 cm\", \"asin\": \"B004NQ94EK\", \"price\": \"$17.94\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"2 Pack Bike Bottle Holder, Universal Bicycle Water Bottle Cage Holder, Water Cup Holder for Bike Stroller Walker, Adjustable Mountain Bike Drink Cup with 360 Degree Rotating for Cycling MTB Black.\", \"asin\": \"B0B5MQVR75\", \"price\": \"$6.95\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Zefal Pulse Expandable Water Bottle Bike Cage (Universal Mounting)\", \"asin\": \"B07G752MYN\", \"price\": \"$9.97\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"ROCKBROS Bike Bottle Cage Adapter Bicycle Seatpost Handlebar Water Bottle Mount Holder Adjustable Aluminum Bottle Cage for MTB Road Bike Beach Cruiser Black\", \"asin\": \"B09QG1MMGJ\", \"price\": \"$14.23\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Corki Cycles Bike Water Bottle Holder Aluminum Alloy, Universal Bike Water Bottle Cage for Road, Mountain and Gravel Bikes -1 Pack - Red\", \"asin\": \"B0CNT3VFGN\", \"price\": \"$11.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Pack of 2 Stroller Cup Holders, Universal Drinks Holder for Bikes, Trolleys or Walkers\", \"asin\": \"B07D6834FL\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Water Bottle Holder for Bike, Bike Accessories,Screw Tool Included to Help You Mount to The Frame, Bicycle Bottle Cage Accessories for Kids Adults (Compatible with 2.16-2.95\\\" Diameter Cup)\", \"asin\": \"B0D4DRQ9XJ\", \"price\": \"$3.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18 Only 19 left in stock - order soon.\"},\n{\"title\": \"Accmor Stroller Cup Holder, Universal Cup Holder, 360\\u00b0 Rotatable Large Caliber Designed Bottle Cage for Bike, Stroller, Wheelchair, Walker, Scooter, Black\", \"asin\": \"B07F1JMSYM\", \"price\": \"$8.45\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"KEMIMOTO Bike Cup Holder, Bike Water Bottle Holder Bicycle Handlebar Drink Holder with Mesh Pockets Phone Bag, Universal Compatible with Road Bike MTB E-Bike Cruiser Scooter Wheelchair\", \"asin\": \"B079QJS5P4\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Accmor Bike Cup Holder, Bike Water Bottle Holders, Universal 360 Degrees Rotation Cup Holder for Bicycle, Stroller, Scooter, Walker, Wheelchair, Bike Bottle Holders for Kids Adults, 1 Pack\", \"asin\": \"B07B21VZ21\", \"price\": \"$5.98\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Holder Bike Cup Holder Motorcycle Cup Holder - Bottle Size Adjustable for Handlebar & Frame for 2.3-3\\\" Diameter Bottles, with Screw Tool, Durable Bike Drink Holder\", \"asin\": \"B0CSFK8GBQ\", \"price\": \"$9.49\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Planet Bike Alloy Aluminum Water Bottle Cage, Black\", \"asin\": \"B000RYBGFM\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"}]\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\": \"2025-04-16T21:05:50.364Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:09.722Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:10.452Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.140Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.753Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:12.706Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:13.415Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:14.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:32.057Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.069Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:03.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:04.519Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.202Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:09.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:16.580Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:17.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:38.047Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:39.801Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-15T18:39:22.602Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-15T18:39:42.262Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T18:58:06.027Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\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\": 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order soon.\"},\n{\"title\": \"2 Pack Bike Bottle Holder, Universal Bicycle Water Bottle Cage Holder, Water Cup Holder for Bike Stroller Walker, Adjustable Mountain Bike Drink Cup with 360 Degree Rotating for Cycling MTB Black+Red\", \"asin\": \"B0C68T4XD9\", \"price\": \"$6.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Bike Water Bottle Holder No Screws, Double Fix with Removable Velcro for Mountain Bottle Cage, 2 Pack Lightweight Aluminum Alloy Silver Bicycle Cup Cage Holder for Bicycle Accessories Portable\", \"asin\": \"B09WYQKHWL\", \"price\": \"$19.89\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"FiveBox Bike Water Bottle Cage, 2Pack Cycling Bicycle Water Bottle Cage Holder Bracket for Mountain Bike MTB Road Bike, Bike Accessories, Made of Lightweight Aluminum Alloy (Black)\", \"asin\": \"B01DIX10QS\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\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 Colorful Aqua\", \"asin\": \"B0DPMP4DYL\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"MoKo Bike Water Bottle Holder, Adjustable Bike Water Bottle Cage for 1.9-3.6\\\" Diameter Bottle, for Handlebar & Frame, Motorcycle Cup Holder with Screw Tool, for Bicycle/Stroller/Scooter/Wheelchair/ATV\", \"asin\": \"B0DT4FTWWD\", \"price\": \"$18.39\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Bike Water Bottle Holder - 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order soon.\"},\n{\"title\": \"Upgraded Motorcycle ATV Cup Holder Anti Theft, Extra Large Bike Water Bottle Holder 1.95 \\u2013 3.6 inch Universal Size, Drink Holder Handlebar with Metal Clamp for Scooter Boat Stroller Wheelchair\", \"asin\": \"B0CBSLGJNC\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Belinous 2 Pack Bike Cup Holder for 8-24oz Bottles, Roll Bar Water Bottle Holder for UTV Wheelchair Walker E-Bike Golf Cart Scooter and Boat, Drink Holder with Net Pockets and Velcro Starps\", \"asin\": \"B0D21SCNX6\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Desing Wish Bike Water Bottle Holder 32oz - 40oz Bike Cup Holder Multi-Holes Installing Insulated Water Bottle Holder for Bike with Removable Non-Slip Hook&Loop Fasteners and Shoulder Strap (Black)\", \"asin\": \"B0B4JZJVRS\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"KEMIMOTO Bike Cup Holder, Up to 28 OZ Capacity Water Bottle Holder for Bicycle, Sturdy Screw Mount Drink Holder, Universal Fit for Bottles, Containers, Beverages, Cans, Speaker\", \"asin\": \"B0D1R7M816\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Carbon Fiber Water Bottle Holder for Bicycle Mountain Bike Cup Holder Ultralight Bike Water Bottle Cages for MTB Mountain Road Bike Cycling\", \"asin\": \"B09JP2ZTQR\", \"price\": \"$16.89\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Anti-Theft Motorcycle Cup Holder, Extra Large Adjustable Size Bike Water Bottle Holder for 1.95-3.6\\\" Diameter Bottles, Bicycle Drink Cage for Handlebar & Frame Fit Scooter, Stroller, ATV\", \"asin\": \"B0D4DTHTKJ\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Kroozie 2.0 Bicycle Cup Holder - The Ultimate Bike Cup Holder for Beach Cruisers, E-Bikes, Scooters, Strollers \\u2013 A premium stainless steel handlebar drink holder that lasts\", \"asin\": \"B06XGZ522H\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Augeny Bike Cup Holder, Oxford Water Bottle Holder with Mesh Pocket and Cord Lock, Cycling Water Bottle Drink Organizer, Universal Handlebar Accessories for Boat, Scooter, Wheelchair (Black)\", \"asin\": \"B0CKKR94L1\", \"price\": \"$7.88\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"KEWIG Bicycle Water Bottle Holder for Bike & Motorcycle, Adjustable Bike Water Bottle Cages Fit for Diameter 2'' - 3'' Cup, Compatible with Handlebars or Tubes 20mm to 35mm in Diameter\", \"asin\": \"B09CMFW11J\", \"price\": \"$15.69\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"FINPAC Cup Holder for Bike, Universal Water Bottle Holder with Phone Pockets for Stroller Walker Golf Cart Rollator and Scooter, Outdoor, Biking - Black\", \"asin\": \"B09QPTHDKR\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"KEMIMOTO Bike Cup Holder, Handlebar Water Bottle Holder with Mesh Pockets, Oxford Fabric, Up to 32oz, 2 Pack\", \"asin\": \"B08S3SQFXJ\", \"price\": \"$11.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Emove 2-Packs Bike Water Bottle Holder No Screws, Adjustable Bicycle Water Bottle Rack Cage 360 Degree Rotating for MTB Stroller Scooter\", \"asin\": \"B0CNS8XY3Y\", \"price\": \"$10.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Portland Design Works Water Bottle Cage - Lightweight Water Bottle Holder for Bikes, Owl Cage, Black/Gold\", \"asin\": \"B0170OT1UI\", \"price\": \"$25.00\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"KEMIMOTO Motorcycle Cup Holder, Oxford Fabric Motorcycle Drink Holder with 0.6\\\"-1.5\\\" Alligator Clamp, Universal Water Bottle Holder for Motorcycle, ATV/UTV, Scooter, Boat, Kayak, Bike, Walker, Blue\", \"asin\": \"B08HGC32XR\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Premium Aluminum Alloy Bike Cup Holder - - Durable Water Bottle Cage for Bicycle, Road Bike, Mountain Bikes (Red)\", \"asin\": \"B0CV5RN3NM\", \"price\": \"$4.49\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Topeak Modula Cage EX Modified Shape Bicycle Waterbottle Cage, Black, \\ufeffL x W x H \\ufeff7.3 x 8.5 x 16.3 cm / 2.9\\u201d x 3.3\\u201d x 6.4\\u201d\", \"asin\": \"B000ZKCLEI\", \"price\": \"$10.93\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Holder-Lightweight Sturdy Alloy Aluminum Bike Water Bottle Cage Bike Cup Holder for Road Bike & Mountain Bike\", \"asin\": \"B0BYYXKHRB\", \"price\": \"$10.79\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"KEMIMOTO Bike Cup Holder, Up to 28 OZ Capacity Water Bottle Holder for Bicycle Handlebar, Motorcycle Drink Holder Mount with Metal Clamp, Universal Fit for ATV Scooter Boat Stroller Wheelchair\", \"asin\": \"B0D1R5NF17\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Sat, Apr 19 Only 1 left in stock - order soon.\"},\n{\"title\": \"Bicycle Water Bottle Cage Holder Mount Adapter Adjustable Compatible Bike Handlebar Seatpost Fork Ultra Strong 7075 Aluminum Alloy CNC Machined\", \"asin\": \"B07KC656V1\", \"price\": \"$11.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"GCA 2 Pack Aluminium Water Bottle Rack Holder Bracket for Bike Bicycle (Black)\", \"asin\": \"B01HB3OZHW\", \"price\": \"$6.28\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Bikase Side Loader Water Bottle Cage with Anywhere Strap - Works Great with Large Diameter EBIKE Frames - Works with Compact Frames\", \"asin\": \"B0BXBNYXQH\", \"price\": \"$24.99\", \"delivery\": \"$5 delivery Wed, Apr 23\"},\n{\"title\": \"2-Pack Bike Water Bottle Cage Bicycle Water Bottle Holder Lightweight & Strong Bicyle Mount for Road & Mountain Bikes with Screws Spanner\", \"asin\": \"B08B421LRX\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Holder, Lightweight Durable Bike Water Bottle Cage, Water Bottle Holder for Road Mountain Bikes\", \"asin\": \"B0CSNKYLR5\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"}]\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\": \"2025-04-16T21:06:41.217Z\", // 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
2025-04-16T21:06:41.217Z
click_product
B0C2VB8HWF
rule
train
2,510
2025-04-16T21:06:41.217Z
click_product
B0C2VB8HWF
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-14T18:30:56.587Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-14T18:31:09.041Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:13.008Z", "action": "click_product", "action_argument": "B0CLKPNDKL"} {"timestamp": "2025-04-14T18:31:21.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T18:31:46.860Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:49.158Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:51.911Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T21:25:57.008Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:50.263Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:55.594Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:02.079Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:14.054Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:35:30.511Z", "action": "purchase", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-14T21:38:56.748Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T21:39:00.252Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-14T21:39:05.273Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:06.598Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:09.722Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:10.452Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:11.140Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:11.753Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:12.706Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:13.415Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:14.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:32.057Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:02.069Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:02.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:03.680Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:04.519Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:05.202Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:05.852Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:09.508Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:16.580Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:17.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:38.047Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:39.801Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-15T18:39:22.602Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-15T18:39:42.262Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T18:58:06.027Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"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"} <|memory_end|> <|action_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"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "bike bottle holder"}], "cart_items": [{"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, White", "asin": "B0DSVNNCVD", "price": "$9.59", "quantity": "1"}, {"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": "1"}, {"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", "price": "$3.99", "quantity": "1"}], "promotion_items": [{"title": "ABC by BiKASE - Any Bottle Cage, Bike Water Bottle Holder - Fits Any Bottle, Container, Speaker, Bicycle Bottle Holder for Frame or Handlebar", "asin": "B07Z89TWRB", "price": "$29.99", "quantity": ""}, {"title": "corki Cycles Bike Water Bottle Holder, Right Side Load Water Bottle Cage for Road, Mountain, Gravel Bicycle Red 1-Pack", "asin": "B09654311B", "price": "$9.99", "quantity": ""}, {"title": "Carbon Fiber Water Bottle Holder for Bicycle Mountain Bike Cup Holder Ultralight Bike Water Bottle Cages for MTB Mountain Road Bike Cycling", "asin": "B09JP438D9", "price": "$25.99", "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": "ThinkTop Ultra-Light Full Carbon Fiber Mountain Bike Drink Water Bottle Cage Holder for Road Bike MTB Bicycle (2)", "asin": "B08BKJKSC4", "price": "$27.99", "quantity": ""}, {"title": "KABON Bike Water Bottle Holder, Lightweight 3K Carbon Fiber Bicycle Drink Water Bottle Cages for Road Mountain Bike Cycling Accessories - Pack of 2", "asin": "B09QJN13NN", "price": "$28.99", "quantity": ""}], "ads": [{"title": "ROCKBROS Bike Water Bottle Holder Alloy Aluminum Bicycle Water Bottle Cage Brackets Bike Cup Holder for Road Mountain Bikes Black", "asin": "B0C2VB8HWF"}, {"title": "ROCKBROS Cycling Water Bottle, 20-25oz Cycling Bottle,Without BPA and BPS", "asin": "B0CSSMMCJ9"}], "search_results": [{"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", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Carbon Fiber Water Bottle Holder for Bicycle Mountain Bike Cup Holder Ultralight Bike Water Bottle Cages for MTB Mountain Road Bike Cycling", "asin": "B09JP2ZTQR", "price": "$16.89", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Corki Cycles Bike Water Bottle Holder Right Side Load Water Bottle Cage for Road, MTB, Gravel Bicycle Black 2-Pack", "asin": "B07V5FLTB5", "price": "$14.95", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Water Bottle Cage, 3k Matte Full Carbon Fiber Lightweight and Strong Bicycle Water Bottle Holder Bike Cages Brackets - 1 Pcs", "asin": "B08B8SP7XT", "price": "$16.50", "delivery": " Two-Day FREE delivery Fri, Apr 18 Only 10 left in stock - order soon."}, {"title": "CNC Bike Water Bottle Holder, 2-Pack Bike Water Bottle Cage for Road Bike/Mountain Bike\uff0cBlack", "asin": "B08G4P5NZ3", "price": "$15.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder with Cage Mounting Base (Pink)", "asin": "B08SGVRBT5", "price": "$15.28", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "WOTOW Bike Water Bottle Holder- Insulated Bicycle Cup Holder with Shoulder Strap, Bike Drink Holder with Phone Storage for Adult Kids, Handlebar Cycling Water Bottle Cage for Mountain Touring", "asin": "B083TDWMY6", "price": "$14.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Wiel Full Carbon Fiber Bicycle Bike Light Drink Water Bottle Cage Holder", "asin": "B01LWYTEUX", "price": "$29.49", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "KEWIG Bicycle Water Bottle Holder for Bike & Motorcycle, Adjustable Bike Water Bottle Cages Fit for Diameter 2'' - 3'' Cup, Compatible for Handlebars or Tubes 20mm to 35mm in Diameter", "asin": "B0B1LHTKWL", "price": "$15.88", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "CITOOTY Bike Water Bottle Holder - 2 Pcs Ultralight Bicycle Cup Holder Cage with Screws Tool, Universal Resin Cycling Bottle Rack Brackets for Road MTB Mountain Bike, Fits for 2.75-3.94\" Diameter Cup", "asin": "B0DXF78QHQ", "price": "$6.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"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", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"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", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "KABON Bike Water Bottle Holder, Lightweight Bicycle Alloy Aluminum Side Load Water Bottle Cage Brackets for Road Bike MTB-2pcs", "asin": "B09XV3GNHC", "price": "$14.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "KABON Bike Water Bottle Holder, Lightweight 3K Carbon Fiber Bicycle Drink Water Bottle Cages for Road Mountain Bike Cycling Accessories - Pack of 2", "asin": "B089CL9D3W", "price": "$28.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Topeak Shuttle Cage AL Bicycle Waterbottle Cage (Black), L x W x H \ufeff8.4 x 7.9 x 14.7 cm / 3.3\u201d x 3.1\u201d x 5.8\u201d", "asin": "B000FICBRM", "price": "$12.49", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "FODSPORTS Motorcycle ATV Cup Holder, Upgraded Motorcycle Drink Holder with 0.5-1.57\" Metal Clamp, Universal Water Bottle Holder for Bike Scooter Boat Stroller Golf Push Cart Wheelchair Tractor", "asin": "B0C7QG4VGD", "price": "$19.98", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Platt Bike Bottle Cage Mount Aluminium Alloy Bicycle Water Bottle Cage Handlebar/Seatpost Mount for Road Bikes MTB Kids Bike\uff08Black A\uff09", "asin": "B09BL46Q9X", "price": "$8.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Caudblor Bike Water Bottle Holder Bag for Kid Adult, Insulated Bicycle Coffee Cup Holders with Phone Storage, Black Handlebar Drink/Beverage Container for Walker/Cruiser/Exercise/Mountain Bike", "asin": "B08DQRDJNG", "price": "$13.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Full Carbon Fiber Bike Water Bottle Holder, Ultra-Light Water Bottle Cage for Bike, High Strength Durable Carbon Cup Holder for Bike, Road Bike, Mountain Bike, Electric Bike (1pack)", "asin": "B0DK8T9WNM", "price": "$15.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "ThinkTop Ultra-Light Full Carbon Fiber Mountain Bike Drink Water Bottle Cage Holder for Road Bike MTB Bicycle (2)", "asin": "B08BKJKSC4", "price": "$27.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Corki Cycles Bike Water Bottle Holder Aluminum Alloy, Universal Bike Water Bottle Cage for Road, Mountain and Gravel Bikes -1 Pack - Black", "asin": "B0CNT1JT3V", "price": "$11.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"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", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Bike Water Bottle Holder with 700ml Water Bottle, Bike Bottle Holder with Premium BPA Free Leak Proof Bike Water Bottle, Water Bottle Cage for Bike, Mountain and Kids", "asin": "B093GZJ333", "price": "$13.49", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Suranew Universal Stroller Cup Holder, Adjustable Drink Holder with Phone Holder for Baby Stroller, Wheelchair, Walker, Bike, Scooter, Gifts for Family Member.", "asin": "B08S419RH3", "price": "$9.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Outdoor Bike Water Bottle Cages, Outdoors Water Bottles, Universal Bicycle Water Bottle Holder with Water Bottle Cages for Outdoor Cycling", "asin": "B0C7KL1P5V", "price": "$11.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Guiseapue Cup Holder for Walker, Stroller Cup Holder Attachment with Phone Holder, Wheelchair/Stroller Accessories for Uppababy, Nuna, Doona, Rollator, Bike, Scooter, Baby Travel Essential", "asin": "B094N4HRLX", "price": "$9.99", "delivery": "FREE delivery Sat, Apr 19"}, {"title": "WEST BIKING Bike Water Bottle Cage, Durable Ultralight Plastic Water Drink Holder Rack, Lightweight PC for Bicycle, Cycling Bottle Holder Cages for MTB, Road/ Mountain Bikes", "asin": "B09R3NBHC2", "price": "$6.96", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "ABC by BiKASE - Any Bottle Cage, Bike Water Bottle Holder - Fits Any Bottle, Container, Speaker, Bicycle Bottle Holder for Frame or Handlebar", "asin": "B07Z89TWRB", "price": "$29.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"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", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Corki Cycles Side Load Water Bottle Cage, Right and Left Entry Bike Water Bottle Holder for Road & Mountain Bikes - Left/Right Duo Pack - Orange", "asin": "B0CZTMZCJS", "price": "$17.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Bike Bottle Holder & Cage - Ultralight Plastic, BPA-Free 25oz Water Bottle for MTB & Road Bikes", "asin": "B0B6FBLB97", "price": "$10.43", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Desing Wish Bike Water Bottle Holder, 16-24oz Bike Cup Holder with Removable Non-Slip Straps Multiple Installation Methods Insulated Bike Bottle Holder for Mountain Bike, Road Bike, eBike, Scooter", "asin": "B0BRMN3HHG", "price": "$15.99", "delivery": " Two-Day FREE delivery Fri, Apr 18 Only 11 left in stock - order soon."}, {"title": "2 Pack Bike Bottle Holder, Universal Bicycle Water Bottle Cage Holder, Water Cup Holder for Bike Stroller Walker, Adjustable Mountain Bike Drink Cup with 360 Degree Rotating for Cycling MTB Black+Red", "asin": "B0C68T4XD9", "price": "$6.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Bike Water Bottle Holder No Screws, Double Fix with Removable Velcro for Mountain Bottle Cage, 2 Pack Lightweight Aluminum Alloy Silver Bicycle Cup Cage Holder for Bicycle Accessories Portable", "asin": "B09WYQKHWL", "price": "$19.89", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "FiveBox Bike Water Bottle Cage, 2Pack Cycling Bicycle Water Bottle Cage Holder Bracket for Mountain Bike MTB Road Bike, Bike Accessories, Made of Lightweight Aluminum Alloy (Black)", "asin": "B01DIX10QS", "price": "$9.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"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 Colorful Aqua", "asin": "B0DPMP4DYL", "price": "$15.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "MoKo Bike Water Bottle Holder, Adjustable Bike Water Bottle Cage for 1.9-3.6\" Diameter Bottle, for Handlebar & Frame, Motorcycle Cup Holder with Screw Tool, for Bicycle/Stroller/Scooter/Wheelchair/ATV", "asin": "B0DT4FTWWD", "price": "$18.39", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Bike Water Bottle Holder - Universal Bicycle Bottle Cage with Screws & Tool - Durable Cup Holder Rack for Road, MTB, Mountain & Hybrid Bikes - Easy Installation", "asin": "B0DRXNKWJ2", "price": "$5.99", "delivery": "FREE delivery Tue, Apr 22 for Prime members"}, {"title": "Bike Water Bottle Holder, Durable Non-Slip Lightweight Universal Bicycle Bottle Cage for Mountain/Road Cycling Accessories", "asin": "B0DS23NN8V", "price": "$9.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Full Carbon Fiber Bike Water Bottle Holder, Ultra-Light Water Bottle Cage for Bike, High Strength Durable Carbon Cup Holder for Bike, Road Bike, Mountain Bike, Electric Bike (1pack)", "asin": "B0DK8T9WNM", "price": "$15.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "KEMIMOTO Bike Cup Holder, Bicycle Bore Drink Holder, Water Bottle Holder for Handlebar with Mesh Pockets Hold 12-32oz Bottle, Fit for Mountain Bike Road Bikes E-Bike Cruiser Scooter Wheelchair", "asin": "B0CTZVPYVY", "price": "$9.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Cup Holder for Bike, Oxford Cycling Drink Holder with Mesh Pocket and Cord Lock, Universal Water Bottle Organizer for Scooter Wheelchair Handlebar, Bike Accessories (Black)", "asin": "B0D3WP21ZT", "price": "$8.99", "delivery": " Two-Day FREE delivery Fri, Apr 18 Only 7 left in stock - order soon."}, {"title": "Upgraded Motorcycle ATV Cup Holder Anti Theft, Extra Large Bike Water Bottle Holder 1.95 \u2013 3.6 inch Universal Size, Drink Holder Handlebar with Metal Clamp for Scooter Boat Stroller Wheelchair", "asin": "B0CBSLGJNC", "price": "$19.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Belinous 2 Pack Bike Cup Holder for 8-24oz Bottles, Roll Bar Water Bottle Holder for UTV Wheelchair Walker E-Bike Golf Cart Scooter and Boat, Drink Holder with Net Pockets and Velcro Starps", "asin": "B0D21SCNX6", "price": "$18.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Desing Wish Bike Water Bottle Holder 32oz - 40oz Bike Cup Holder Multi-Holes Installing Insulated Water Bottle Holder for Bike with Removable Non-Slip Hook&Loop Fasteners and Shoulder Strap (Black)", "asin": "B0B4JZJVRS", "price": "$17.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "KEMIMOTO Bike Cup Holder, Up to 28 OZ Capacity Water Bottle Holder for Bicycle, Sturdy Screw Mount Drink Holder, Universal Fit for Bottles, Containers, Beverages, Cans, Speaker", "asin": "B0D1R7M816", "price": "$17.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Carbon Fiber Water Bottle Holder for Bicycle Mountain Bike Cup Holder Ultralight Bike Water Bottle Cages for MTB Mountain Road Bike Cycling", "asin": "B09JP2ZTQR", "price": "$16.89", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Anti-Theft Motorcycle Cup Holder, Extra Large Adjustable Size Bike Water Bottle Holder for 1.95-3.6\" Diameter Bottles, Bicycle Drink Cage for Handlebar & Frame Fit Scooter, Stroller, ATV", "asin": "B0D4DTHTKJ", "price": "$16.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Kroozie 2.0 Bicycle Cup Holder - The Ultimate Bike Cup Holder for Beach Cruisers, E-Bikes, Scooters, Strollers \u2013 A premium stainless steel handlebar drink holder that lasts", "asin": "B06XGZ522H", "price": "$19.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Augeny Bike Cup Holder, Oxford Water Bottle Holder with Mesh Pocket and Cord Lock, Cycling Water Bottle Drink Organizer, Universal Handlebar Accessories for Boat, Scooter, Wheelchair (Black)", "asin": "B0CKKR94L1", "price": "$7.88", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "KEWIG Bicycle Water Bottle Holder for Bike & Motorcycle, Adjustable Bike Water Bottle Cages Fit for Diameter 2'' - 3'' Cup, Compatible with Handlebars or Tubes 20mm to 35mm in Diameter", "asin": "B09CMFW11J", "price": "$15.69", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "FINPAC Cup Holder for Bike, Universal Water Bottle Holder with Phone Pockets for Stroller Walker Golf Cart Rollator and Scooter, Outdoor, Biking - Black", "asin": "B09QPTHDKR", "price": "$16.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "KEMIMOTO Bike Cup Holder, Handlebar Water Bottle Holder with Mesh Pockets, Oxford Fabric, Up to 32oz, 2 Pack", "asin": "B08S3SQFXJ", "price": "$11.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Emove 2-Packs Bike Water Bottle Holder No Screws, Adjustable Bicycle Water Bottle Rack Cage 360 Degree Rotating for MTB Stroller Scooter", "asin": "B0CNS8XY3Y", "price": "$10.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Portland Design Works Water Bottle Cage - Lightweight Water Bottle Holder for Bikes, Owl Cage, Black/Gold", "asin": "B0170OT1UI", "price": "$25.00", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "KEMIMOTO Motorcycle Cup Holder, Oxford Fabric Motorcycle Drink Holder with 0.6\"-1.5\" Alligator Clamp, Universal Water Bottle Holder for Motorcycle, ATV/UTV, Scooter, Boat, Kayak, Bike, Walker, Blue", "asin": "B08HGC32XR", "price": "$22.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Premium Aluminum Alloy Bike Cup Holder - - Durable Water Bottle Cage for Bicycle, Road Bike, Mountain Bikes (Red)", "asin": "B0CV5RN3NM", "price": "$4.49", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Topeak Modula Cage EX Modified Shape Bicycle Waterbottle Cage, Black, \ufeffL x W x H \ufeff7.3 x 8.5 x 16.3 cm / 2.9\u201d x 3.3\u201d x 6.4\u201d", "asin": "B000ZKCLEI", "price": "$10.93", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "ROCKBROS Bike Water Bottle Holder-Lightweight Sturdy Alloy Aluminum Bike Water Bottle Cage Bike Cup Holder for Road Bike & Mountain Bike", "asin": "B0BYYXKHRB", "price": "$10.79", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "KEMIMOTO Bike Cup Holder, Up to 28 OZ Capacity Water Bottle Holder for Bicycle Handlebar, Motorcycle Drink Holder Mount with Metal Clamp, Universal Fit for ATV Scooter Boat Stroller Wheelchair", "asin": "B0D1R5NF17", "price": "$22.99", "delivery": "FREE delivery Sat, Apr 19 Only 1 left in stock - order soon."}, {"title": "Bicycle Water Bottle Cage Holder Mount Adapter Adjustable Compatible Bike Handlebar Seatpost Fork Ultra Strong 7075 Aluminum Alloy CNC Machined", "asin": "B07KC656V1", "price": "$11.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "GCA 2 Pack Aluminium Water Bottle Rack Holder Bracket for Bike Bicycle (Black)", "asin": "B01HB3OZHW", "price": "$6.28", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Bikase Side Loader Water Bottle Cage with Anywhere Strap - Works Great with Large Diameter EBIKE Frames - Works with Compact Frames", "asin": "B0BXBNYXQH", "price": "$24.99", "delivery": "$5 delivery Wed, Apr 23"}, {"title": "2-Pack Bike Water Bottle Cage Bicycle Water Bottle Holder Lightweight & Strong Bicyle Mount for Road & Mountain Bikes with Screws Spanner", "asin": "B08B421LRX", "price": "$8.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "ROCKBROS Bike Water Bottle Holder, Lightweight Durable Bike Water Bottle Cage, Water Bottle Holder for Road Mountain Bikes", "asin": "B0CSNKYLR5", "price": "$8.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-16T21:06:41.217Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-16T21:06:41.217Z\",\"action\": \"click_product\",\"acion_argument\": \"B0C2VB8HWF\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-16T21:06:41.217Z\",\"action\": \"click_product\",\"acion_argument\": \"B0C2VB8HWF\",}</answer>", "index": 2510, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:09.722Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:10.452Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.140Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.753Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:12.706Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:13.415Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:14.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:32.057Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.069Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:03.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:04.519Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.202Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:09.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:16.580Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:17.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:38.047Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:39.801Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-15T18:39:22.602Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-15T18:39:42.262Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T18:58:06.027Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\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\": 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order soon.\"},\n{\"title\": \"2 Pack Bike Bottle Holder, Universal Bicycle Water Bottle Cage Holder, Water Cup Holder for Bike Stroller Walker, Adjustable Mountain Bike Drink Cup with 360 Degree Rotating for Cycling MTB Black+Red\", \"asin\": \"B0C68T4XD9\", \"price\": \"$6.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Bike Water Bottle Holder No Screws, Double Fix with Removable Velcro for Mountain Bottle Cage, 2 Pack Lightweight Aluminum Alloy Silver Bicycle Cup Cage Holder for Bicycle Accessories Portable\", \"asin\": \"B09WYQKHWL\", \"price\": \"$19.89\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"FiveBox Bike Water Bottle Cage, 2Pack Cycling Bicycle Water Bottle Cage Holder Bracket for Mountain Bike MTB Road Bike, Bike Accessories, Made of Lightweight Aluminum Alloy (Black)\", \"asin\": \"B01DIX10QS\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\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 Colorful Aqua\", \"asin\": \"B0DPMP4DYL\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"MoKo Bike Water Bottle Holder, Adjustable Bike Water Bottle Cage for 1.9-3.6\\\" Diameter Bottle, for Handlebar & Frame, Motorcycle Cup Holder with Screw Tool, for Bicycle/Stroller/Scooter/Wheelchair/ATV\", \"asin\": \"B0DT4FTWWD\", \"price\": \"$18.39\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Bike Water Bottle Holder - Universal Bicycle Bottle Cage with Screws & Tool - Durable Cup Holder Rack for Road, MTB, Mountain & Hybrid Bikes - Easy Installation\", \"asin\": \"B0DRXNKWJ2\", \"price\": \"$5.99\", \"delivery\": \"FREE delivery Tue, Apr 22 for Prime members\"},\n{\"title\": \"Bike Water Bottle Holder, Durable Non-Slip Lightweight Universal Bicycle Bottle Cage for Mountain/Road Cycling Accessories\", \"asin\": \"B0DS23NN8V\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Full Carbon Fiber Bike Water Bottle Holder, Ultra-Light Water Bottle Cage for Bike, High Strength Durable Carbon Cup Holder for Bike, Road Bike, Mountain Bike, Electric Bike (1pack)\", \"asin\": \"B0DK8T9WNM\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"KEMIMOTO Bike Cup Holder, Bicycle Bore Drink Holder, Water Bottle Holder for Handlebar with Mesh Pockets Hold 12-32oz Bottle, Fit for Mountain Bike Road Bikes E-Bike Cruiser Scooter Wheelchair\", \"asin\": \"B0CTZVPYVY\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Cup Holder for Bike, Oxford Cycling Drink Holder with Mesh Pocket and Cord Lock, Universal Water Bottle Organizer for Scooter Wheelchair Handlebar, Bike Accessories (Black)\", \"asin\": \"B0D3WP21ZT\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18 Only 7 left in stock - order soon.\"},\n{\"title\": \"Upgraded Motorcycle ATV Cup Holder Anti Theft, Extra Large Bike Water Bottle Holder 1.95 \\u2013 3.6 inch Universal Size, Drink Holder Handlebar with Metal Clamp for Scooter Boat Stroller Wheelchair\", \"asin\": \"B0CBSLGJNC\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Belinous 2 Pack Bike Cup Holder for 8-24oz Bottles, Roll Bar Water Bottle Holder for UTV Wheelchair Walker E-Bike Golf Cart Scooter and Boat, Drink Holder with Net Pockets and Velcro Starps\", \"asin\": \"B0D21SCNX6\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Desing Wish Bike Water Bottle Holder 32oz - 40oz Bike Cup Holder Multi-Holes Installing Insulated Water Bottle Holder for Bike with Removable Non-Slip Hook&Loop Fasteners and Shoulder Strap (Black)\", \"asin\": \"B0B4JZJVRS\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"KEMIMOTO Bike Cup Holder, Up to 28 OZ Capacity Water Bottle Holder for Bicycle, Sturdy Screw Mount Drink Holder, Universal Fit for Bottles, Containers, Beverages, Cans, Speaker\", \"asin\": \"B0D1R7M816\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Carbon Fiber Water Bottle Holder for Bicycle Mountain Bike Cup Holder Ultralight Bike Water Bottle Cages for MTB Mountain Road Bike Cycling\", \"asin\": \"B09JP2ZTQR\", \"price\": \"$16.89\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Anti-Theft Motorcycle Cup Holder, Extra Large Adjustable Size Bike Water Bottle Holder for 1.95-3.6\\\" Diameter Bottles, Bicycle Drink Cage for Handlebar & Frame Fit Scooter, Stroller, ATV\", \"asin\": \"B0D4DTHTKJ\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Kroozie 2.0 Bicycle Cup Holder - The Ultimate Bike Cup Holder for Beach Cruisers, E-Bikes, Scooters, Strollers \\u2013 A premium stainless steel handlebar drink holder that lasts\", \"asin\": \"B06XGZ522H\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Augeny Bike Cup Holder, Oxford Water Bottle Holder with Mesh Pocket and Cord Lock, Cycling Water Bottle Drink Organizer, Universal Handlebar Accessories for Boat, Scooter, Wheelchair (Black)\", \"asin\": \"B0CKKR94L1\", \"price\": \"$7.88\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"KEWIG Bicycle Water Bottle Holder for Bike & Motorcycle, Adjustable Bike Water Bottle Cages Fit for Diameter 2'' - 3'' Cup, Compatible with Handlebars or Tubes 20mm to 35mm in Diameter\", \"asin\": \"B09CMFW11J\", \"price\": \"$15.69\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"FINPAC Cup Holder for Bike, Universal Water Bottle Holder with Phone Pockets for Stroller Walker Golf Cart Rollator and Scooter, Outdoor, Biking - Black\", \"asin\": \"B09QPTHDKR\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"KEMIMOTO Bike Cup Holder, Handlebar Water Bottle Holder with Mesh Pockets, Oxford Fabric, Up to 32oz, 2 Pack\", \"asin\": \"B08S3SQFXJ\", \"price\": \"$11.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Emove 2-Packs Bike Water Bottle Holder No Screws, Adjustable Bicycle Water Bottle Rack Cage 360 Degree Rotating for MTB Stroller Scooter\", \"asin\": \"B0CNS8XY3Y\", \"price\": \"$10.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Portland Design Works Water Bottle Cage - Lightweight Water Bottle Holder for Bikes, Owl Cage, Black/Gold\", \"asin\": \"B0170OT1UI\", \"price\": \"$25.00\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"KEMIMOTO Motorcycle Cup Holder, Oxford Fabric Motorcycle Drink Holder with 0.6\\\"-1.5\\\" Alligator Clamp, Universal Water Bottle Holder for Motorcycle, ATV/UTV, Scooter, Boat, Kayak, Bike, Walker, Blue\", \"asin\": \"B08HGC32XR\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Premium Aluminum Alloy Bike Cup Holder - - Durable Water Bottle Cage for Bicycle, Road Bike, Mountain Bikes (Red)\", \"asin\": \"B0CV5RN3NM\", \"price\": \"$4.49\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Topeak Modula Cage EX Modified Shape Bicycle Waterbottle Cage, Black, \\ufeffL x W x H \\ufeff7.3 x 8.5 x 16.3 cm / 2.9\\u201d x 3.3\\u201d x 6.4\\u201d\", \"asin\": \"B000ZKCLEI\", \"price\": \"$10.93\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Holder-Lightweight Sturdy Alloy Aluminum Bike Water Bottle Cage Bike Cup Holder for Road Bike & Mountain Bike\", \"asin\": \"B0BYYXKHRB\", \"price\": \"$10.79\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"KEMIMOTO Bike Cup Holder, Up to 28 OZ Capacity Water Bottle Holder for Bicycle Handlebar, Motorcycle Drink Holder Mount with Metal Clamp, Universal Fit for ATV Scooter Boat Stroller Wheelchair\", \"asin\": \"B0D1R5NF17\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Sat, Apr 19 Only 1 left in stock - order soon.\"},\n{\"title\": \"Bicycle Water Bottle Cage Holder Mount Adapter Adjustable Compatible Bike Handlebar Seatpost Fork Ultra Strong 7075 Aluminum Alloy CNC Machined\", \"asin\": \"B07KC656V1\", \"price\": \"$11.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"GCA 2 Pack Aluminium Water Bottle Rack Holder Bracket for Bike Bicycle (Black)\", \"asin\": \"B01HB3OZHW\", \"price\": \"$6.28\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Bikase Side Loader Water Bottle Cage with Anywhere Strap - Works Great with Large Diameter EBIKE Frames - Works with Compact Frames\", \"asin\": \"B0BXBNYXQH\", \"price\": \"$24.99\", \"delivery\": \"$5 delivery Wed, Apr 23\"},\n{\"title\": \"2-Pack Bike Water Bottle Cage Bicycle Water Bottle Holder Lightweight & Strong Bicyle Mount for Road & Mountain Bikes with Screws Spanner\", \"asin\": \"B08B421LRX\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Holder, Lightweight Durable Bike Water Bottle Cage, Water Bottle Holder for Road Mountain Bikes\", \"asin\": \"B0CSNKYLR5\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"}]\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\": \"2025-04-16T21:06:41.217Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:09.722Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:10.452Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.140Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.753Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:12.706Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:13.415Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:14.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:32.057Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.069Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:03.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:04.519Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.202Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:09.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:16.580Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:17.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:38.047Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:39.801Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-15T18:39:22.602Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-15T18:39:42.262Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T18:58:06.027Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\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<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"bike bottle holder\"}],\n\"cart_items\": [{\"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, White\", \"asin\": \"B0DSVNNCVD\", \"price\": \"$9.59\", \"quantity\": \"1\"},\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\": \"1\"},\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\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0C2VB8HWF\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Holder Alloy Aluminum Bicycle Water Bottle Cage Brackets Bike Cup Holder for Road Mountain Bikes Black\"},\n{\"price\": \"$9.99\"},\n{\"bullet_list\": \"Lightweight & Durable: Made of aluminum alloy, the bicycle water bottle holder is strong and does not break easily when riding or reattaching the water bottle. Each water bottle cage is only 40g, which will not increase the weight of riding. Secure & Sturdy: The arm of the bike bottle cage wraps around the water bottle, keeping the bottle in a fixed position, so you don't need to worry about it falling out while riding. The cup holder for bike is made of one-piece molding process, features smooth curves and rounded edges that won't scratch the bottle or damage the bike frame. Wide Applications: The cycling water bottle cage is universal for most types of bicycle with water bottle mounting holes, such as road, mountain, hybrid, folding and electric bicycles. Whether you are traveling by bike or participating in a bike race, our water bottle holder is perfect for your bike. Universal Fit: This lightweight bike drink holder is designed to fit most sizes of bike water bottles, designed for cyclists. The bottle cage has fashion appearance and three color options, can perfectly match your frame. Easy Installation: ROCKBROS bike bottle holder comes with mounting tools and two screws, takes less than 60 seconds to attach quickly to the bike frame. Then you can reach out to your water bottle at any time while riding.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"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\": \"Corki Cycles Left Side Load Water Bottle Cage, Side Entry Bike Water Bottle Holder for Road & Mountain Bikes - 1 Pack - Black-Aluminum Alloy\", \"asin\": \"B0CNT363KF\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Full Carbon Fiber Bike Water Bottle Holder, Ultra-Light Water Bottle Cage for Bike, High Strength Durable Carbon Cup Holder for Bike, Road Bike, Mountain Bike, Electric Bike (1pack)\", \"asin\": \"B0DK8T9WNM\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Holder, Lightweight Durable Bike Water Bottle Cage, Water Bottle Holder for Road Mountain Bikes\", \"asin\": \"B0CSNKYLR5\", \"price\": \"$8.99\", \"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\": \"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\": \"KABON Bike Water Bottle Holder, Lightweight 3K Carbon Fiber Bicycle Drink Water Bottle Cages for Road Mountain Bike Cycling Accessories - Pack of 2\", \"asin\": \"B0B18H8RZF\", \"price\": \"$28.99\", \"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\": \"USHAKE Water Bottle Cages, Basic MTB Bike Bicycle Alloy Aluminum Lightweight Water Bottle Holder Cages Brackets(2 Pack- Drilled Holes Required)\", \"asin\": \"B01FC5IN1K\", \"price\": \"$11.99\", \"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\": \"Bike Water Bottle Holder Plastic Carbon Fiber Water Bottle Cage Cages for Road Bike...\", \"asin\": \"B0CSBNNLHB\", \"price\": \"$15.99\", \"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 Durable Bike Water Bottle Cage, Water Bottle Holder for Road Mountain Bikes\", \"asin\": \"B0CSNKYLR5\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Corki Cycles Left Side Load Water Bottle Cage, Side Entry Bike Water Bottle Holder for Road & Mountain Bikes - 1 Pack - Black-Aluminum Alloy\", \"asin\": \"B0CNT363KF\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Water Bottle Holder, Black or White Gloss, Secure Retention System, No Lost Bottles, Lightweight and Strong Bicycle Bottle Cage, Quick and Easy to Mount, Great for Road and Mountain Bikes\", \"asin\": \"B017RPEXLC\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"KABON Bike Water Bottle Holder, Lightweight 3K Carbon Fiber Bicycle Drink Water Bottle Cages for Road Mountain Bike Cycling Accessories - Pack of 2\", \"asin\": \"B0B18H8RZF\", \"price\": \"$28.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Water Bottle Holder, KABON Lightweight Bicycle Alloy Aluminum Side Load Water Bottle Cage Brackets for Road Bike MTB Cycling Accessories - Blue\", \"asin\": \"B0852YV71K\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Corki Cycles Right Side Load Water Bottle Cage, Side Entry Bike Water Bottle Holder for Road & Mountain Bikes -1 Pack-Black-Aluminum Alloy\", \"asin\": \"B0CNT4VRMV\", \"price\": \"$11.99\", \"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 Durable Bike Water Bottle Cage, Water Bottle Holder for Road Mountain Bikes\", \"asin\": \"B0CSNKYLR5\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Full Carbon Fiber Bike Water Bottle Holder, Ultra-Light Water Bottle Cage for Bike,...\", \"asin\": \"B0DK8T9WNM\", \"price\": \"$15.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"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 Bike Water Bottle Holder-Lightweight Sturdy Alloy Aluminum Bike Water Bottle Cage Bike Cup Holder for Road Bike & Mountain Bike\", \"asin\": \"B0BYYXKHRB\", \"price\": \"$10.79\"},\n{\"title\": \"CNC Bike Water Bottle Holder, Aluminum Bike Water Bottle Cage for Road Bike/Mountain Bike 2-Pack\\uff0cOrange\", \"asin\": \"B08G428MGH\", \"price\": \"$16.99\"},\n{\"title\": \"Bike Water Bottle Holder, KABON Lightweight Bicycle Alloy Aluminum Side Load Water Bottle Cage Brackets for Road Bike MTB Cycling Accessories - Red\", \"asin\": \"B0852YWWV6\", \"price\": \"$9.99\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Holder, Lightweight Durable Bike Water Bottle Cage, Water Bottle Holder for Road Mountain Bikes\", \"asin\": \"B0CSNKYLR5\", \"price\": \"$8.99\"},\n{\"title\": \"2 Pcs Bike Water Bottle Holder, Lightweight Mountain Bike Water Bottles Rack, Bicycle Water Bottle Cage for Road Bikes\", \"asin\": \"B0C32MPZ4P\", \"price\": \"$9.99\"}]\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\": \"2025-04-16T21:06:49.027Z\", // 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
2025-04-16T21:06:49.027Z
click
search
rule
train
2,511
2025-04-16T21:06:49.027Z
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": "2025-04-14T18:30:56.587Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-14T18:31:09.041Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:13.008Z", "action": "click_product", "action_argument": "B0CLKPNDKL"} {"timestamp": "2025-04-14T18:31:21.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T18:31:46.860Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:49.158Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:51.911Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T21:25:57.008Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:50.263Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:55.594Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:02.079Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:14.054Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:35:30.511Z", "action": "purchase", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-14T21:38:56.748Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T21:39:00.252Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-14T21:39:05.273Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:06.598Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:09.722Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:10.452Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:11.140Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:11.753Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:12.706Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:13.415Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:14.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:32.057Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:02.069Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:02.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:03.680Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:04.519Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:05.202Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:05.852Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:09.508Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:16.580Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:17.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:38.047Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:39.801Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-15T18:39:22.602Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-15T18:39:42.262Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T18:58:06.027Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"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"} <|memory_end|> <|action_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"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "bike bottle holder"}], "cart_items": [{"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, White", "asin": "B0DSVNNCVD", "price": "$9.59", "quantity": "1"}, {"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": "1"}, {"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", "price": "$3.99", "quantity": "1"}], "product_details": [{"asin": "B0C2VB8HWF"}, {"title": "ROCKBROS Bike Water Bottle Holder Alloy Aluminum Bicycle Water Bottle Cage Brackets Bike Cup Holder for Road Mountain Bikes Black"}, {"price": "$9.99"}, {"bullet_list": "Lightweight & Durable: Made of aluminum alloy, the bicycle water bottle holder is strong and does not break easily when riding or reattaching the water bottle. Each water bottle cage is only 40g, which will not increase the weight of riding. Secure & Sturdy: The arm of the bike bottle cage wraps around the water bottle, keeping the bottle in a fixed position, so you don't need to worry about it falling out while riding. The cup holder for bike is made of one-piece molding process, features smooth curves and rounded edges that won't scratch the bottle or damage the bike frame. Wide Applications: The cycling water bottle cage is universal for most types of bicycle with water bottle mounting holes, such as road, mountain, hybrid, folding and electric bicycles. Whether you are traveling by bike or participating in a bike race, our water bottle holder is perfect for your bike. Universal Fit: This lightweight bike drink holder is designed to fit most sizes of bike water bottles, designed for cyclists. The bottle cage has fashion appearance and three color options, can perfectly match your frame. Easy Installation: ROCKBROS bike bottle holder comes with mounting tools and two screws, takes less than 60 seconds to attach quickly to the bike frame. Then you can reach out to your water bottle at any time while riding."}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Black"}], "promotion_items": [{"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": "Corki Cycles Left Side Load Water Bottle Cage, Side Entry Bike Water Bottle Holder for Road & Mountain Bikes - 1 Pack - Black-Aluminum Alloy", "asin": "B0CNT363KF", "price": "$11.99", "quantity": ""}, {"title": "Full Carbon Fiber Bike Water Bottle Holder, Ultra-Light Water Bottle Cage for Bike, High Strength Durable Carbon Cup Holder for Bike, Road Bike, Mountain Bike, Electric Bike (1pack)", "asin": "B0DK8T9WNM", "price": "$15.99", "quantity": ""}, {"title": "ROCKBROS Bike Water Bottle Holder, Lightweight Durable Bike Water Bottle Cage, Water Bottle Holder for Road Mountain Bikes", "asin": "B0CSNKYLR5", "price": "$8.99", "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": "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": "KABON Bike Water Bottle Holder, Lightweight 3K Carbon Fiber Bicycle Drink Water Bottle Cages for Road Mountain Bike Cycling Accessories - Pack of 2", "asin": "B0B18H8RZF", "price": "$28.99", "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": "USHAKE Water Bottle Cages, Basic MTB Bike Bicycle Alloy Aluminum Lightweight Water Bottle Holder Cages Brackets(2 Pack- Drilled Holes Required)", "asin": "B01FC5IN1K", "price": "$11.99", "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": "Bike Water Bottle Holder Plastic Carbon Fiber Water Bottle Cage Cages for Road Bike...", "asin": "B0CSBNNLHB", "price": "$15.99", "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 Durable Bike Water Bottle Cage, Water Bottle Holder for Road Mountain Bikes", "asin": "B0CSNKYLR5", "price": "$8.99", "quantity": ""}, {"title": "Corki Cycles Left Side Load Water Bottle Cage, Side Entry Bike Water Bottle Holder for Road & Mountain Bikes - 1 Pack - Black-Aluminum Alloy", "asin": "B0CNT363KF", "price": "$11.99", "quantity": ""}, {"title": "Bike Water Bottle Holder, Black or White Gloss, Secure Retention System, No Lost Bottles, Lightweight and Strong Bicycle Bottle Cage, Quick and Easy to Mount, Great for Road and Mountain Bikes", "asin": "B017RPEXLC", "price": "$9.99", "quantity": ""}, {"title": "KABON Bike Water Bottle Holder, Lightweight 3K Carbon Fiber Bicycle Drink Water Bottle Cages for Road Mountain Bike Cycling Accessories - Pack of 2", "asin": "B0B18H8RZF", "price": "$28.99", "quantity": ""}, {"title": "Bike Water Bottle Holder, KABON Lightweight Bicycle Alloy Aluminum Side Load Water Bottle Cage Brackets for Road Bike MTB Cycling Accessories - Blue", "asin": "B0852YV71K", "price": "$9.99", "quantity": ""}, {"title": "Corki Cycles Right Side Load Water Bottle Cage, Side Entry Bike Water Bottle Holder for Road & Mountain Bikes -1 Pack-Black-Aluminum Alloy", "asin": "B0CNT4VRMV", "price": "$11.99", "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 Durable Bike Water Bottle Cage, Water Bottle Holder for Road Mountain Bikes", "asin": "B0CSNKYLR5", "price": "$8.99", "quantity": ""}, {"title": "Full Carbon Fiber Bike Water Bottle Holder, Ultra-Light Water Bottle Cage for Bike,...", "asin": "B0DK8T9WNM", "price": "$15.99", "quantity": ""}], "comparison_items": [{"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 Bike Water Bottle Holder-Lightweight Sturdy Alloy Aluminum Bike Water Bottle Cage Bike Cup Holder for Road Bike & Mountain Bike", "asin": "B0BYYXKHRB", "price": "$10.79"}, {"title": "CNC Bike Water Bottle Holder, Aluminum Bike Water Bottle Cage for Road Bike/Mountain Bike 2-Pack\uff0cOrange", "asin": "B08G428MGH", "price": "$16.99"}, {"title": "Bike Water Bottle Holder, KABON Lightweight Bicycle Alloy Aluminum Side Load Water Bottle Cage Brackets for Road Bike MTB Cycling Accessories - Red", "asin": "B0852YWWV6", "price": "$9.99"}, {"title": "ROCKBROS Bike Water Bottle Holder, Lightweight Durable Bike Water Bottle Cage, Water Bottle Holder for Road Mountain Bikes", "asin": "B0CSNKYLR5", "price": "$8.99"}, {"title": "2 Pcs Bike Water Bottle Holder, Lightweight Mountain Bike Water Bottles Rack, Bicycle Water Bottle Cage for Road Bikes", "asin": "B0C32MPZ4P", "price": "$9.99"}] <|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": "2025-04-16T21:06:49.027Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-16T21:06:49.027Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-16T21:06:49.027Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "index": 2511, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:09.722Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:10.452Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.140Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.753Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:12.706Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:13.415Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:14.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:32.057Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.069Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:03.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:04.519Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.202Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:09.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:16.580Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:17.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:38.047Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:39.801Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-15T18:39:22.602Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-15T18:39:42.262Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T18:58:06.027Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\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<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"bike bottle holder\"}],\n\"cart_items\": [{\"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, White\", \"asin\": \"B0DSVNNCVD\", \"price\": \"$9.59\", \"quantity\": \"1\"},\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\": \"1\"},\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\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0C2VB8HWF\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Holder Alloy Aluminum Bicycle Water Bottle Cage Brackets Bike Cup Holder for Road Mountain Bikes Black\"},\n{\"price\": \"$9.99\"},\n{\"bullet_list\": \"Lightweight & Durable: Made of aluminum alloy, the bicycle water bottle holder is strong and does not break easily when riding or reattaching the water bottle. Each water bottle cage is only 40g, which will not increase the weight of riding. Secure & Sturdy: The arm of the bike bottle cage wraps around the water bottle, keeping the bottle in a fixed position, so you don't need to worry about it falling out while riding. The cup holder for bike is made of one-piece molding process, features smooth curves and rounded edges that won't scratch the bottle or damage the bike frame. Wide Applications: The cycling water bottle cage is universal for most types of bicycle with water bottle mounting holes, such as road, mountain, hybrid, folding and electric bicycles. Whether you are traveling by bike or participating in a bike race, our water bottle holder is perfect for your bike. Universal Fit: This lightweight bike drink holder is designed to fit most sizes of bike water bottles, designed for cyclists. The bottle cage has fashion appearance and three color options, can perfectly match your frame. Easy Installation: ROCKBROS bike bottle holder comes with mounting tools and two screws, takes less than 60 seconds to attach quickly to the bike frame. Then you can reach out to your water bottle at any time while riding.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"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\": \"Corki Cycles Left Side Load Water Bottle Cage, Side Entry Bike Water Bottle Holder for Road & Mountain Bikes - 1 Pack - Black-Aluminum Alloy\", \"asin\": \"B0CNT363KF\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Full Carbon Fiber Bike Water Bottle Holder, Ultra-Light Water Bottle Cage for Bike, High Strength Durable Carbon Cup Holder for Bike, Road Bike, Mountain Bike, Electric Bike (1pack)\", \"asin\": \"B0DK8T9WNM\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Holder, Lightweight Durable Bike Water Bottle Cage, Water Bottle Holder for Road Mountain Bikes\", \"asin\": \"B0CSNKYLR5\", \"price\": \"$8.99\", \"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\": \"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\": \"KABON Bike Water Bottle Holder, Lightweight 3K Carbon Fiber Bicycle Drink Water Bottle Cages for Road Mountain Bike Cycling Accessories - Pack of 2\", \"asin\": \"B0B18H8RZF\", \"price\": \"$28.99\", \"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\": \"USHAKE Water Bottle Cages, Basic MTB Bike Bicycle Alloy Aluminum Lightweight Water Bottle Holder Cages Brackets(2 Pack- Drilled Holes Required)\", \"asin\": \"B01FC5IN1K\", \"price\": \"$11.99\", \"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\": \"Bike Water Bottle Holder Plastic Carbon Fiber Water Bottle Cage Cages for Road Bike...\", \"asin\": \"B0CSBNNLHB\", \"price\": \"$15.99\", \"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 Durable Bike Water Bottle Cage, Water Bottle Holder for Road Mountain Bikes\", \"asin\": \"B0CSNKYLR5\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Corki Cycles Left Side Load Water Bottle Cage, Side Entry Bike Water Bottle Holder for Road & Mountain Bikes - 1 Pack - Black-Aluminum Alloy\", \"asin\": \"B0CNT363KF\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Water Bottle Holder, Black or White Gloss, Secure Retention System, No Lost Bottles, Lightweight and Strong Bicycle Bottle Cage, Quick and Easy to Mount, Great for Road and Mountain Bikes\", \"asin\": \"B017RPEXLC\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"KABON Bike Water Bottle Holder, Lightweight 3K Carbon Fiber Bicycle Drink Water Bottle Cages for Road Mountain Bike Cycling Accessories - Pack of 2\", \"asin\": \"B0B18H8RZF\", \"price\": \"$28.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Water Bottle Holder, KABON Lightweight Bicycle Alloy Aluminum Side Load Water Bottle Cage Brackets for Road Bike MTB Cycling Accessories - Blue\", \"asin\": \"B0852YV71K\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Corki Cycles Right Side Load Water Bottle Cage, Side Entry Bike Water Bottle Holder for Road & Mountain Bikes -1 Pack-Black-Aluminum Alloy\", \"asin\": \"B0CNT4VRMV\", \"price\": \"$11.99\", \"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 Durable Bike Water Bottle Cage, Water Bottle Holder for Road Mountain Bikes\", \"asin\": \"B0CSNKYLR5\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Full Carbon Fiber Bike Water Bottle Holder, Ultra-Light Water Bottle Cage for Bike,...\", \"asin\": \"B0DK8T9WNM\", \"price\": \"$15.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"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 Bike Water Bottle Holder-Lightweight Sturdy Alloy Aluminum Bike Water Bottle Cage Bike Cup Holder for Road Bike & Mountain Bike\", \"asin\": \"B0BYYXKHRB\", \"price\": \"$10.79\"},\n{\"title\": \"CNC Bike Water Bottle Holder, Aluminum Bike Water Bottle Cage for Road Bike/Mountain Bike 2-Pack\\uff0cOrange\", \"asin\": \"B08G428MGH\", \"price\": \"$16.99\"},\n{\"title\": \"Bike Water Bottle Holder, KABON Lightweight Bicycle Alloy Aluminum Side Load Water Bottle Cage Brackets for Road Bike MTB Cycling Accessories - Red\", \"asin\": \"B0852YWWV6\", \"price\": \"$9.99\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Holder, Lightweight Durable Bike Water Bottle Cage, Water Bottle Holder for Road Mountain Bikes\", \"asin\": \"B0CSNKYLR5\", \"price\": \"$8.99\"},\n{\"title\": \"2 Pcs Bike Water Bottle Holder, Lightweight Mountain Bike Water Bottles Rack, Bicycle Water Bottle Cage for Road Bikes\", \"asin\": \"B0C32MPZ4P\", \"price\": \"$9.99\"}]\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\": \"2025-04-16T21:06:49.027Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:09.722Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:10.452Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.140Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.753Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:12.706Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:13.415Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:14.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:32.057Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.069Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:03.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:04.519Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.202Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:09.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:16.580Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:17.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:38.047Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:39.801Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-15T18:39:22.602Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-15T18:39:42.262Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T18:58:06.027Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\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<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"blue bike bottle holder\"}],\n\"cart_items\": [{\"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, White\", \"asin\": \"B0DSVNNCVD\", \"price\": \"$9.59\", \"quantity\": \"1\"},\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\": \"1\"},\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\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0C2VB8HWF\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Holder Alloy Aluminum Bicycle Water Bottle Cage Brackets Bike Cup Holder for Road Mountain Bikes Black\"},\n{\"price\": \"$9.99\"},\n{\"bullet_list\": \"Lightweight & Durable: Made of aluminum alloy, the bicycle water bottle holder is strong and does not break easily when riding or reattaching the water bottle. Each water bottle cage is only 40g, which will not increase the weight of riding. Secure & Sturdy: The arm of the bike bottle cage wraps around the water bottle, keeping the bottle in a fixed position, so you don't need to worry about it falling out while riding. The cup holder for bike is made of one-piece molding process, features smooth curves and rounded edges that won't scratch the bottle or damage the bike frame. Wide Applications: The cycling water bottle cage is universal for most types of bicycle with water bottle mounting holes, such as road, mountain, hybrid, folding and electric bicycles. Whether you are traveling by bike or participating in a bike race, our water bottle holder is perfect for your bike. Universal Fit: This lightweight bike drink holder is designed to fit most sizes of bike water bottles, designed for cyclists. The bottle cage has fashion appearance and three color options, can perfectly match your frame. Easy Installation: ROCKBROS bike bottle holder comes with mounting tools and two screws, takes less than 60 seconds to attach quickly to the bike frame. Then you can reach out to your water bottle at any time while riding.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"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\": \"Corki Cycles Left Side Load Water Bottle Cage, Side Entry Bike Water Bottle Holder for Road & Mountain Bikes - 1 Pack - Black-Aluminum Alloy\", \"asin\": \"B0CNT363KF\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Full Carbon Fiber Bike Water Bottle Holder, Ultra-Light Water Bottle Cage for Bike, High Strength Durable Carbon Cup Holder for Bike, Road Bike, Mountain Bike, Electric Bike (1pack)\", \"asin\": \"B0DK8T9WNM\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Holder, Lightweight Durable Bike Water Bottle Cage, Water Bottle Holder for Road Mountain Bikes\", \"asin\": \"B0CSNKYLR5\", \"price\": \"$8.99\", \"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\": \"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\": \"KABON Bike Water Bottle Holder, Lightweight 3K Carbon Fiber Bicycle Drink Water Bottle Cages for Road Mountain Bike Cycling Accessories - Pack of 2\", \"asin\": \"B0B18H8RZF\", \"price\": \"$28.99\", \"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\": \"USHAKE Water Bottle Cages, Basic MTB Bike Bicycle Alloy Aluminum Lightweight Water Bottle Holder Cages Brackets(2 Pack- Drilled Holes Required)\", \"asin\": \"B01FC5IN1K\", \"price\": \"$11.99\", \"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\": \"Bike Water Bottle Holder Plastic Carbon Fiber Water Bottle Cage Cages for Road Bike...\", \"asin\": \"B0CSBNNLHB\", \"price\": \"$15.99\", \"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 Durable Bike Water Bottle Cage, Water Bottle Holder for Road Mountain Bikes\", \"asin\": \"B0CSNKYLR5\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Corki Cycles Left Side Load Water Bottle Cage, Side Entry Bike Water Bottle Holder for Road & Mountain Bikes - 1 Pack - Black-Aluminum Alloy\", \"asin\": \"B0CNT363KF\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Water Bottle Holder, Black or White Gloss, Secure Retention System, No Lost Bottles, Lightweight and Strong Bicycle Bottle Cage, Quick and Easy to Mount, Great for Road and Mountain Bikes\", \"asin\": \"B017RPEXLC\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"KABON Bike Water Bottle Holder, Lightweight 3K Carbon Fiber Bicycle Drink Water Bottle Cages for Road Mountain Bike Cycling Accessories - Pack of 2\", \"asin\": \"B0B18H8RZF\", \"price\": \"$28.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Water Bottle Holder, KABON Lightweight Bicycle Alloy Aluminum Side Load Water Bottle Cage Brackets for Road Bike MTB Cycling Accessories - Blue\", \"asin\": \"B0852YV71K\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Corki Cycles Right Side Load Water Bottle Cage, Side Entry Bike Water Bottle Holder for Road & Mountain Bikes -1 Pack-Black-Aluminum Alloy\", \"asin\": \"B0CNT4VRMV\", \"price\": \"$11.99\", \"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 Durable Bike Water Bottle Cage, Water Bottle Holder for Road Mountain Bikes\", \"asin\": \"B0CSNKYLR5\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Full Carbon Fiber Bike Water Bottle Holder, Ultra-Light Water Bottle Cage for Bike,...\", \"asin\": \"B0DK8T9WNM\", \"price\": \"$15.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"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 Bike Water Bottle Holder-Lightweight Sturdy Alloy Aluminum Bike Water Bottle Cage Bike Cup Holder for Road Bike & Mountain Bike\", \"asin\": \"B0BYYXKHRB\", \"price\": \"$10.79\"},\n{\"title\": \"CNC Bike Water Bottle Holder, Aluminum Bike Water Bottle Cage for Road Bike/Mountain Bike 2-Pack\\uff0cOrange\", \"asin\": \"B08G428MGH\", \"price\": \"$16.99\"},\n{\"title\": \"Bike Water Bottle Holder, KABON Lightweight Bicycle Alloy Aluminum Side Load Water Bottle Cage Brackets for Road Bike MTB Cycling Accessories - Red\", \"asin\": \"B0852YWWV6\", \"price\": \"$9.99\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Holder, Lightweight Durable Bike Water Bottle Cage, Water Bottle Holder for Road Mountain Bikes\", \"asin\": \"B0CSNKYLR5\", \"price\": \"$8.99\"},\n{\"title\": \"2 Pcs Bike Water Bottle Holder, Lightweight Mountain Bike Water Bottles Rack, Bicycle Water Bottle Cage for Road Bikes\", \"asin\": \"B0C32MPZ4P\", \"price\": \"$9.99\"}]\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\": \"2025-04-16T21:06:54.108Z\", // 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
2025-04-16T21:06:54.108Z
click
search
rule
train
2,512
2025-04-16T21:06:54.108Z
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": "2025-04-14T18:30:56.587Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-14T18:31:09.041Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:13.008Z", "action": "click_product", "action_argument": "B0CLKPNDKL"} {"timestamp": "2025-04-14T18:31:21.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T18:31:46.860Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:49.158Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:51.911Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T21:25:57.008Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:50.263Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:55.594Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:02.079Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:14.054Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:35:30.511Z", "action": "purchase", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-14T21:38:56.748Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T21:39:00.252Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-14T21:39:05.273Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:06.598Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:09.722Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:10.452Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:11.140Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:11.753Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:12.706Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:13.415Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:14.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:32.057Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:02.069Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:02.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:03.680Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:04.519Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:05.202Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:05.852Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:09.508Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:16.580Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:17.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:38.047Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:39.801Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-15T18:39:22.602Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-15T18:39:42.262Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T18:58:06.027Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"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"} <|memory_end|> <|action_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"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "blue bike bottle holder"}], "cart_items": [{"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, White", "asin": "B0DSVNNCVD", "price": "$9.59", "quantity": "1"}, {"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": "1"}, {"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", "price": "$3.99", "quantity": "1"}], "product_details": [{"asin": "B0C2VB8HWF"}, {"title": "ROCKBROS Bike Water Bottle Holder Alloy Aluminum Bicycle Water Bottle Cage Brackets Bike Cup Holder for Road Mountain Bikes Black"}, {"price": "$9.99"}, {"bullet_list": "Lightweight & Durable: Made of aluminum alloy, the bicycle water bottle holder is strong and does not break easily when riding or reattaching the water bottle. Each water bottle cage is only 40g, which will not increase the weight of riding. Secure & Sturdy: The arm of the bike bottle cage wraps around the water bottle, keeping the bottle in a fixed position, so you don't need to worry about it falling out while riding. The cup holder for bike is made of one-piece molding process, features smooth curves and rounded edges that won't scratch the bottle or damage the bike frame. Wide Applications: The cycling water bottle cage is universal for most types of bicycle with water bottle mounting holes, such as road, mountain, hybrid, folding and electric bicycles. Whether you are traveling by bike or participating in a bike race, our water bottle holder is perfect for your bike. Universal Fit: This lightweight bike drink holder is designed to fit most sizes of bike water bottles, designed for cyclists. The bottle cage has fashion appearance and three color options, can perfectly match your frame. Easy Installation: ROCKBROS bike bottle holder comes with mounting tools and two screws, takes less than 60 seconds to attach quickly to the bike frame. Then you can reach out to your water bottle at any time while riding."}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Black"}], "promotion_items": [{"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": "Corki Cycles Left Side Load Water Bottle Cage, Side Entry Bike Water Bottle Holder for Road & Mountain Bikes - 1 Pack - Black-Aluminum Alloy", "asin": "B0CNT363KF", "price": "$11.99", "quantity": ""}, {"title": "Full Carbon Fiber Bike Water Bottle Holder, Ultra-Light Water Bottle Cage for Bike, High Strength Durable Carbon Cup Holder for Bike, Road Bike, Mountain Bike, Electric Bike (1pack)", "asin": "B0DK8T9WNM", "price": "$15.99", "quantity": ""}, {"title": "ROCKBROS Bike Water Bottle Holder, Lightweight Durable Bike Water Bottle Cage, Water Bottle Holder for Road Mountain Bikes", "asin": "B0CSNKYLR5", "price": "$8.99", "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": "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": "KABON Bike Water Bottle Holder, Lightweight 3K Carbon Fiber Bicycle Drink Water Bottle Cages for Road Mountain Bike Cycling Accessories - Pack of 2", "asin": "B0B18H8RZF", "price": "$28.99", "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": "USHAKE Water Bottle Cages, Basic MTB Bike Bicycle Alloy Aluminum Lightweight Water Bottle Holder Cages Brackets(2 Pack- Drilled Holes Required)", "asin": "B01FC5IN1K", "price": "$11.99", "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": "Bike Water Bottle Holder Plastic Carbon Fiber Water Bottle Cage Cages for Road Bike...", "asin": "B0CSBNNLHB", "price": "$15.99", "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 Durable Bike Water Bottle Cage, Water Bottle Holder for Road Mountain Bikes", "asin": "B0CSNKYLR5", "price": "$8.99", "quantity": ""}, {"title": "Corki Cycles Left Side Load Water Bottle Cage, Side Entry Bike Water Bottle Holder for Road & Mountain Bikes - 1 Pack - Black-Aluminum Alloy", "asin": "B0CNT363KF", "price": "$11.99", "quantity": ""}, {"title": "Bike Water Bottle Holder, Black or White Gloss, Secure Retention System, No Lost Bottles, Lightweight and Strong Bicycle Bottle Cage, Quick and Easy to Mount, Great for Road and Mountain Bikes", "asin": "B017RPEXLC", "price": "$9.99", "quantity": ""}, {"title": "KABON Bike Water Bottle Holder, Lightweight 3K Carbon Fiber Bicycle Drink Water Bottle Cages for Road Mountain Bike Cycling Accessories - Pack of 2", "asin": "B0B18H8RZF", "price": "$28.99", "quantity": ""}, {"title": "Bike Water Bottle Holder, KABON Lightweight Bicycle Alloy Aluminum Side Load Water Bottle Cage Brackets for Road Bike MTB Cycling Accessories - Blue", "asin": "B0852YV71K", "price": "$9.99", "quantity": ""}, {"title": "Corki Cycles Right Side Load Water Bottle Cage, Side Entry Bike Water Bottle Holder for Road & Mountain Bikes -1 Pack-Black-Aluminum Alloy", "asin": "B0CNT4VRMV", "price": "$11.99", "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 Durable Bike Water Bottle Cage, Water Bottle Holder for Road Mountain Bikes", "asin": "B0CSNKYLR5", "price": "$8.99", "quantity": ""}, {"title": "Full Carbon Fiber Bike Water Bottle Holder, Ultra-Light Water Bottle Cage for Bike,...", "asin": "B0DK8T9WNM", "price": "$15.99", "quantity": ""}], "comparison_items": [{"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 Bike Water Bottle Holder-Lightweight Sturdy Alloy Aluminum Bike Water Bottle Cage Bike Cup Holder for Road Bike & Mountain Bike", "asin": "B0BYYXKHRB", "price": "$10.79"}, {"title": "CNC Bike Water Bottle Holder, Aluminum Bike Water Bottle Cage for Road Bike/Mountain Bike 2-Pack\uff0cOrange", "asin": "B08G428MGH", "price": "$16.99"}, {"title": "Bike Water Bottle Holder, KABON Lightweight Bicycle Alloy Aluminum Side Load Water Bottle Cage Brackets for Road Bike MTB Cycling Accessories - Red", "asin": "B0852YWWV6", "price": "$9.99"}, {"title": "ROCKBROS Bike Water Bottle Holder, Lightweight Durable Bike Water Bottle Cage, Water Bottle Holder for Road Mountain Bikes", "asin": "B0CSNKYLR5", "price": "$8.99"}, {"title": "2 Pcs Bike Water Bottle Holder, Lightweight Mountain Bike Water Bottles Rack, Bicycle Water Bottle Cage for Road Bikes", "asin": "B0C32MPZ4P", "price": "$9.99"}] <|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": "2025-04-16T21:06:54.108Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-16T21:06:54.108Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-16T21:06:54.108Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "index": 2512, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:09.722Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:10.452Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.140Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.753Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:12.706Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:13.415Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:14.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:32.057Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.069Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:03.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:04.519Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.202Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:09.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:16.580Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:17.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:38.047Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:39.801Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-15T18:39:22.602Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-15T18:39:42.262Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T18:58:06.027Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\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<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"blue bike bottle holder\"}],\n\"cart_items\": [{\"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, White\", \"asin\": \"B0DSVNNCVD\", \"price\": \"$9.59\", \"quantity\": \"1\"},\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\": \"1\"},\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\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0C2VB8HWF\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Holder Alloy Aluminum Bicycle Water Bottle Cage Brackets Bike Cup Holder for Road Mountain Bikes Black\"},\n{\"price\": \"$9.99\"},\n{\"bullet_list\": \"Lightweight & Durable: Made of aluminum alloy, the bicycle water bottle holder is strong and does not break easily when riding or reattaching the water bottle. Each water bottle cage is only 40g, which will not increase the weight of riding. Secure & Sturdy: The arm of the bike bottle cage wraps around the water bottle, keeping the bottle in a fixed position, so you don't need to worry about it falling out while riding. The cup holder for bike is made of one-piece molding process, features smooth curves and rounded edges that won't scratch the bottle or damage the bike frame. Wide Applications: The cycling water bottle cage is universal for most types of bicycle with water bottle mounting holes, such as road, mountain, hybrid, folding and electric bicycles. Whether you are traveling by bike or participating in a bike race, our water bottle holder is perfect for your bike. Universal Fit: This lightweight bike drink holder is designed to fit most sizes of bike water bottles, designed for cyclists. The bottle cage has fashion appearance and three color options, can perfectly match your frame. Easy Installation: ROCKBROS bike bottle holder comes with mounting tools and two screws, takes less than 60 seconds to attach quickly to the bike frame. Then you can reach out to your water bottle at any time while riding.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"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\": \"Corki Cycles Left Side Load Water Bottle Cage, Side Entry Bike Water Bottle Holder for Road & Mountain Bikes - 1 Pack - Black-Aluminum Alloy\", \"asin\": \"B0CNT363KF\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Full Carbon Fiber Bike Water Bottle Holder, Ultra-Light Water Bottle Cage for Bike, High Strength Durable Carbon Cup Holder for Bike, Road Bike, Mountain Bike, Electric Bike (1pack)\", \"asin\": \"B0DK8T9WNM\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Holder, Lightweight Durable Bike Water Bottle Cage, Water Bottle Holder for Road Mountain Bikes\", \"asin\": \"B0CSNKYLR5\", \"price\": \"$8.99\", \"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\": \"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\": \"KABON Bike Water Bottle Holder, Lightweight 3K Carbon Fiber Bicycle Drink Water Bottle Cages for Road Mountain Bike Cycling Accessories - Pack of 2\", \"asin\": \"B0B18H8RZF\", \"price\": \"$28.99\", \"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\": \"USHAKE Water Bottle Cages, Basic MTB Bike Bicycle Alloy Aluminum Lightweight Water Bottle Holder Cages Brackets(2 Pack- Drilled Holes Required)\", \"asin\": \"B01FC5IN1K\", \"price\": \"$11.99\", \"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\": \"Bike Water Bottle Holder Plastic Carbon Fiber Water Bottle Cage Cages for Road Bike...\", \"asin\": \"B0CSBNNLHB\", \"price\": \"$15.99\", \"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 Durable Bike Water Bottle Cage, Water Bottle Holder for Road Mountain Bikes\", \"asin\": \"B0CSNKYLR5\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Corki Cycles Left Side Load Water Bottle Cage, Side Entry Bike Water Bottle Holder for Road & Mountain Bikes - 1 Pack - Black-Aluminum Alloy\", \"asin\": \"B0CNT363KF\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Water Bottle Holder, Black or White Gloss, Secure Retention System, No Lost Bottles, Lightweight and Strong Bicycle Bottle Cage, Quick and Easy to Mount, Great for Road and Mountain Bikes\", \"asin\": \"B017RPEXLC\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"KABON Bike Water Bottle Holder, Lightweight 3K Carbon Fiber Bicycle Drink Water Bottle Cages for Road Mountain Bike Cycling Accessories - Pack of 2\", \"asin\": \"B0B18H8RZF\", \"price\": \"$28.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Water Bottle Holder, KABON Lightweight Bicycle Alloy Aluminum Side Load Water Bottle Cage Brackets for Road Bike MTB Cycling Accessories - Blue\", \"asin\": \"B0852YV71K\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Corki Cycles Right Side Load Water Bottle Cage, Side Entry Bike Water Bottle Holder for Road & Mountain Bikes -1 Pack-Black-Aluminum Alloy\", \"asin\": \"B0CNT4VRMV\", \"price\": \"$11.99\", \"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 Durable Bike Water Bottle Cage, Water Bottle Holder for Road Mountain Bikes\", \"asin\": \"B0CSNKYLR5\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Full Carbon Fiber Bike Water Bottle Holder, Ultra-Light Water Bottle Cage for Bike,...\", \"asin\": \"B0DK8T9WNM\", \"price\": \"$15.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"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 Bike Water Bottle Holder-Lightweight Sturdy Alloy Aluminum Bike Water Bottle Cage Bike Cup Holder for Road Bike & Mountain Bike\", \"asin\": \"B0BYYXKHRB\", \"price\": \"$10.79\"},\n{\"title\": \"CNC Bike Water Bottle Holder, Aluminum Bike Water Bottle Cage for Road Bike/Mountain Bike 2-Pack\\uff0cOrange\", \"asin\": \"B08G428MGH\", \"price\": \"$16.99\"},\n{\"title\": \"Bike Water Bottle Holder, KABON Lightweight Bicycle Alloy Aluminum Side Load Water Bottle Cage Brackets for Road Bike MTB Cycling Accessories - Red\", \"asin\": \"B0852YWWV6\", \"price\": \"$9.99\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Holder, Lightweight Durable Bike Water Bottle Cage, Water Bottle Holder for Road Mountain Bikes\", \"asin\": \"B0CSNKYLR5\", \"price\": \"$8.99\"},\n{\"title\": \"2 Pcs Bike Water Bottle Holder, Lightweight Mountain Bike Water Bottles Rack, Bicycle Water Bottle Cage for Road Bikes\", \"asin\": \"B0C32MPZ4P\", \"price\": \"$9.99\"}]\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\": \"2025-04-16T21:06:54.108Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:09.722Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:10.452Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.140Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.753Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:12.706Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:13.415Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:14.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": 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order soon.\"},\n{\"title\": \"Bike Water Bottle Cage, Universal Drink Holder, Durable Ultralight Plastic Bottle Holder for Cycling, 2 Pack - Blue\", \"asin\": \"B07X7557DN\", \"price\": \"$6.79\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\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 Blue\", \"asin\": \"B0DPMNKRCC\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Alloy Aluminum Lightweight Bike Water Bottle Holder - 2 Pack for MTB & Road Bike\", \"asin\": \"B07R8D17TF\", \"price\": \"$7.86\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder with Cage Mounting Base (Blue)\", \"asin\": \"B08SFZWZPP\", \"price\": \"$15.28\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Carbon Fiber Water Bottle Holder for Bicycle Mountain Bike Cup Holder Ultralight Bike Water Bottle Cages for MTB Mountain Road Bike Cycling\", \"asin\": \"B09JP438D9\", \"price\": \"$25.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"CNC Bike Water Bottle Holder, Aluminum Bike Water Bottle Cage for Road Bike/Mountain Bike 2-Pack\\uff0cOrange\", \"asin\": \"B08G428MGH\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Full Carbon Fiber Bicycle Ultralig Water Bottle Cage MTB Road Bike Bottle Holder Ultra Light\", \"asin\": \"B0CKXGKFY3\", \"price\": \"$27.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\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\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"USHAKE Water Bottle Cages, Basic MTB Bike Bicycle Alloy Aluminum Lightweight Water Bottle Holder Cages Brackets(2 Pack- Drilled Holes Required)\", \"asin\": \"B0BPRX5WN6\", \"price\": \"$13.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Holder Alloy Aluminum Bicycle Water Bottle Cage Brackets Bike Cup Holder for Road Mountain Bikes Blue\", \"asin\": \"B0C2V5FVQZ\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Chooee Bike Water Bottle Holder,Aluminum Bicycle Water Bottle Cage for Road Bikes Mountain Bikes 2-Pack\", \"asin\": \"B08G19DPJ9\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"corki Cycles Bike Water Bottle Holder, Right Side Load Water Bottle Cage for Road, Mountain, Gravel Bicycle Palatinate Blue 1-Pack\", \"asin\": \"B09655NYBV\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"HARFINGTON Bike Water Bottle Holder PC Universal Bicycle Bottle Cages Ultralight Cycling Hydration Brackets with Screws for MTB Road Gravel\", \"asin\": \"B0DM5DCVTP\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Apr 24 - 28 for Prime members\"},\n{\"title\": \"Corki Cycles Heavy Duty Bike Water Bottle Holder, Lightweight Aluminum Cage Shockproof Design for Road Mountain Gravel Bikes, Holds 21-32 oz, 2-Pack Purple\", \"asin\": \"B0DPMPFCP4\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Bike Water Bottle Holder Plastic Carbon Fiber Water Bottle Cage Cages for Road Bikes Mountain Bicycle Water Bottle Cage Drink Cup Holder, 2 Pack - Black\", \"asin\": \"B0CSBNNLHB\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Bike Water Bottle Holder Ultra-Light Bicycle Bottle Cage with Screws Tool, Universal Cycling Cup Holder for MTB, Mountain Bikes,Blue 2 Pack\", \"asin\": \"B0D2ZPVKJG\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Sat, Apr 19\"},\n{\"title\": \"ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder for Road Bike and Mountain Bike, Many Colors are Available.\", \"asin\": \"B08NVF8VWK\", \"price\": \"$8.98\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"ROCKBROS Lightweight Sturdy Alloy Aluminum Bike Water Bottle Cage & Holder for Road & Mountain Bike\", \"asin\": \"B0BYYYCJJ3\", \"price\": \"$10.79\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Bike Water Bottle Holder Ultra-Light Bicycle Bottle Cage with Screws Tool, Universal Bike Cup Holder Rack for Road MTB Bikes 2 Pack - Blue\", \"asin\": \"B0C3M9J81C\", \"price\": \"$6.99\", \"delivery\": \"FREE delivery Sat, Apr 19\"},\n{\"title\": \"FINPAC Cup Holder for Bike, Universal Water Bottle Holder with Phone Pockets for Stroller Walker Golf Cart Rollator and Scooter, Outdoor, Biking - Blue\", \"asin\": \"B0C5HGQGP1\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Bike Water Bottle Holder Combo - 20 Oz Squeeze Bottle & Bicycle Mount Cage Rack, No Screws Needed, Durable Alloy - Fits All Handlebar Bikes & MTB Mountain Road - for Adults, Kids (Blue)\", \"asin\": \"B095BKTBX8\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Accmor Insulated Bike Water Bottle Holders,Bike Cup Holder Keep Bottle Cool or Warm, Bike Water Bottle Cage for Kid's Bike,Mountain Bike,Cruiser, Road Bike,Blue\", \"asin\": \"B09957NMWF\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"KOOTU Lightweight Aluminum Bicycle Water Bottle Cage, Durable Alloy Bike Bottle Holder, Bicycle Cup Holder for Road, Mountain, Hybrid Bikes \\u2013 Blue\", \"asin\": \"B0DMSVPHP9\", \"price\": \"$8.99\", \"delivery\": \"FREE delivery Sat, Apr 19\"},\n{\"title\": \"Lightweight Bicycle Water Bottle Holder - Secure, Versatile, and Stylish Bike Universal Drink Cage, Cycling, Road/Mountain Bikes (Blue)\", \"asin\": \"B0CTXKTLSW\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Sat, Apr 19\"},\n{\"title\": \"KEMIMOTO Motorcycle Cup Holder, Oxford Fabric Motorcycle Drink Holder with 0.6\\\"-1.5\\\" Alligator Clamp, Universal Water Bottle Holder for Motorcycle, ATV/UTV, Scooter, Boat, Kayak, Bike, Walker, Blue\", \"asin\": \"B08HGC32XR\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Cage Holder Lightweight Alloy Aluminum Bicycle Water Bottle Holder Cages Secure Hold Brackets\", \"asin\": \"B0BT9K54D6\", \"price\": \"$14.39\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18 Only 11 left in stock - order soon.\"},\n{\"title\": \"2-Pack Bike Water Bottle Holder,Lightweight & Sturdy Bicycle Cup Cage for MTB & Road Bikes,Durable Plastic Bike Drink Holder,Universal Fit Water Bottle Mount for Cycling Accessories,for Cyclists\", \"asin\": \"B0DJSRW3K1\", \"price\": \"$6.98\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"WEST BIKING Bike Water Bottle Cage, Durable Ultralight Plastic Water Drink Holder Rack, Lightweight PC for Bicycle, Cycling Bottle Holder Cages for MTB, Road/ Mountain Bikes\", \"asin\": \"B09R3NBHC2\", \"price\": \"$6.96\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"FiveBox Bike Water Bottle Cage, 2Pack Cycling Bicycle Water Bottle Cage Holder Bracket for Mountain Bike MTB Road Bike, Bike Accessories, Made of Lightweight Aluminum Alloy (Blue)\", \"asin\": \"B0B2RCHG5Z\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"ENLEE Bike Water Bottle Holder Carbon Water Bottle Cage Universal Bicycle Water Bottle Holder with Screws Tool for MBT/Road Bike Cycling Accessory Blue\", \"asin\": \"B0DTKFW7WT\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"KEMIMOTO Bicycle Cup Holder - Handlebar Drink Holder with Mesh Pockets Phone Bag - Compatible with Road Bike, MTB, E-Bike, Scooter, Wheelchair (Blue)\", \"asin\": \"B0CZTSHYZQ\", \"price\": \"$11.69\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18 Only 3 left in stock - order soon.\"},\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\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Bike Water Bottle Holder, KABON Lightweight Bicycle Alloy Aluminum Side Load Water Bottle Cage Brackets for Road Bike MTB Cycling Accessories - Blue\", \"asin\": \"B0852YV71K\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Planet Bike Alloy Water bottle Cage, Blue Anodized\", \"asin\": \"B006GHFLX2\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Bike Seat Post Mount Bottle Holder Adapter - Universal Water Bottle Cage for MTB, Road, Kids, Beach Cruiser Bikes\", \"asin\": \"B08NTR4M4B\", \"price\": \"$13.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Ultralight Full Carbon Bottle Cage 18gr - Carbon Fiber Parts for Road and Mountain Bikes - Bottle Holder (Blue)\", \"asin\": \"B0CFJSFLCS\", \"price\": \"$19.95\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"X AUTOHAUX 1 Set Universal Bike Water Bottle Cage Holder with Screws and Wrench for Bicycle Plastic\", \"asin\": \"B0CR46476Z\", \"price\": \"$5.59\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18 Only 8 left in stock - order soon.\"},\n{\"title\": \"Portland Design Works Water Bottle Cage - Lightweight Water Bottle Holder for Bikes, Owl Cage, Snowy Owl\", \"asin\": \"B06ZYZ59VX\", \"price\": \"$25.00\", \"delivery\": \"FREE delivery Apr 26 - 30 for Prime members\"},\n{\"title\": \"Bike Water Bottle Holder Bike Cup Holder Bike Water Bottle Cage Bike Accessories Universal Drink Holder with Screws Tool for Bicycle, Cycling, Road/Mountain Bikes(Black Blue)\", \"asin\": \"B0CDZXRCVX\", \"price\": \"$6.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18 Only 1 left in stock - order soon.\"},\n{\"title\": \"Gradient Pink-Blue Bike Water Bottle Holder - Ultra-Lightweight, Durable Bicycle Bottle Cage with Screws - Universal Fit for Road, Mountain, Hybrid & Electric Bikes\", \"asin\": \"B0DJ1SFRJ1\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Bike Water Bottle Cage with BPA-Free 800ml/28oz Bike Bottle, Black Gloss Strong Bike Water Bottle Holder, Bicycle Cup Holder, Cycling Bottle Holder for Road Bike and Mountain Bike, Blue\", \"asin\": \"B09PRK9YBG\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18 Only 11 left in stock - order soon.\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Holder Durable Aluminum Water Bottle Holder for Bike Lightweight Bike Bottle Holder for Bicycle MTB, Road/Mountain Bikes, blue-grey*2\", \"asin\": \"B0CSYBM1D6\", \"price\": \"$21.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18 Only 13 left in stock - order soon.\"},\n{\"title\": \"Souke Sports Bike Water Bottle Holder, Bicycle Bottle Cage Durable Lightweight Plastic Cycling Cup Holder for MTB, Road Bike, Mountain Bikes, 2 Pack BlackBlue\", \"asin\": \"B0B8YGGF4V\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Bike Water Bottle Holder & Bottle Combo \\u2013 2-Pack 22 oz Sports Squeeze Bottles with Pull Top Cap & Easy-Install Bike Cage \\u2013 Made in USA \\u2013 50 Strong Brand\", \"asin\": \"B08VWZ7KKD\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Aluminum Bike Water Bottle Cages \\u2013 Great for MTB and Road Bicycles \\u2013 2 Pack - Azure Blue\", \"asin\": \"B09S6V2TMM\", \"price\": \"$12.99\", \"delivery\": \"$4.67 delivery Fri, Apr 25\"},\n{\"title\": \"Water Bottle Cage Hex Bolts, M5 x 12mm Bolt Screws for Bike Water Bottle Cage Holder, 2 PCS(Blue)\", \"asin\": \"B08J422GJV\", \"price\": \"$5.42\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18 Only 4 left in stock - order soon.\"},\n{\"title\": \"KEWIG Bicycle Water Bottle Holder for Bike & Motorcycle, Adjustable Bike Water Bottle Cages Fit for Diameter 2'' - 3'' Cup, Compatible for Handlebars or Tubes 20mm to 35mm in Diameter\", \"asin\": \"B0B1LHTKWL\", \"price\": \"$15.88\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Kroozie 2.0 Bicycle Cup Holder - The Ultimate Bike Cup Holder for Beach Cruisers, E-Bikes, Scooters, Strollers \\u2013 A premium stainless steel handlebar drink holder that lasts\", \"asin\": \"B06XGZTVZK\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Bike Cup Holder, Water Bottle Holder Handlebar with Mesh Pockets, Universal Cycling Bicycle Water Bottle Drink Cup Cage for Cruiser, Scooter, Mountain, Road Bike, Wheelchair\", \"asin\": \"B0BG75WTV2\", \"price\": \"$12.59\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"2PCS Bike Water Bottle Holder, Bicycle Water Bottle Cage, Universal Bike Cup Holder for Bicycle, Cycling, Road/Mountain Bikes, Blue\", \"asin\": \"B0DGVN4MQ7\", \"price\": \"$6.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18 Only 11 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\": \"2025-04-16T21:07:22.247Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-16T21:07:22.247Z
click_product
B08NVF8VWK
rule
train
2,513
2025-04-16T21:07:22.247Z
click_product
B08NVF8VWK
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-14T18:30:56.587Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-14T18:31:09.041Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:13.008Z", "action": "click_product", "action_argument": "B0CLKPNDKL"} {"timestamp": "2025-04-14T18:31:21.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T18:31:46.860Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:49.158Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:51.911Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T21:25:57.008Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:50.263Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:55.594Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:02.079Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:14.054Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:35:30.511Z", "action": "purchase", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-14T21:38:56.748Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T21:39:00.252Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-14T21:39:05.273Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:06.598Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:09.722Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:10.452Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:11.140Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:11.753Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:12.706Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:13.415Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:14.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:32.057Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:02.069Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:02.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:03.680Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:04.519Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:05.202Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:05.852Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:09.508Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:16.580Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:17.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:38.047Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:39.801Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-15T18:39:22.602Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-15T18:39:42.262Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T18:58:06.027Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"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": 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{"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": 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Carbon Fiber Parts for Road and Mountain Bikes - Bottle Holder (Blue)", "asin": "B0CFJSFLCS", "price": "$19.95", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "X AUTOHAUX 1 Set Universal Bike Water Bottle Cage Holder with Screws and Wrench for Bicycle Plastic", "asin": "B0CR46476Z", "price": "$5.59", "delivery": " Two-Day FREE delivery Fri, Apr 18 Only 8 left in stock - order soon."}, {"title": "Portland Design Works Water Bottle Cage - Lightweight Water Bottle Holder for Bikes, Owl Cage, Snowy Owl", "asin": "B06ZYZ59VX", "price": "$25.00", "delivery": "FREE delivery Apr 26 - 30 for Prime members"}, {"title": "Bike Water Bottle Holder Bike Cup Holder Bike Water Bottle Cage Bike Accessories Universal Drink Holder with Screws Tool for Bicycle, Cycling, Road/Mountain Bikes(Black Blue)", "asin": "B0CDZXRCVX", "price": "$6.99", "delivery": " Two-Day FREE delivery Fri, Apr 18 Only 1 left in stock - order soon."}, {"title": "Gradient Pink-Blue Bike Water Bottle Holder - Ultra-Lightweight, Durable Bicycle Bottle Cage with Screws - Universal Fit for Road, Mountain, Hybrid & Electric Bikes", "asin": "B0DJ1SFRJ1", "price": "$8.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Bike Water Bottle Cage with BPA-Free 800ml/28oz Bike Bottle, Black Gloss Strong Bike Water Bottle Holder, Bicycle Cup Holder, Cycling Bottle Holder for Road Bike and Mountain Bike, Blue", "asin": "B09PRK9YBG", "price": "$8.99", "delivery": " Two-Day FREE delivery Fri, Apr 18 Only 11 left in stock - order soon."}, {"title": "ROCKBROS Bike Water Bottle Holder Durable Aluminum Water Bottle Holder for Bike Lightweight Bike Bottle Holder for Bicycle MTB, Road/Mountain Bikes, blue-grey*2", "asin": "B0CSYBM1D6", "price": "$21.99", "delivery": " Two-Day FREE delivery Fri, Apr 18 Only 13 left in stock - order soon."}, {"title": "Souke Sports Bike Water Bottle Holder, Bicycle Bottle Cage Durable Lightweight Plastic Cycling Cup Holder for MTB, Road Bike, Mountain Bikes, 2 Pack BlackBlue", "asin": "B0B8YGGF4V", "price": "$9.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Bike Water Bottle Holder & Bottle Combo \u2013 2-Pack 22 oz Sports Squeeze Bottles with Pull Top Cap & Easy-Install Bike Cage \u2013 Made in USA \u2013 50 Strong Brand", "asin": "B08VWZ7KKD", "price": "$12.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Aluminum Bike Water Bottle Cages \u2013 Great for MTB and Road Bicycles \u2013 2 Pack - Azure Blue", "asin": "B09S6V2TMM", "price": "$12.99", "delivery": "$4.67 delivery Fri, Apr 25"}, {"title": "Water Bottle Cage Hex Bolts, M5 x 12mm Bolt Screws for Bike Water Bottle Cage Holder, 2 PCS(Blue)", "asin": "B08J422GJV", "price": "$5.42", "delivery": " Two-Day FREE delivery Fri, Apr 18 Only 4 left in stock - order soon."}, {"title": "KEWIG Bicycle Water Bottle Holder for Bike & Motorcycle, Adjustable Bike Water Bottle Cages Fit for Diameter 2'' - 3'' Cup, Compatible for Handlebars or Tubes 20mm to 35mm in Diameter", "asin": "B0B1LHTKWL", "price": "$15.88", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Kroozie 2.0 Bicycle Cup Holder - The Ultimate Bike Cup Holder for Beach Cruisers, E-Bikes, Scooters, Strollers \u2013 A premium stainless steel handlebar drink holder that lasts", "asin": "B06XGZTVZK", "price": "$19.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Bike Cup Holder, Water Bottle Holder Handlebar with Mesh Pockets, Universal Cycling Bicycle Water Bottle Drink Cup Cage for Cruiser, Scooter, Mountain, Road Bike, Wheelchair", "asin": "B0BG75WTV2", "price": "$12.59", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "2PCS Bike Water Bottle Holder, Bicycle Water Bottle Cage, Universal Bike Cup Holder for Bicycle, Cycling, Road/Mountain Bikes, Blue", "asin": "B0DGVN4MQ7", "price": "$6.99", "delivery": " Two-Day FREE delivery Fri, Apr 18 Only 11 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": "2025-04-16T21:07:22.247Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-16T21:07:22.247Z\",\"action\": \"click_product\",\"acion_argument\": \"B08NVF8VWK\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-16T21:07:22.247Z\",\"action\": \"click_product\",\"acion_argument\": \"B08NVF8VWK\",}</answer>", "index": 2513, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:09.722Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:10.452Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.140Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.753Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:12.706Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:13.415Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:14.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:32.057Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.069Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:03.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:04.519Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.202Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:09.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:16.580Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:17.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:38.047Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:39.801Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-15T18:39:22.602Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-15T18:39:42.262Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T18:58:06.027Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\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<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"blue bike bottle holder\"}],\n\"cart_items\": [{\"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, White\", \"asin\": \"B0DSVNNCVD\", \"price\": \"$9.59\", \"quantity\": \"1\"},\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\": \"1\"},\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\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Corki Cycles Bike Water Bottle Holder, Right Side Load Water Bottle Cage for Road, Mountain, Gravel Bicycle Palatinate Blue 2 Pack\", \"asin\": \"B07V4CMHZF\", \"price\": \"$14.95\", \"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\": \"Extra Large Motorcycle ATV Cup Holder, Adjustable Drink Holder for 1.9 \\u2013 3.6\\\" Water Bottle, Bluedale Universal Anti Theft Bike Bottle Cage Handlebar for Bicycle, Stroller, Scooter, Wheelchair, Boat\", \"asin\": \"B0CPP4XCL8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Corki Cycles Bike Water Bottle Holder Aluminum Alloy, Universal Bike Water Bottle Cage for Road, Mountain and Gravel Bikes - 2 Pack - Blue\", \"asin\": \"B0CNT2PQFX\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Water Bottle Holder, KABON Lightweight Bicycle Alloy Aluminum Side Load Water Bottle Cage Brackets for Road Bike MTB Cycling Accessories - Blue\", \"asin\": \"B0852YV71K\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"N+1 Lightweight Bicycle Bottle Holder- Side Load Bike Water Bottle Cage for Road Bikes and Mountain Bikes\", \"asin\": \"B07GC1HFP7\", \"price\": \"$15.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"Corki Cycles Heavy Duty Bike Water Bottle Holder, Lightweight Aluminum Cage Shockproof Design for Road Mountain Gravel Bikes, Holds 21-32 oz, 1-Pack Blue.\\\" Rated 4.6 out of 5 stars by 30 reviews. Eligible for Prime.\", \"asin\": \"B0DPMNKRCC\"},\n{\"title\": \"Go to detail page for \\\"Corki Cycles Heavy Duty Bike Water Bottle Holder, Lightweight Aluminum Cage Shockproof Design for Road Mountain Gravel Bikes, Holds 21-32 oz, 2-Pack Blue.\\\" Rated 4.6 out of 5 stars by 30 reviews. Eligible for Prime.\", \"asin\": \"B0DPMNW4ZT\"},\n{\"title\": \"Go to detail page for \\\"Corki Cycles Bike Water Bottle Holder Adapter Mount on Handlebar and Seatpost for Mountain Road E-Bike Gravel Bicycle Aluminum Alloy.\\\" Rated 4.8 out of 5 stars by 14 reviews. Eligible for Prime.\", \"asin\": \"B0DR53MHHV\"}],\n\"search_results\": [{\"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\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Bike Water Bottle Holder, KABON Lightweight Bicycle Alloy Aluminum Side Load Water Bottle Cage Brackets for Road Bike MTB Cycling Accessories - Blue\", \"asin\": \"B0852YV71K\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\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\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"KABON Bike Water Bottle Holder, Lightweight 3K Carbon Fiber Bicycle Drink Water Bottle Cages for Road Mountain Bike Cycling Accessories - Pack of 2\", \"asin\": \"B089PZX5PL\", \"price\": \"$28.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Chooee Bike Water Bottle Holder,Aluminum Bicycle Water Bottle Cage for Road Bikes Mountain Bikes 2-Pack\", \"asin\": \"B08G19DPJ9\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"FiveBox Bike Water Bottle Holder, 1Pack Lightweight Aluminum Alloy Cycling Bicycle Water Bottle Cage Holder Bracket for Outdoor Activities (Blue), Bike Accessories\", \"asin\": \"B01FJUHXV4\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Lightweight Bike Water Bottle Holder by Delta Cycle - Bottle Cage Holder Mount - Compatible with Any Standard Water Bottle - Easy Installation Quickly Mounts to Any Bike\", \"asin\": \"B071G2VJTJ\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Corki Cycles Bike Water Bottle Holder Aluminum Alloy, Universal Bike Water Bottle Cage for Road, Mountain and Gravel Bikes - 1Pack - Blue\", \"asin\": \"B0CNT34Z9R\", \"price\": \"$11.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"CNC Bike Water Bottle Holder, Bike Water Bottle Cage for Road Bike/Mountain Bike\\uff0c2-Pack\\uff0cBlue\", \"asin\": \"B08G4HJ69T\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\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\": \"B0B1J5GTLG\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"N+1 Lightweight Bicycle Bottle Holder- Side Load Bike Water Bottle Cage for Road Bikes and Mountain Bikes\", \"asin\": \"B07GC1HFP7\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18 Only 5 left in stock (more on the way).\"},\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\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\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\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Water Bottle Holder for Bike Universal Adjustable Bike Holder for Any Size Bottles, Stainless Steel Bike Water Bottle Cages for MTB Road Bike and Walker in Bike Accessories\", \"asin\": \"B09QZ3CPX9\", \"price\": \"$25.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18 Only 6 left in stock - order soon.\"},\n{\"title\": \"Bike Water Bottle Cage, Universal Drink Holder, Durable Ultralight Plastic Bottle Holder for Cycling, 2 Pack - Blue\", \"asin\": \"B07X7557DN\", \"price\": \"$6.79\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\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 Blue\", \"asin\": \"B0DPMNKRCC\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Alloy Aluminum Lightweight Bike Water Bottle Holder - 2 Pack for MTB & Road Bike\", \"asin\": \"B07R8D17TF\", \"price\": \"$7.86\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder with Cage Mounting Base (Blue)\", \"asin\": \"B08SFZWZPP\", \"price\": \"$15.28\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Carbon Fiber Water Bottle Holder for Bicycle Mountain Bike Cup Holder Ultralight Bike Water Bottle Cages for MTB Mountain Road Bike Cycling\", \"asin\": \"B09JP438D9\", \"price\": \"$25.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"CNC Bike Water Bottle Holder, Aluminum Bike Water Bottle Cage for Road Bike/Mountain Bike 2-Pack\\uff0cOrange\", \"asin\": \"B08G428MGH\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Full Carbon Fiber Bicycle Ultralig Water Bottle Cage MTB Road Bike Bottle Holder Ultra Light\", \"asin\": \"B0CKXGKFY3\", \"price\": \"$27.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\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\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"USHAKE Water Bottle Cages, Basic MTB Bike Bicycle Alloy Aluminum Lightweight Water Bottle Holder Cages Brackets(2 Pack- Drilled Holes Required)\", \"asin\": \"B0BPRX5WN6\", \"price\": \"$13.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Holder Alloy Aluminum Bicycle Water Bottle Cage Brackets Bike Cup Holder for Road Mountain Bikes Blue\", \"asin\": \"B0C2V5FVQZ\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Chooee Bike Water Bottle Holder,Aluminum Bicycle Water Bottle Cage for Road Bikes Mountain Bikes 2-Pack\", \"asin\": \"B08G19DPJ9\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"corki Cycles Bike Water Bottle Holder, Right Side Load Water Bottle Cage for Road, Mountain, Gravel Bicycle Palatinate Blue 1-Pack\", \"asin\": \"B09655NYBV\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"HARFINGTON Bike Water Bottle Holder PC Universal Bicycle Bottle Cages Ultralight Cycling Hydration Brackets with Screws for MTB Road Gravel\", \"asin\": \"B0DM5DCVTP\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Apr 24 - 28 for Prime members\"},\n{\"title\": \"Corki Cycles Heavy Duty Bike Water Bottle Holder, Lightweight Aluminum Cage Shockproof Design for Road Mountain Gravel Bikes, Holds 21-32 oz, 2-Pack Purple\", \"asin\": \"B0DPMPFCP4\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Bike Water Bottle Holder Plastic Carbon Fiber Water Bottle Cage Cages for Road Bikes Mountain Bicycle Water Bottle Cage Drink Cup Holder, 2 Pack - Black\", \"asin\": \"B0CSBNNLHB\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Bike Water Bottle Holder Ultra-Light Bicycle Bottle Cage with Screws Tool, Universal Cycling Cup Holder for MTB, Mountain Bikes,Blue 2 Pack\", \"asin\": \"B0D2ZPVKJG\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Sat, Apr 19\"},\n{\"title\": \"ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder for Road Bike and Mountain Bike, Many Colors are Available.\", \"asin\": \"B08NVF8VWK\", \"price\": \"$8.98\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"ROCKBROS Lightweight Sturdy Alloy Aluminum Bike Water Bottle Cage & Holder for Road & Mountain Bike\", \"asin\": \"B0BYYYCJJ3\", \"price\": \"$10.79\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Bike Water Bottle Holder Ultra-Light Bicycle Bottle Cage with Screws Tool, Universal Bike Cup Holder Rack for Road MTB Bikes 2 Pack - Blue\", \"asin\": \"B0C3M9J81C\", \"price\": \"$6.99\", \"delivery\": \"FREE delivery Sat, Apr 19\"},\n{\"title\": \"FINPAC Cup Holder for Bike, Universal Water Bottle Holder with Phone Pockets for Stroller Walker Golf Cart Rollator and Scooter, Outdoor, Biking - Blue\", \"asin\": \"B0C5HGQGP1\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Bike Water Bottle Holder Combo - 20 Oz Squeeze Bottle & Bicycle Mount Cage Rack, No Screws Needed, Durable Alloy - Fits All Handlebar Bikes & MTB Mountain Road - for Adults, Kids (Blue)\", \"asin\": \"B095BKTBX8\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Accmor Insulated Bike Water Bottle Holders,Bike Cup Holder Keep Bottle Cool or Warm, Bike Water Bottle Cage for Kid's Bike,Mountain Bike,Cruiser, Road Bike,Blue\", \"asin\": \"B09957NMWF\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"KOOTU Lightweight Aluminum Bicycle Water Bottle Cage, Durable Alloy Bike Bottle Holder, Bicycle Cup Holder for Road, Mountain, Hybrid Bikes \\u2013 Blue\", \"asin\": \"B0DMSVPHP9\", \"price\": \"$8.99\", \"delivery\": \"FREE delivery Sat, Apr 19\"},\n{\"title\": \"Lightweight Bicycle Water Bottle Holder - Secure, Versatile, and Stylish Bike Universal Drink Cage, Cycling, Road/Mountain Bikes (Blue)\", \"asin\": \"B0CTXKTLSW\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Sat, Apr 19\"},\n{\"title\": \"KEMIMOTO Motorcycle Cup Holder, Oxford Fabric Motorcycle Drink Holder with 0.6\\\"-1.5\\\" Alligator Clamp, Universal Water Bottle Holder for Motorcycle, ATV/UTV, Scooter, Boat, Kayak, Bike, Walker, Blue\", \"asin\": \"B08HGC32XR\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Cage Holder Lightweight Alloy Aluminum Bicycle Water Bottle Holder Cages Secure Hold Brackets\", \"asin\": \"B0BT9K54D6\", \"price\": \"$14.39\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18 Only 11 left in stock - order soon.\"},\n{\"title\": \"2-Pack Bike Water Bottle Holder,Lightweight & Sturdy Bicycle Cup Cage for MTB & Road Bikes,Durable Plastic Bike Drink Holder,Universal Fit Water Bottle Mount for Cycling Accessories,for Cyclists\", \"asin\": \"B0DJSRW3K1\", \"price\": \"$6.98\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"WEST BIKING Bike Water Bottle Cage, Durable Ultralight Plastic Water Drink Holder Rack, Lightweight PC for Bicycle, Cycling Bottle Holder Cages for MTB, Road/ Mountain Bikes\", \"asin\": \"B09R3NBHC2\", \"price\": \"$6.96\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"FiveBox Bike Water Bottle Cage, 2Pack Cycling Bicycle Water Bottle Cage Holder Bracket for Mountain Bike MTB Road Bike, Bike Accessories, Made of Lightweight Aluminum Alloy (Blue)\", \"asin\": \"B0B2RCHG5Z\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"ENLEE Bike Water Bottle Holder Carbon Water Bottle Cage Universal Bicycle Water Bottle Holder with Screws Tool for MBT/Road Bike Cycling Accessory Blue\", \"asin\": \"B0DTKFW7WT\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"KEMIMOTO Bicycle Cup Holder - Handlebar Drink Holder with Mesh Pockets Phone Bag - Compatible with Road Bike, MTB, E-Bike, Scooter, Wheelchair (Blue)\", \"asin\": \"B0CZTSHYZQ\", \"price\": \"$11.69\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18 Only 3 left in stock - order soon.\"},\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\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Bike Water Bottle Holder, KABON Lightweight Bicycle Alloy Aluminum Side Load Water Bottle Cage Brackets for Road Bike MTB Cycling Accessories - Blue\", \"asin\": \"B0852YV71K\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Planet Bike Alloy Water bottle Cage, Blue Anodized\", \"asin\": \"B006GHFLX2\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Bike Seat Post Mount Bottle Holder Adapter - Universal Water Bottle Cage for MTB, Road, Kids, Beach Cruiser Bikes\", \"asin\": \"B08NTR4M4B\", \"price\": \"$13.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Ultralight Full Carbon Bottle Cage 18gr - Carbon Fiber Parts for Road and Mountain Bikes - Bottle Holder (Blue)\", \"asin\": \"B0CFJSFLCS\", \"price\": \"$19.95\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"X AUTOHAUX 1 Set Universal Bike Water Bottle Cage Holder with Screws and Wrench for Bicycle Plastic\", \"asin\": \"B0CR46476Z\", \"price\": \"$5.59\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18 Only 8 left in stock - order soon.\"},\n{\"title\": \"Portland Design Works Water Bottle Cage - Lightweight Water Bottle Holder for Bikes, Owl Cage, Snowy Owl\", \"asin\": \"B06ZYZ59VX\", \"price\": \"$25.00\", \"delivery\": \"FREE delivery Apr 26 - 30 for Prime members\"},\n{\"title\": \"Bike Water Bottle Holder Bike Cup Holder Bike Water Bottle Cage Bike Accessories Universal Drink Holder with Screws Tool for Bicycle, Cycling, Road/Mountain Bikes(Black Blue)\", \"asin\": \"B0CDZXRCVX\", \"price\": \"$6.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18 Only 1 left in stock - order soon.\"},\n{\"title\": \"Gradient Pink-Blue Bike Water Bottle Holder - Ultra-Lightweight, Durable Bicycle Bottle Cage with Screws - Universal Fit for Road, Mountain, Hybrid & Electric Bikes\", \"asin\": \"B0DJ1SFRJ1\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Bike Water Bottle Cage with BPA-Free 800ml/28oz Bike Bottle, Black Gloss Strong Bike Water Bottle Holder, Bicycle Cup Holder, Cycling Bottle Holder for Road Bike and Mountain Bike, Blue\", \"asin\": \"B09PRK9YBG\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18 Only 11 left in stock - order soon.\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Holder Durable Aluminum Water Bottle Holder for Bike Lightweight Bike Bottle Holder for Bicycle MTB, Road/Mountain Bikes, blue-grey*2\", \"asin\": \"B0CSYBM1D6\", \"price\": \"$21.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18 Only 13 left in stock - order soon.\"},\n{\"title\": \"Souke Sports Bike Water Bottle Holder, Bicycle Bottle Cage Durable Lightweight Plastic Cycling Cup Holder for MTB, Road Bike, Mountain Bikes, 2 Pack BlackBlue\", \"asin\": \"B0B8YGGF4V\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Bike Water Bottle Holder & Bottle Combo \\u2013 2-Pack 22 oz Sports Squeeze Bottles with Pull Top Cap & Easy-Install Bike Cage \\u2013 Made in USA \\u2013 50 Strong Brand\", \"asin\": \"B08VWZ7KKD\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Aluminum Bike Water Bottle Cages \\u2013 Great for MTB and Road Bicycles \\u2013 2 Pack - Azure Blue\", \"asin\": \"B09S6V2TMM\", \"price\": \"$12.99\", \"delivery\": \"$4.67 delivery Fri, Apr 25\"},\n{\"title\": \"Water Bottle Cage Hex Bolts, M5 x 12mm Bolt Screws for Bike Water Bottle Cage Holder, 2 PCS(Blue)\", \"asin\": \"B08J422GJV\", \"price\": \"$5.42\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18 Only 4 left in stock - order soon.\"},\n{\"title\": \"KEWIG Bicycle Water Bottle Holder for Bike & Motorcycle, Adjustable Bike Water Bottle Cages Fit for Diameter 2'' - 3'' Cup, Compatible for Handlebars or Tubes 20mm to 35mm in Diameter\", \"asin\": \"B0B1LHTKWL\", \"price\": \"$15.88\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Kroozie 2.0 Bicycle Cup Holder - The Ultimate Bike Cup Holder for Beach Cruisers, E-Bikes, Scooters, Strollers \\u2013 A premium stainless steel handlebar drink holder that lasts\", \"asin\": \"B06XGZTVZK\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Bike Cup Holder, Water Bottle Holder Handlebar with Mesh Pockets, Universal Cycling Bicycle Water Bottle Drink Cup Cage for Cruiser, Scooter, Mountain, Road Bike, Wheelchair\", \"asin\": \"B0BG75WTV2\", \"price\": \"$12.59\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"2PCS Bike Water Bottle Holder, Bicycle Water Bottle Cage, Universal Bike Cup Holder for Bicycle, Cycling, Road/Mountain Bikes, Blue\", \"asin\": \"B0DGVN4MQ7\", \"price\": \"$6.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18 Only 11 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\": \"2025-04-16T21:07:22.247Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:09.722Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:10.452Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.140Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.753Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:12.706Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:13.415Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:14.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:32.057Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.069Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:03.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:04.519Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.202Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:09.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:16.580Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:17.875Z\", \"action\": \"click\", \"action_argument\": 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Secure, Versatile, and Stylish Bike Universal Drink Cage, Cycling, Road/Mountain Bikes (Yellow)\", \"asin\": \"B0CTXKGG34\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Corki Cycles Side Load Water Bottle Cage, Right and Left Entry Bike Water Bottle Holder for Road & Mountain Bikes - Left/Right Duo Pack - Orange\", \"asin\": \"B0CZTMZCJS\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\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\": \"B0B1J45CDD\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Bike Water Bottle Holder Ultra-Light Bicycle Bottle Cage with Screws Tool, Universal Cycling Cup Holder for MTB, Mountain Bikes,Blue 2 Pack\", \"asin\": \"B0D2ZPVKJG\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Sat, Apr 19\"},\n{\"title\": \"ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder for Road Bike and Mountain Bike, Many Colors are Available.\", \"asin\": \"B08NVF8VWK\", \"price\": \"$8.98\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"ROCKBROS Lightweight Sturdy Alloy Aluminum Bike Water Bottle Cage & Holder for Road & Mountain Bike\", \"asin\": \"B0BYYYCJJ3\", \"price\": \"$10.79\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Bike Water Bottle Holder Ultra-Light Bicycle Bottle Cage with Screws Tool, Universal Bike Cup Holder Rack for Road MTB Bikes 2 Pack - Blue\", \"asin\": \"B0C3M9J81C\", \"price\": \"$6.99\", \"delivery\": \"FREE delivery Sat, Apr 19\"},\n{\"title\": \"FINPAC Cup Holder for Bike, Universal Water Bottle Holder with Phone Pockets for Stroller Walker Golf Cart Rollator and Scooter, Outdoor, Biking - Blue\", \"asin\": \"B0C5HGQGP1\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Bike Water Bottle Holder Combo - 20 Oz Squeeze Bottle & Bicycle Mount Cage Rack, No Screws Needed, Durable Alloy - Fits All Handlebar Bikes & MTB Mountain Road - for Adults, Kids (Blue)\", \"asin\": \"B095BKTBX8\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Accmor Insulated Bike Water Bottle Holders,Bike Cup Holder Keep Bottle Cool or Warm, Bike Water Bottle Cage for Kid's Bike,Mountain Bike,Cruiser, Road Bike,Blue\", \"asin\": \"B09957NMWF\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"KOOTU Lightweight Aluminum Bicycle Water Bottle Cage, Durable Alloy Bike Bottle Holder, Bicycle Cup Holder for Road, Mountain, Hybrid Bikes \\u2013 Blue\", \"asin\": \"B0DMSVPHP9\", \"price\": \"$8.99\", \"delivery\": \"FREE delivery Sat, Apr 19\"},\n{\"title\": \"Lightweight Bicycle Water Bottle Holder - Secure, Versatile, and Stylish Bike Universal Drink Cage, Cycling, Road/Mountain Bikes (Blue)\", \"asin\": \"B0CTXKTLSW\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Sat, Apr 19\"},\n{\"title\": \"KEMIMOTO Motorcycle Cup Holder, Oxford Fabric Motorcycle Drink Holder with 0.6\\\"-1.5\\\" Alligator Clamp, Universal Water Bottle Holder for Motorcycle, ATV/UTV, Scooter, Boat, Kayak, Bike, Walker, Blue\", \"asin\": \"B08HGC32XR\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Cage Holder Lightweight Alloy Aluminum Bicycle Water Bottle Holder Cages Secure Hold Brackets\", \"asin\": \"B0BT9K54D6\", \"price\": \"$14.39\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18 Only 11 left in stock - order soon.\"},\n{\"title\": \"2-Pack Bike Water Bottle Holder,Lightweight & Sturdy Bicycle Cup Cage for MTB & Road Bikes,Durable Plastic Bike Drink Holder,Universal Fit Water Bottle Mount for Cycling Accessories,for Cyclists\", \"asin\": \"B0DJSRW3K1\", \"price\": \"$6.98\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"WEST BIKING Bike Water Bottle Cage, Durable Ultralight Plastic Water Drink Holder Rack, Lightweight PC for Bicycle, Cycling Bottle Holder Cages for MTB, Road/ Mountain Bikes\", \"asin\": \"B09R3NBHC2\", \"price\": \"$6.96\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"FiveBox Bike Water Bottle Cage, 2Pack Cycling Bicycle Water Bottle Cage Holder Bracket for Mountain Bike MTB Road Bike, Bike Accessories, Made of Lightweight Aluminum Alloy (Blue)\", \"asin\": \"B0B2RCHG5Z\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"ENLEE Bike Water Bottle Holder Carbon Water Bottle Cage Universal Bicycle Water Bottle Holder with Screws Tool for MBT/Road Bike Cycling Accessory Blue\", \"asin\": \"B0DTKFW7WT\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"KEMIMOTO Bicycle Cup Holder - Handlebar Drink Holder with Mesh Pockets Phone Bag - Compatible with Road Bike, MTB, E-Bike, Scooter, Wheelchair (Blue)\", \"asin\": \"B0CZTSHYZQ\", \"price\": \"$11.69\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18 Only 3 left in stock - order soon.\"},\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\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Bike Water Bottle Holder, KABON Lightweight Bicycle Alloy Aluminum Side Load Water Bottle Cage Brackets for Road Bike MTB Cycling Accessories - Blue\", \"asin\": \"B0852YV71K\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Planet Bike Alloy Water bottle Cage, Blue Anodized\", \"asin\": \"B006GHFLX2\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Bike Seat Post Mount Bottle Holder Adapter - Universal Water Bottle Cage for MTB, Road, Kids, Beach Cruiser Bikes\", \"asin\": \"B08NTR4M4B\", \"price\": \"$13.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Ultralight Full Carbon Bottle Cage 18gr - Carbon Fiber Parts for Road and Mountain Bikes - Bottle Holder (Blue)\", \"asin\": \"B0CFJSFLCS\", \"price\": \"$19.95\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"X AUTOHAUX 1 Set Universal Bike Water Bottle Cage Holder with Screws and Wrench for Bicycle Plastic\", \"asin\": \"B0CR46476Z\", \"price\": \"$5.59\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18 Only 8 left in stock - order soon.\"},\n{\"title\": \"Portland Design Works Water Bottle Cage - Lightweight Water Bottle Holder for Bikes, Owl Cage, Snowy Owl\", \"asin\": \"B06ZYZ59VX\", \"price\": \"$25.00\", \"delivery\": \"FREE delivery Apr 26 - 30 for Prime members\"},\n{\"title\": \"Bike Water Bottle Holder Bike Cup Holder Bike Water Bottle Cage Bike Accessories Universal Drink Holder with Screws Tool for Bicycle, Cycling, Road/Mountain Bikes(Black Blue)\", \"asin\": \"B0CDZXRCVX\", \"price\": \"$6.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18 Only 1 left in stock - order soon.\"},\n{\"title\": \"Gradient Pink-Blue Bike Water Bottle Holder - Ultra-Lightweight, Durable Bicycle Bottle Cage with Screws - Universal Fit for Road, Mountain, Hybrid & Electric Bikes\", \"asin\": \"B0DJ1SFRJ1\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Bike Water Bottle Cage with BPA-Free 800ml/28oz Bike Bottle, Black Gloss Strong Bike Water Bottle Holder, Bicycle Cup Holder, Cycling Bottle Holder for Road Bike and Mountain Bike, Blue\", \"asin\": \"B09PRK9YBG\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18 Only 11 left in stock - order soon.\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Holder Durable Aluminum Water Bottle Holder for Bike Lightweight Bike Bottle Holder for Bicycle MTB, Road/Mountain Bikes, blue-grey*2\", \"asin\": \"B0CSYBM1D6\", \"price\": \"$21.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18 Only 13 left in stock - order soon.\"},\n{\"title\": \"Souke Sports Bike Water Bottle Holder, Bicycle Bottle Cage Durable Lightweight Plastic Cycling Cup Holder for MTB, Road Bike, Mountain Bikes, 2 Pack BlackBlue\", \"asin\": \"B0B8YGGF4V\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Bike Water Bottle Holder & Bottle Combo \\u2013 2-Pack 22 oz Sports Squeeze Bottles with Pull Top Cap & Easy-Install Bike Cage \\u2013 Made in USA \\u2013 50 Strong Brand\", \"asin\": \"B08VWZ7KKD\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Aluminum Bike Water Bottle Cages \\u2013 Great for MTB and Road Bicycles \\u2013 2 Pack - Azure Blue\", \"asin\": \"B09S6V2TMM\", \"price\": \"$12.99\", \"delivery\": \"$4.67 delivery Fri, Apr 25\"},\n{\"title\": \"Water Bottle Cage Hex Bolts, M5 x 12mm Bolt Screws for Bike Water Bottle Cage Holder, 2 PCS(Blue)\", \"asin\": \"B08J422GJV\", \"price\": \"$5.42\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18 Only 4 left in stock - order soon.\"},\n{\"title\": \"KEWIG Bicycle Water Bottle Holder for Bike & Motorcycle, Adjustable Bike Water Bottle Cages Fit for Diameter 2'' - 3'' Cup, Compatible for Handlebars or Tubes 20mm to 35mm in Diameter\", \"asin\": \"B0B1LHTKWL\", \"price\": \"$15.88\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Kroozie 2.0 Bicycle Cup Holder - The Ultimate Bike Cup Holder for Beach Cruisers, E-Bikes, Scooters, Strollers \\u2013 A premium stainless steel handlebar drink holder that lasts\", \"asin\": \"B06XGZTVZK\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Bike Cup Holder, Water Bottle Holder Handlebar with Mesh Pockets, Universal Cycling Bicycle Water Bottle Drink Cup Cage for Cruiser, Scooter, Mountain, Road Bike, Wheelchair\", \"asin\": \"B0BG75WTV2\", \"price\": \"$12.59\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"2PCS Bike Water Bottle Holder, Bicycle Water Bottle Cage, Universal Bike Cup Holder for Bicycle, Cycling, Road/Mountain Bikes, Blue\", \"asin\": \"B0DGVN4MQ7\", \"price\": \"$6.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18 Only 11 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\": \"2025-04-16T21:07:43.923Z\", // 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
2025-04-16T21:07:43.923Z
click_product
B0BT9K54D6
rule
train
2,514
2025-04-16T21:07:43.923Z
click_product
B0BT9K54D6
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-14T18:30:56.587Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-14T18:31:09.041Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:13.008Z", "action": "click_product", "action_argument": "B0CLKPNDKL"} {"timestamp": "2025-04-14T18:31:21.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T18:31:46.860Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:49.158Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:51.911Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T21:25:57.008Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:50.263Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:55.594Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:02.079Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:14.054Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:35:30.511Z", "action": "purchase", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-14T21:38:56.748Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T21:39:00.252Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-14T21:39:05.273Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:06.598Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:09.722Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:10.452Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:11.140Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:11.753Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:12.706Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:13.415Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:14.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:32.057Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:02.069Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:02.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:03.680Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:04.519Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:05.202Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:05.852Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:09.508Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:16.580Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:17.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:38.047Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:39.801Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-15T18:39:22.602Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-15T18:39:42.262Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T18:58:06.027Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"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"} <|memory_end|> <|action_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"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "blue bike bottle holder"}], "cart_items": [{"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, White", "asin": "B0DSVNNCVD", "price": "$9.59", "quantity": "1"}, {"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": "1"}, {"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", "price": "$3.99", "quantity": "1"}], "promotion_items": [{"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": "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": "Bike Water Bottle Holder, KABON Lightweight Bicycle Alloy Aluminum Side Load Water Bottle Cage Brackets for Road Bike MTB Cycling Accessories - Blue", "asin": "B0852YV71K", "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": "Corki Cycles Heavy Duty Bike Water Bottle Holder, Lightweight Aluminum Cage Shockproof Design for Road Mountain Gravel Bikes, Holds 21-32 oz, 1-Pack Blue", "asin": "B0DPMNKRCC", "price": "$12.99", "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": "B0B1J45CDD", "price": "$8.99", "quantity": ""}], "ads": [{"title": "Go to detail page for \"Corki Cycles Heavy Duty Bike Water Bottle Holder, Lightweight Aluminum Cage Shockproof Design for Road Mountain Gravel Bikes, Holds 21-32 oz, 1-Pack Blue.\" Rated 4.6 out of 5 stars by 30 reviews. Eligible for Prime.", "asin": "B0DPMNKRCC"}, {"title": "Go to detail page for \"Corki Cycles Heavy Duty Bike Water Bottle Holder, Lightweight Aluminum Cage Shockproof Design for Road Mountain Gravel Bikes, Holds 21-32 oz, 2-Pack Blue.\" Rated 4.6 out of 5 stars by 30 reviews. Eligible for Prime.", "asin": "B0DPMNW4ZT"}, {"title": "Go to detail page for \"Corki Cycles Bike Water Bottle Holder Adapter Mount on Handlebar and Seatpost for Mountain Road E-Bike Gravel Bicycle Aluminum Alloy.\" Rated 4.8 out of 5 stars by 14 reviews. Eligible for Prime.", "asin": "B0DR53MHHV"}], "search_results": [{"title": "Bike Water Bottle Holder, KABON Lightweight Bicycle Alloy Aluminum Side Load Water Bottle Cage Brackets for Road Bike MTB Cycling Accessories - Blue", "asin": "B0852YV71K", "price": "$9.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"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", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "CNC Bike Water Bottle Holder, Bike Water Bottle Cage for Road Bike/Mountain Bike\uff0c2-Pack\uff0cBlue", "asin": "B08G4HJ69T", "price": "$15.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"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", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Corki Cycles Bike Water Bottle Holder Aluminum Alloy, Universal Bike Water Bottle Cage for Road, Mountain and Gravel Bikes - 1Pack - Blue", "asin": "B0CNT34Z9R", "price": "$11.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "FiveBox Bike Water Bottle Holder, 1Pack Lightweight Aluminum Alloy Cycling Bicycle Water Bottle Cage Holder Bracket for Outdoor Activities (Blue), Bike Accessories", "asin": "B01FJUHXV4", "price": "$7.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Lightweight Bike Water Bottle Holder by Delta Cycle - Bottle Cage Holder Mount - Compatible with Any Standard Water Bottle - Easy Installation Quickly Mounts to Any Bike", "asin": "B071G2VJTJ", "price": "$7.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Corki Cycles Bike Water Bottle Holder Aluminum Alloy, Universal Bike Water Bottle Cage for Road, Mountain and Gravel Bikes - 1Pack - Blue", "asin": "B0CNT34Z9R", "price": "$11.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "CNC Bike Water Bottle Holder, Bike Water Bottle Cage for Road Bike/Mountain Bike\uff0c2-Pack\uff0cBlue", "asin": "B08G4HJ69T", "price": "$15.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"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": "B0B1J5GTLG", "price": "$8.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Corki Cycles Heavy Duty Bike Water Bottle Holder, Lightweight Aluminum Cage Shockproof Design for Road Mountain Gravel Bikes, Holds 21-32 oz, 2-Pack Purple", "asin": "B0DPMPFCP4", "price": "$24.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Water Bottle Holder for Bike Universal Adjustable Bike Holder for Any Size Bottles, Stainless Steel Bike Water Bottle Cages for MTB Road Bike and Walker in Bike Accessories", "asin": "B09QZ3CPX9", "price": "$25.99", "delivery": " Two-Day FREE delivery Fri, Apr 18 Only 6 left in stock - order soon."}, {"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", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"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", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Bike Water Bottle Cage, Universal Drink Holder, Durable Ultralight Plastic Bottle Holder for Cycling, 2 Pack - Blue", "asin": "B07X7557DN", "price": "$6.79", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"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 Blue", "asin": "B0DPMNKRCC", "price": "$12.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Alloy Aluminum Lightweight Bike Water Bottle Holder - 2 Pack for MTB & Road Bike", "asin": "B07R8D17TF", "price": "$7.86", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder with Cage Mounting Base (Blue)", "asin": "B08SFZWZPP", "price": "$15.28", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "HARFINGTON Bike Water Bottle Holder PC Universal Bicycle Bottle Cages Ultralight Cycling Hydration Brackets with Screws for MTB Road Gravel", "asin": "B0DM5DCVTP", "price": "$9.99", "delivery": "FREE delivery Apr 24 - 28 for Prime members"}, {"title": "N+1 Lightweight Bicycle Bottle Holder- Side Load Bike Water Bottle Cage for Road Bikes and Mountain Bikes", "asin": "B07GC1HFP7", "price": "$15.99", "delivery": " Two-Day FREE delivery Fri, Apr 18 Only 5 left in stock (more on the way)."}, {"title": "Chooee Bike Water Bottle Holder,Aluminum Bicycle Water Bottle Cage for Road Bikes Mountain Bikes 2-Pack", "asin": "B08G19DPJ9", "price": "$15.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"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", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "USHAKE Water Bottle Cages, Basic MTB Bike Bicycle Alloy Aluminum Lightweight Water Bottle Holder Cages Brackets(2 Pack- Drilled Holes Required)", "asin": "B0BPRX5WN6", "price": "$13.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "ROCKBROS Bike Water Bottle Holder Alloy Aluminum Bicycle Water Bottle Cage Brackets Bike Cup Holder for Road Mountain Bikes Blue", "asin": "B0C2V5FVQZ", "price": "$9.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Chooee Bike Water Bottle Holder,Aluminum Bicycle Water Bottle Cage for Road Bikes Mountain Bikes 2-Pack", "asin": "B08G19DPJ9", "price": "$15.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "corki Cycles Bike Water Bottle Holder, Right Side Load Water Bottle Cage for Road, Mountain, Gravel Bicycle Palatinate Blue 1-Pack", "asin": "B09655NYBV", "price": "$9.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Lightweight Bicycle Water Bottle Holder - Secure, Versatile, and Stylish Bike Universal Drink Cage, Cycling, Road/Mountain Bikes (Yellow)", "asin": "B0CTXKGG34", "price": "$7.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Corki Cycles Side Load Water Bottle Cage, Right and Left Entry Bike Water Bottle Holder for Road & Mountain Bikes - Left/Right Duo Pack - Orange", "asin": "B0CZTMZCJS", "price": "$17.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"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": "B0B1J45CDD", "price": "$8.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Bike Water Bottle Holder Ultra-Light Bicycle Bottle Cage with Screws Tool, Universal Cycling Cup Holder for MTB, Mountain Bikes,Blue 2 Pack", "asin": "B0D2ZPVKJG", "price": "$9.99", "delivery": "FREE delivery Sat, Apr 19"}, {"title": "ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder for Road Bike and Mountain Bike, Many Colors are Available.", "asin": "B08NVF8VWK", "price": "$8.98", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "ROCKBROS Lightweight Sturdy Alloy Aluminum Bike Water Bottle Cage & Holder for Road & Mountain Bike", "asin": "B0BYYYCJJ3", "price": "$10.79", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Bike Water Bottle Holder Ultra-Light Bicycle Bottle Cage with Screws Tool, Universal Bike Cup Holder Rack for Road MTB Bikes 2 Pack - Blue", "asin": "B0C3M9J81C", "price": "$6.99", "delivery": "FREE delivery Sat, Apr 19"}, {"title": "FINPAC Cup Holder for Bike, Universal Water Bottle Holder with Phone Pockets for Stroller Walker Golf Cart Rollator and Scooter, Outdoor, Biking - Blue", "asin": "B0C5HGQGP1", "price": "$17.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Bike Water Bottle Holder Combo - 20 Oz Squeeze Bottle & Bicycle Mount Cage Rack, No Screws Needed, Durable Alloy - Fits All Handlebar Bikes & MTB Mountain Road - for Adults, Kids (Blue)", "asin": "B095BKTBX8", "price": "$26.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Accmor Insulated Bike Water Bottle Holders,Bike Cup Holder Keep Bottle Cool or Warm, Bike Water Bottle Cage for Kid's Bike,Mountain Bike,Cruiser, Road Bike,Blue", "asin": "B09957NMWF", "price": "$7.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "KOOTU Lightweight Aluminum Bicycle Water Bottle Cage, Durable Alloy Bike Bottle Holder, Bicycle Cup Holder for Road, Mountain, Hybrid Bikes \u2013 Blue", "asin": "B0DMSVPHP9", "price": "$8.99", "delivery": "FREE delivery Sat, Apr 19"}, {"title": "Lightweight Bicycle Water Bottle Holder - Secure, Versatile, and Stylish Bike Universal Drink Cage, Cycling, Road/Mountain Bikes (Blue)", "asin": "B0CTXKTLSW", "price": "$7.99", "delivery": "FREE delivery Sat, Apr 19"}, {"title": "KEMIMOTO Motorcycle Cup Holder, Oxford Fabric Motorcycle Drink Holder with 0.6\"-1.5\" Alligator Clamp, Universal Water Bottle Holder for Motorcycle, ATV/UTV, Scooter, Boat, Kayak, Bike, Walker, Blue", "asin": "B08HGC32XR", "price": "$22.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "ROCKBROS Bike Water Bottle Cage Holder Lightweight Alloy Aluminum Bicycle Water Bottle Holder Cages Secure Hold Brackets", "asin": "B0BT9K54D6", "price": "$14.39", "delivery": " Two-Day FREE delivery Fri, Apr 18 Only 11 left in stock - order soon."}, {"title": "2-Pack Bike Water Bottle Holder,Lightweight & Sturdy Bicycle Cup Cage for MTB & Road Bikes,Durable Plastic Bike Drink Holder,Universal Fit Water Bottle Mount for Cycling Accessories,for Cyclists", "asin": "B0DJSRW3K1", "price": "$6.98", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "WEST BIKING Bike Water Bottle Cage, Durable Ultralight Plastic Water Drink Holder Rack, Lightweight PC for Bicycle, Cycling Bottle Holder Cages for MTB, Road/ Mountain Bikes", "asin": "B09R3NBHC2", "price": "$6.96", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "FiveBox Bike Water Bottle Cage, 2Pack Cycling Bicycle Water Bottle Cage Holder Bracket for Mountain Bike MTB Road Bike, Bike Accessories, Made of Lightweight Aluminum Alloy (Blue)", "asin": "B0B2RCHG5Z", "price": "$9.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "ENLEE Bike Water Bottle Holder Carbon Water Bottle Cage Universal Bicycle Water Bottle Holder with Screws Tool for MBT/Road Bike Cycling Accessory Blue", "asin": "B0DTKFW7WT", "price": "$12.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "KEMIMOTO Bicycle Cup Holder - Handlebar Drink Holder with Mesh Pockets Phone Bag - Compatible with Road Bike, MTB, E-Bike, Scooter, Wheelchair (Blue)", "asin": "B0CZTSHYZQ", "price": "$11.69", "delivery": " Two-Day FREE delivery Fri, Apr 18 Only 3 left in stock - order soon."}, {"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", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Bike Water Bottle Holder, KABON Lightweight Bicycle Alloy Aluminum Side Load Water Bottle Cage Brackets for Road Bike MTB Cycling Accessories - Blue", "asin": "B0852YV71K", "price": "$9.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Planet Bike Alloy Water bottle Cage, Blue Anodized", "asin": "B006GHFLX2", "price": "$5.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Bike Seat Post Mount Bottle Holder Adapter - Universal Water Bottle Cage for MTB, Road, Kids, Beach Cruiser Bikes", "asin": "B08NTR4M4B", "price": "$13.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Ultralight Full Carbon Bottle Cage 18gr - Carbon Fiber Parts for Road and Mountain Bikes - Bottle Holder (Blue)", "asin": "B0CFJSFLCS", "price": "$19.95", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "X AUTOHAUX 1 Set Universal Bike Water Bottle Cage Holder with Screws and Wrench for Bicycle Plastic", "asin": "B0CR46476Z", "price": "$5.59", "delivery": " Two-Day FREE delivery Fri, Apr 18 Only 8 left in stock - order soon."}, {"title": "Portland Design Works Water Bottle Cage - Lightweight Water Bottle Holder for Bikes, Owl Cage, Snowy Owl", "asin": "B06ZYZ59VX", "price": "$25.00", "delivery": "FREE delivery Apr 26 - 30 for Prime members"}, {"title": "Bike Water Bottle Holder Bike Cup Holder Bike Water Bottle Cage Bike Accessories Universal Drink Holder with Screws Tool for Bicycle, Cycling, Road/Mountain Bikes(Black Blue)", "asin": "B0CDZXRCVX", "price": "$6.99", "delivery": " Two-Day FREE delivery Fri, Apr 18 Only 1 left in stock - order soon."}, {"title": "Gradient Pink-Blue Bike Water Bottle Holder - Ultra-Lightweight, Durable Bicycle Bottle Cage with Screws - Universal Fit for Road, Mountain, Hybrid & Electric Bikes", "asin": "B0DJ1SFRJ1", "price": "$8.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Bike Water Bottle Cage with BPA-Free 800ml/28oz Bike Bottle, Black Gloss Strong Bike Water Bottle Holder, Bicycle Cup Holder, Cycling Bottle Holder for Road Bike and Mountain Bike, Blue", "asin": "B09PRK9YBG", "price": "$8.99", "delivery": " Two-Day FREE delivery Fri, Apr 18 Only 11 left in stock - order soon."}, {"title": "ROCKBROS Bike Water Bottle Holder Durable Aluminum Water Bottle Holder for Bike Lightweight Bike Bottle Holder for Bicycle MTB, Road/Mountain Bikes, blue-grey*2", "asin": "B0CSYBM1D6", "price": "$21.99", "delivery": " Two-Day FREE delivery Fri, Apr 18 Only 13 left in stock - order soon."}, {"title": "Souke Sports Bike Water Bottle Holder, Bicycle Bottle Cage Durable Lightweight Plastic Cycling Cup Holder for MTB, Road Bike, Mountain Bikes, 2 Pack BlackBlue", "asin": "B0B8YGGF4V", "price": "$9.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Bike Water Bottle Holder & Bottle Combo \u2013 2-Pack 22 oz Sports Squeeze Bottles with Pull Top Cap & Easy-Install Bike Cage \u2013 Made in USA \u2013 50 Strong Brand", "asin": "B08VWZ7KKD", "price": "$12.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Aluminum Bike Water Bottle Cages \u2013 Great for MTB and Road Bicycles \u2013 2 Pack - Azure Blue", "asin": "B09S6V2TMM", "price": "$12.99", "delivery": "$4.67 delivery Fri, Apr 25"}, {"title": "Water Bottle Cage Hex Bolts, M5 x 12mm Bolt Screws for Bike Water Bottle Cage Holder, 2 PCS(Blue)", "asin": "B08J422GJV", "price": "$5.42", "delivery": " Two-Day FREE delivery Fri, Apr 18 Only 4 left in stock - order soon."}, {"title": "KEWIG Bicycle Water Bottle Holder for Bike & Motorcycle, Adjustable Bike Water Bottle Cages Fit for Diameter 2'' - 3'' Cup, Compatible for Handlebars or Tubes 20mm to 35mm in Diameter", "asin": "B0B1LHTKWL", "price": "$15.88", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Kroozie 2.0 Bicycle Cup Holder - The Ultimate Bike Cup Holder for Beach Cruisers, E-Bikes, Scooters, Strollers \u2013 A premium stainless steel handlebar drink holder that lasts", "asin": "B06XGZTVZK", "price": "$19.99", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "Bike Cup Holder, Water Bottle Holder Handlebar with Mesh Pockets, Universal Cycling Bicycle Water Bottle Drink Cup Cage for Cruiser, Scooter, Mountain, Road Bike, Wheelchair", "asin": "B0BG75WTV2", "price": "$12.59", "delivery": " Two-Day FREE delivery Fri, Apr 18"}, {"title": "2PCS Bike Water Bottle Holder, Bicycle Water Bottle Cage, Universal Bike Cup Holder for Bicycle, Cycling, Road/Mountain Bikes, Blue", "asin": "B0DGVN4MQ7", "price": "$6.99", "delivery": " Two-Day FREE delivery Fri, Apr 18 Only 11 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": "2025-04-16T21:07:43.923Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-16T21:07:43.923Z\",\"action\": \"click_product\",\"acion_argument\": \"B0BT9K54D6\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-16T21:07:43.923Z\",\"action\": \"click_product\",\"acion_argument\": \"B0BT9K54D6\",}</answer>", "index": 2514, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:09.722Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:10.452Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.140Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.753Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:12.706Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:13.415Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:14.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:32.057Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.069Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:03.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:04.519Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.202Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:09.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:16.580Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:17.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:38.047Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:39.801Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-15T18:39:22.602Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-15T18:39:42.262Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T18:58:06.027Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\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<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"blue bike bottle holder\"}],\n\"cart_items\": [{\"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, White\", \"asin\": \"B0DSVNNCVD\", \"price\": \"$9.59\", \"quantity\": \"1\"},\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\": \"1\"},\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\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"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\": \"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\": \"Bike Water Bottle Holder, KABON Lightweight Bicycle Alloy Aluminum Side Load Water Bottle Cage Brackets for Road Bike MTB Cycling Accessories - Blue\", \"asin\": \"B0852YV71K\", \"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\": \"Corki Cycles Heavy Duty Bike Water Bottle Holder, Lightweight Aluminum Cage Shockproof Design for Road Mountain Gravel Bikes, Holds 21-32 oz, 1-Pack Blue\", \"asin\": \"B0DPMNKRCC\", \"price\": \"$12.99\", \"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\": \"B0B1J45CDD\", \"price\": \"$8.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"Corki Cycles Heavy Duty Bike Water Bottle Holder, Lightweight Aluminum Cage Shockproof Design for Road Mountain Gravel Bikes, Holds 21-32 oz, 1-Pack Blue.\\\" Rated 4.6 out of 5 stars by 30 reviews. Eligible for Prime.\", \"asin\": \"B0DPMNKRCC\"},\n{\"title\": \"Go to detail page for \\\"Corki Cycles Heavy Duty Bike Water Bottle Holder, Lightweight Aluminum Cage Shockproof Design for Road Mountain Gravel Bikes, Holds 21-32 oz, 2-Pack Blue.\\\" Rated 4.6 out of 5 stars by 30 reviews. Eligible for Prime.\", \"asin\": \"B0DPMNW4ZT\"},\n{\"title\": \"Go to detail page for \\\"Corki Cycles Bike Water Bottle Holder Adapter Mount on Handlebar and Seatpost for Mountain Road E-Bike Gravel Bicycle Aluminum Alloy.\\\" Rated 4.8 out of 5 stars by 14 reviews. Eligible for Prime.\", \"asin\": \"B0DR53MHHV\"}],\n\"search_results\": [{\"title\": \"Bike Water Bottle Holder, KABON Lightweight Bicycle Alloy Aluminum Side Load Water Bottle Cage Brackets for Road Bike MTB Cycling Accessories - Blue\", \"asin\": \"B0852YV71K\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\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\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"CNC Bike Water Bottle Holder, Bike Water Bottle Cage for Road Bike/Mountain Bike\\uff0c2-Pack\\uff0cBlue\", \"asin\": \"B08G4HJ69T\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\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\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Corki Cycles Bike Water Bottle Holder Aluminum Alloy, Universal Bike Water Bottle Cage for Road, Mountain and Gravel Bikes - 1Pack - Blue\", \"asin\": \"B0CNT34Z9R\", \"price\": \"$11.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"FiveBox Bike Water Bottle Holder, 1Pack Lightweight Aluminum Alloy Cycling Bicycle Water Bottle Cage Holder Bracket for Outdoor Activities (Blue), Bike Accessories\", \"asin\": \"B01FJUHXV4\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Lightweight Bike Water Bottle Holder by Delta Cycle - Bottle Cage Holder Mount - Compatible with Any Standard Water Bottle - Easy Installation Quickly Mounts to Any Bike\", \"asin\": \"B071G2VJTJ\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Corki Cycles Bike Water Bottle Holder Aluminum Alloy, Universal Bike Water Bottle Cage for Road, Mountain and Gravel Bikes - 1Pack - Blue\", \"asin\": \"B0CNT34Z9R\", \"price\": \"$11.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"CNC Bike Water Bottle Holder, Bike Water Bottle Cage for Road Bike/Mountain Bike\\uff0c2-Pack\\uff0cBlue\", \"asin\": \"B08G4HJ69T\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\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\": \"B0B1J5GTLG\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Corki Cycles Heavy Duty Bike Water Bottle Holder, Lightweight Aluminum Cage Shockproof Design for Road Mountain Gravel Bikes, Holds 21-32 oz, 2-Pack Purple\", \"asin\": \"B0DPMPFCP4\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Water Bottle Holder for Bike Universal Adjustable Bike Holder for Any Size Bottles, Stainless Steel Bike Water Bottle Cages for MTB Road Bike and Walker in Bike Accessories\", \"asin\": \"B09QZ3CPX9\", \"price\": \"$25.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18 Only 6 left in stock - order soon.\"},\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\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\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\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Bike Water Bottle Cage, Universal Drink Holder, Durable Ultralight Plastic Bottle Holder for Cycling, 2 Pack - Blue\", \"asin\": \"B07X7557DN\", \"price\": \"$6.79\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\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 Blue\", \"asin\": \"B0DPMNKRCC\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Alloy Aluminum Lightweight Bike Water Bottle Holder - 2 Pack for MTB & Road Bike\", \"asin\": \"B07R8D17TF\", \"price\": \"$7.86\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder with Cage Mounting Base (Blue)\", \"asin\": \"B08SFZWZPP\", \"price\": \"$15.28\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"HARFINGTON Bike Water Bottle Holder PC Universal Bicycle Bottle Cages Ultralight Cycling Hydration Brackets with Screws for MTB Road Gravel\", \"asin\": \"B0DM5DCVTP\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Apr 24 - 28 for Prime members\"},\n{\"title\": \"N+1 Lightweight Bicycle Bottle Holder- Side Load Bike Water Bottle Cage for Road Bikes and Mountain Bikes\", \"asin\": \"B07GC1HFP7\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18 Only 5 left in stock (more on the way).\"},\n{\"title\": \"Chooee Bike Water Bottle Holder,Aluminum Bicycle Water Bottle Cage for Road Bikes Mountain Bikes 2-Pack\", \"asin\": \"B08G19DPJ9\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\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\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"USHAKE Water Bottle Cages, Basic MTB Bike Bicycle Alloy Aluminum Lightweight Water Bottle Holder Cages Brackets(2 Pack- Drilled Holes Required)\", \"asin\": \"B0BPRX5WN6\", \"price\": \"$13.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Holder Alloy Aluminum Bicycle Water Bottle Cage Brackets Bike Cup Holder for Road Mountain Bikes Blue\", \"asin\": \"B0C2V5FVQZ\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Chooee Bike Water Bottle Holder,Aluminum Bicycle Water Bottle Cage for Road Bikes Mountain Bikes 2-Pack\", \"asin\": \"B08G19DPJ9\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"corki Cycles Bike Water Bottle Holder, Right Side Load Water Bottle Cage for Road, Mountain, Gravel Bicycle Palatinate Blue 1-Pack\", \"asin\": \"B09655NYBV\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Lightweight Bicycle Water Bottle Holder - Secure, Versatile, and Stylish Bike Universal Drink Cage, Cycling, Road/Mountain Bikes (Yellow)\", \"asin\": \"B0CTXKGG34\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Corki Cycles Side Load Water Bottle Cage, Right and Left Entry Bike Water Bottle Holder for Road & Mountain Bikes - Left/Right Duo Pack - Orange\", \"asin\": \"B0CZTMZCJS\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\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\": \"B0B1J45CDD\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Bike Water Bottle Holder Ultra-Light Bicycle Bottle Cage with Screws Tool, Universal Cycling Cup Holder for MTB, Mountain Bikes,Blue 2 Pack\", \"asin\": \"B0D2ZPVKJG\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Sat, Apr 19\"},\n{\"title\": \"ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder for Road Bike and Mountain Bike, Many Colors are Available.\", \"asin\": \"B08NVF8VWK\", \"price\": \"$8.98\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"ROCKBROS Lightweight Sturdy Alloy Aluminum Bike Water Bottle Cage & Holder for Road & Mountain Bike\", \"asin\": \"B0BYYYCJJ3\", \"price\": \"$10.79\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Bike Water Bottle Holder Ultra-Light Bicycle Bottle Cage with Screws Tool, Universal Bike Cup Holder Rack for Road MTB Bikes 2 Pack - Blue\", \"asin\": \"B0C3M9J81C\", \"price\": \"$6.99\", \"delivery\": \"FREE delivery Sat, Apr 19\"},\n{\"title\": \"FINPAC Cup Holder for Bike, Universal Water Bottle Holder with Phone Pockets for Stroller Walker Golf Cart Rollator and Scooter, Outdoor, Biking - Blue\", \"asin\": \"B0C5HGQGP1\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Bike Water Bottle Holder Combo - 20 Oz Squeeze Bottle & Bicycle Mount Cage Rack, No Screws Needed, Durable Alloy - Fits All Handlebar Bikes & MTB Mountain Road - for Adults, Kids (Blue)\", \"asin\": \"B095BKTBX8\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Accmor Insulated Bike Water Bottle Holders,Bike Cup Holder Keep Bottle Cool or Warm, Bike Water Bottle Cage for Kid's Bike,Mountain Bike,Cruiser, Road Bike,Blue\", \"asin\": \"B09957NMWF\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"KOOTU Lightweight Aluminum Bicycle Water Bottle Cage, Durable Alloy Bike Bottle Holder, Bicycle Cup Holder for Road, Mountain, Hybrid Bikes \\u2013 Blue\", \"asin\": \"B0DMSVPHP9\", \"price\": \"$8.99\", \"delivery\": \"FREE delivery Sat, Apr 19\"},\n{\"title\": \"Lightweight Bicycle Water Bottle Holder - Secure, Versatile, and Stylish Bike Universal Drink Cage, Cycling, Road/Mountain Bikes (Blue)\", \"asin\": \"B0CTXKTLSW\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Sat, Apr 19\"},\n{\"title\": \"KEMIMOTO Motorcycle Cup Holder, Oxford Fabric Motorcycle Drink Holder with 0.6\\\"-1.5\\\" Alligator Clamp, Universal Water Bottle Holder for Motorcycle, ATV/UTV, Scooter, Boat, Kayak, Bike, Walker, Blue\", \"asin\": \"B08HGC32XR\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Cage Holder Lightweight Alloy Aluminum Bicycle Water Bottle Holder Cages Secure Hold Brackets\", \"asin\": \"B0BT9K54D6\", \"price\": \"$14.39\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18 Only 11 left in stock - order soon.\"},\n{\"title\": \"2-Pack Bike Water Bottle Holder,Lightweight & Sturdy Bicycle Cup Cage for MTB & Road Bikes,Durable Plastic Bike Drink Holder,Universal Fit Water Bottle Mount for Cycling Accessories,for Cyclists\", \"asin\": \"B0DJSRW3K1\", \"price\": \"$6.98\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"WEST BIKING Bike Water Bottle Cage, Durable Ultralight Plastic Water Drink Holder Rack, Lightweight PC for Bicycle, Cycling Bottle Holder Cages for MTB, Road/ Mountain Bikes\", \"asin\": \"B09R3NBHC2\", \"price\": \"$6.96\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"FiveBox Bike Water Bottle Cage, 2Pack Cycling Bicycle Water Bottle Cage Holder Bracket for Mountain Bike MTB Road Bike, Bike Accessories, Made of Lightweight Aluminum Alloy (Blue)\", \"asin\": \"B0B2RCHG5Z\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"ENLEE Bike Water Bottle Holder Carbon Water Bottle Cage Universal Bicycle Water Bottle Holder with Screws Tool for MBT/Road Bike Cycling Accessory Blue\", \"asin\": \"B0DTKFW7WT\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"KEMIMOTO Bicycle Cup Holder - Handlebar Drink Holder with Mesh Pockets Phone Bag - Compatible with Road Bike, MTB, E-Bike, Scooter, Wheelchair (Blue)\", \"asin\": \"B0CZTSHYZQ\", \"price\": \"$11.69\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18 Only 3 left in stock - order soon.\"},\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\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Bike Water Bottle Holder, KABON Lightweight Bicycle Alloy Aluminum Side Load Water Bottle Cage Brackets for Road Bike MTB Cycling Accessories - Blue\", \"asin\": \"B0852YV71K\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Planet Bike Alloy Water bottle Cage, Blue Anodized\", \"asin\": \"B006GHFLX2\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Bike Seat Post Mount Bottle Holder Adapter - Universal Water Bottle Cage for MTB, Road, Kids, Beach Cruiser Bikes\", \"asin\": \"B08NTR4M4B\", \"price\": \"$13.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Ultralight Full Carbon Bottle Cage 18gr - Carbon Fiber Parts for Road and Mountain Bikes - Bottle Holder (Blue)\", \"asin\": \"B0CFJSFLCS\", \"price\": \"$19.95\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"X AUTOHAUX 1 Set Universal Bike Water Bottle Cage Holder with Screws and Wrench for Bicycle Plastic\", \"asin\": \"B0CR46476Z\", \"price\": \"$5.59\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18 Only 8 left in stock - order soon.\"},\n{\"title\": \"Portland Design Works Water Bottle Cage - Lightweight Water Bottle Holder for Bikes, Owl Cage, Snowy Owl\", \"asin\": \"B06ZYZ59VX\", \"price\": \"$25.00\", \"delivery\": \"FREE delivery Apr 26 - 30 for Prime members\"},\n{\"title\": \"Bike Water Bottle Holder Bike Cup Holder Bike Water Bottle Cage Bike Accessories Universal Drink Holder with Screws Tool for Bicycle, Cycling, Road/Mountain Bikes(Black Blue)\", \"asin\": \"B0CDZXRCVX\", \"price\": \"$6.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18 Only 1 left in stock - order soon.\"},\n{\"title\": \"Gradient Pink-Blue Bike Water Bottle Holder - Ultra-Lightweight, Durable Bicycle Bottle Cage with Screws - Universal Fit for Road, Mountain, Hybrid & Electric Bikes\", \"asin\": \"B0DJ1SFRJ1\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Bike Water Bottle Cage with BPA-Free 800ml/28oz Bike Bottle, Black Gloss Strong Bike Water Bottle Holder, Bicycle Cup Holder, Cycling Bottle Holder for Road Bike and Mountain Bike, Blue\", \"asin\": \"B09PRK9YBG\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18 Only 11 left in stock - order soon.\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Holder Durable Aluminum Water Bottle Holder for Bike Lightweight Bike Bottle Holder for Bicycle MTB, Road/Mountain Bikes, blue-grey*2\", \"asin\": \"B0CSYBM1D6\", \"price\": \"$21.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18 Only 13 left in stock - order soon.\"},\n{\"title\": \"Souke Sports Bike Water Bottle Holder, Bicycle Bottle Cage Durable Lightweight Plastic Cycling Cup Holder for MTB, Road Bike, Mountain Bikes, 2 Pack BlackBlue\", \"asin\": \"B0B8YGGF4V\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Bike Water Bottle Holder & Bottle Combo \\u2013 2-Pack 22 oz Sports Squeeze Bottles with Pull Top Cap & Easy-Install Bike Cage \\u2013 Made in USA \\u2013 50 Strong Brand\", \"asin\": \"B08VWZ7KKD\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Aluminum Bike Water Bottle Cages \\u2013 Great for MTB and Road Bicycles \\u2013 2 Pack - Azure Blue\", \"asin\": \"B09S6V2TMM\", \"price\": \"$12.99\", \"delivery\": \"$4.67 delivery Fri, Apr 25\"},\n{\"title\": \"Water Bottle Cage Hex Bolts, M5 x 12mm Bolt Screws for Bike Water Bottle Cage Holder, 2 PCS(Blue)\", \"asin\": \"B08J422GJV\", \"price\": \"$5.42\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18 Only 4 left in stock - order soon.\"},\n{\"title\": \"KEWIG Bicycle Water Bottle Holder for Bike & Motorcycle, Adjustable Bike Water Bottle Cages Fit for Diameter 2'' - 3'' Cup, Compatible for Handlebars or Tubes 20mm to 35mm in Diameter\", \"asin\": \"B0B1LHTKWL\", \"price\": \"$15.88\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Kroozie 2.0 Bicycle Cup Holder - The Ultimate Bike Cup Holder for Beach Cruisers, E-Bikes, Scooters, Strollers \\u2013 A premium stainless steel handlebar drink holder that lasts\", \"asin\": \"B06XGZTVZK\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"Bike Cup Holder, Water Bottle Holder Handlebar with Mesh Pockets, Universal Cycling Bicycle Water Bottle Drink Cup Cage for Cruiser, Scooter, Mountain, Road Bike, Wheelchair\", \"asin\": \"B0BG75WTV2\", \"price\": \"$12.59\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18\"},\n{\"title\": \"2PCS Bike Water Bottle Holder, Bicycle Water Bottle Cage, Universal Bike Cup Holder for Bicycle, Cycling, Road/Mountain Bikes, Blue\", \"asin\": \"B0DGVN4MQ7\", \"price\": \"$6.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 18 Only 11 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\": \"2025-04-16T21:07:43.923Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:09.722Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:10.452Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.140Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.753Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:12.706Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:13.415Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:14.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:32.057Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.069Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:03.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:04.519Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.202Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:09.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:16.580Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:17.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:38.047Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:39.801Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-15T18:39:22.602Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-15T18:39:42.262Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T18:58:06.027Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\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<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"blue bike bottle holder\"}],\n\"cart_items\": [{\"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, White\", \"asin\": \"B0DSVNNCVD\", \"price\": \"$9.59\", \"quantity\": \"1\"},\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\": \"1\"},\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\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"}],\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\": \"KABON Bike Water Bottle Holder, Lightweight Bicycle Alloy Aluminum Side Load Water Bottle Cage Brackets for Road Bike MTB-2pcs\", \"asin\": \"B09XV3GNHC\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Cage with Built-in Tire Levers, 2 in 1 Lightweight Bike Bottle Holder Adjustable Slide Entry Bicycle Cup Holder for MTB Road Bike Green\", \"asin\": \"B0DRF78M1H\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Ultralight Full Carbon Bottle Cage 18gr - Carbon Fiber Bike Parts - Carbon Fiber Bo...\", \"asin\": \"B0CL3BL822\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"Full Carbon Fiber Bike Water Bottle Holder, Ultra-Light Water Bottle Cage for Bike,...\", \"asin\": \"B0DK8T9WNM\", \"price\": \"$15.99\", \"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 Alloy Aluminum Bicycle Water Bottle Cage Brackets Bike Cup Holder for Road Mountain Bikes Black\", \"asin\": \"B0C2VB8HWF\", \"price\": \"$9.99\", \"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 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\": \"Bike Water Bottle Holder Plastic Carbon Fiber Water Bottle Cage Cages for Road Bike...\", \"asin\": \"B0CSBNNLHB\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Carbon Fiber Water Bottle Holder for Bicycle Mountain Bike Cup Holder Ultralight Bi...\", \"asin\": \"B09JP2ZTQR\", \"price\": \"$16.89\", \"quantity\": \"\"},\n{\"title\": \"ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder with Cage Mounting Base (Blue)\", \"asin\": \"B08SFZWZPP\", \"price\": \"$15.28\", \"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 Alloy Aluminum Bicycle Water Bottle Cage Brackets Bike Cup Holder for Road Mountain Bikes Black\", \"asin\": \"B0C2VB8HWF\", \"price\": \"$9.99\", \"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\": \"ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder with Cage Mounting Base (Yellow)\", \"asin\": \"B08SH3QFYC\", \"price\": \"$15.28\", \"quantity\": \"\"},\n{\"title\": \"Premium Aluminum Alloy Bike Cup Holder - - Durable Water Bottle Cage for Bicycle, R...\", \"asin\": \"B0CV5S9FPD\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Holder, Lightweight Durable Bike Water Bottle Cage, Water Bottle Holder for Road Mountain Bikes\", \"asin\": \"B0CTPNPR2B\", \"price\": \"$13.99\", \"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\": \"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 Alloy Aluminum Bicycle Water Bottle Cage Brackets Bike Cup Holder for Road Mountain Bikes Black\", \"asin\": \"B0C2VB8HWF\", \"price\": \"$9.99\", \"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\"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\": \"2025-04-16T21:07:57.466Z\", // 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
2025-04-16T21:07:57.466Z
click
product_option
rule
train
2,515
2025-04-16T21:07:57.466Z
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": "2025-04-14T18:30:56.587Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-14T18:31:09.041Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:13.008Z", "action": "click_product", "action_argument": "B0CLKPNDKL"} {"timestamp": "2025-04-14T18:31:21.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T18:31:46.860Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:49.158Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:51.911Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T21:25:57.008Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:50.263Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:55.594Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:02.079Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:14.054Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:35:30.511Z", "action": "purchase", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-14T21:38:56.748Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T21:39:00.252Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-14T21:39:05.273Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:06.598Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:09.722Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:10.452Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:11.140Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:11.753Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:12.706Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:13.415Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:14.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:32.057Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:02.069Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:02.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:03.680Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:04.519Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:05.202Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:05.852Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:09.508Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:16.580Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:17.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:38.047Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:39.801Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-15T18:39:22.602Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-15T18:39:42.262Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T18:58:06.027Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"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"} <|memory_end|> <|action_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"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "blue bike bottle holder"}], "cart_items": [{"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, White", "asin": "B0DSVNNCVD", "price": "$9.59", "quantity": "1"}, {"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": "1"}, {"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", "price": "$3.99", "quantity": "1"}], "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": "KABON Bike Water Bottle Holder, Lightweight Bicycle Alloy Aluminum Side Load Water Bottle Cage Brackets for Road Bike MTB-2pcs", "asin": "B09XV3GNHC", "price": "$14.99", "quantity": ""}, {"title": "ROCKBROS Bike Water Bottle Cage with Built-in Tire Levers, 2 in 1 Lightweight Bike Bottle Holder Adjustable Slide Entry Bicycle Cup Holder for MTB Road Bike Green", "asin": "B0DRF78M1H", "price": "$15.99", "quantity": ""}, {"title": "Ultralight Full Carbon Bottle Cage 18gr - Carbon Fiber Bike Parts - Carbon Fiber Bo...", "asin": "B0CL3BL822", "price": "$19.95", "quantity": ""}, {"title": "Full Carbon Fiber Bike Water Bottle Holder, Ultra-Light Water Bottle Cage for Bike,...", "asin": "B0DK8T9WNM", "price": "$15.99", "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 Alloy Aluminum Bicycle Water Bottle Cage Brackets Bike Cup Holder for Road Mountain Bikes Black", "asin": "B0C2VB8HWF", "price": "$9.99", "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 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": "Bike Water Bottle Holder Plastic Carbon Fiber Water Bottle Cage Cages for Road Bike...", "asin": "B0CSBNNLHB", "price": "$15.99", "quantity": ""}, {"title": "Carbon Fiber Water Bottle Holder for Bicycle Mountain Bike Cup Holder Ultralight Bi...", "asin": "B09JP2ZTQR", "price": "$16.89", "quantity": ""}, {"title": "ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder with Cage Mounting Base (Blue)", "asin": "B08SFZWZPP", "price": "$15.28", "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 Alloy Aluminum Bicycle Water Bottle Cage Brackets Bike Cup Holder for Road Mountain Bikes Black", "asin": "B0C2VB8HWF", "price": "$9.99", "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": "ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder with Cage Mounting Base (Yellow)", "asin": "B08SH3QFYC", "price": "$15.28", "quantity": ""}, {"title": "Premium Aluminum Alloy Bike Cup Holder - - Durable Water Bottle Cage for Bicycle, R...", "asin": "B0CV5S9FPD", "price": "$15.99", "quantity": ""}, {"title": "ROCKBROS Bike Water Bottle Holder, Lightweight Durable Bike Water Bottle Cage, Water Bottle Holder for Road Mountain Bikes", "asin": "B0CTPNPR2B", "price": "$13.99", "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": "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 Alloy Aluminum Bicycle Water Bottle Cage Brackets Bike Cup Holder for Road Mountain Bikes Black", "asin": "B0C2VB8HWF", "price": "$9.99", "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": ""}], "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": "2025-04-16T21:07:57.466Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-16T21:07:57.466Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-16T21:07:57.466Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>", "index": 2515, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:09.722Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:10.452Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.140Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.753Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:12.706Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:13.415Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:14.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:32.057Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.069Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:03.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:04.519Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.202Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:09.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:16.580Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:17.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:38.047Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:39.801Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-15T18:39:22.602Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-15T18:39:42.262Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T18:58:06.027Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\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<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"blue bike bottle holder\"}],\n\"cart_items\": [{\"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, White\", \"asin\": \"B0DSVNNCVD\", \"price\": \"$9.59\", \"quantity\": \"1\"},\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\": \"1\"},\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\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"}],\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\": \"KABON Bike Water Bottle Holder, Lightweight Bicycle Alloy Aluminum Side Load Water Bottle Cage Brackets for Road Bike MTB-2pcs\", \"asin\": \"B09XV3GNHC\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Cage with Built-in Tire Levers, 2 in 1 Lightweight Bike Bottle Holder Adjustable Slide Entry Bicycle Cup Holder for MTB Road Bike Green\", \"asin\": \"B0DRF78M1H\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Ultralight Full Carbon Bottle Cage 18gr - Carbon Fiber Bike Parts - Carbon Fiber Bo...\", \"asin\": \"B0CL3BL822\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"Full Carbon Fiber Bike Water Bottle Holder, Ultra-Light Water Bottle Cage for Bike,...\", \"asin\": \"B0DK8T9WNM\", \"price\": \"$15.99\", \"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 Alloy Aluminum Bicycle Water Bottle Cage Brackets Bike Cup Holder for Road Mountain Bikes Black\", \"asin\": \"B0C2VB8HWF\", \"price\": \"$9.99\", \"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 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\": \"Bike Water Bottle Holder Plastic Carbon Fiber Water Bottle Cage Cages for Road Bike...\", \"asin\": \"B0CSBNNLHB\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Carbon Fiber Water Bottle Holder for Bicycle Mountain Bike Cup Holder Ultralight Bi...\", \"asin\": \"B09JP2ZTQR\", \"price\": \"$16.89\", \"quantity\": \"\"},\n{\"title\": \"ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder with Cage Mounting Base (Blue)\", \"asin\": \"B08SFZWZPP\", \"price\": \"$15.28\", \"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 Alloy Aluminum Bicycle Water Bottle Cage Brackets Bike Cup Holder for Road Mountain Bikes Black\", \"asin\": \"B0C2VB8HWF\", \"price\": \"$9.99\", \"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\": \"ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder with Cage Mounting Base (Yellow)\", \"asin\": \"B08SH3QFYC\", \"price\": \"$15.28\", \"quantity\": \"\"},\n{\"title\": \"Premium Aluminum Alloy Bike Cup Holder - - Durable Water Bottle Cage for Bicycle, R...\", \"asin\": \"B0CV5S9FPD\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Holder, Lightweight Durable Bike Water Bottle Cage, Water Bottle Holder for Road Mountain Bikes\", \"asin\": \"B0CTPNPR2B\", \"price\": \"$13.99\", \"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\": \"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 Alloy Aluminum Bicycle Water Bottle Cage Brackets Bike Cup Holder for Road Mountain Bikes Black\", \"asin\": \"B0C2VB8HWF\", \"price\": \"$9.99\", \"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\"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\": \"2025-04-16T21:07:57.466Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:09.722Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:10.452Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.140Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.753Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:12.706Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:13.415Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:14.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:32.057Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.069Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:03.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:04.519Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.202Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:09.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:16.580Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:17.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:38.047Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:39.801Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-15T18:39:22.602Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-15T18:39:42.262Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T18:58:06.027Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\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<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"blue bike bottle holder\"}],\n\"cart_items\": [{\"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, White\", \"asin\": \"B0DSVNNCVD\", \"price\": \"$9.59\", \"quantity\": \"1\"},\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\": \"1\"},\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\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"}],\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\": \"black\"}],\n\"promotion_items\": [{\"title\": \"KABON Bike Water Bottle Holder, Lightweight Bicycle Alloy Aluminum Side Load Water Bottle Cage Brackets for Road Bike MTB-2pcs\", \"asin\": \"B09XV3GNHC\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Cage with Built-in Tire Levers, 2 in 1 Lightweight Bike Bottle Holder Adjustable Slide Entry Bicycle Cup Holder for MTB Road Bike Green\", \"asin\": \"B0DRF78M1H\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Ultralight Full Carbon Bottle Cage 18gr - Carbon Fiber Bike Parts - Carbon Fiber Bo...\", \"asin\": \"B0CL3BL822\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"Full Carbon Fiber Bike Water Bottle Holder, Ultra-Light Water Bottle Cage for Bike,...\", \"asin\": \"B0DK8T9WNM\", \"price\": \"$15.99\", \"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 Alloy Aluminum Bicycle Water Bottle Cage Brackets Bike Cup Holder for Road Mountain Bikes Black\", \"asin\": \"B0C2VB8HWF\", \"price\": \"$9.99\", \"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 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\": \"Bike Water Bottle Holder Plastic Carbon Fiber Water Bottle Cage Cages for Road Bike...\", \"asin\": \"B0CSBNNLHB\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Carbon Fiber Water Bottle Holder for Bicycle Mountain Bike Cup Holder Ultralight Bi...\", \"asin\": \"B09JP2ZTQR\", \"price\": \"$16.89\", \"quantity\": \"\"},\n{\"title\": \"ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder with Cage Mounting Base (Blue)\", \"asin\": \"B08SFZWZPP\", \"price\": \"$15.28\", \"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 Alloy Aluminum Bicycle Water Bottle Cage Brackets Bike Cup Holder for Road Mountain Bikes Black\", \"asin\": \"B0C2VB8HWF\", \"price\": \"$9.99\", \"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\": \"ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder with Cage Mounting Base (Yellow)\", \"asin\": \"B08SH3QFYC\", \"price\": \"$15.28\", \"quantity\": \"\"},\n{\"title\": \"Premium Aluminum Alloy Bike Cup Holder - - Durable Water Bottle Cage for Bicycle, R...\", \"asin\": \"B0CV5S9FPD\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Holder, Lightweight Durable Bike Water Bottle Cage, Water Bottle Holder for Road Mountain Bikes\", \"asin\": \"B0CTPNPR2B\", \"price\": \"$13.99\", \"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\": \"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 Alloy Aluminum Bicycle Water Bottle Cage Brackets Bike Cup Holder for Road Mountain Bikes Black\", \"asin\": \"B0C2VB8HWF\", \"price\": \"$9.99\", \"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\"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\": \"2025-04-16T21:08:10.250Z\", // 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
2025-04-16T21:08:10.250Z
click
product_option
rule
train
2,516
2025-04-16T21:08:10.250Z
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": "2025-04-14T18:30:56.587Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-14T18:31:09.041Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:13.008Z", "action": "click_product", "action_argument": "B0CLKPNDKL"} {"timestamp": "2025-04-14T18:31:21.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T18:31:46.860Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:49.158Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:51.911Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T21:25:57.008Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:50.263Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:55.594Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:02.079Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:14.054Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:35:30.511Z", "action": "purchase", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-14T21:38:56.748Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T21:39:00.252Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-14T21:39:05.273Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:06.598Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:09.722Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:10.452Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:11.140Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:11.753Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:12.706Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:13.415Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:14.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:32.057Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:02.069Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:02.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:03.680Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:04.519Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:05.202Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:05.852Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:09.508Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:16.580Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:17.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:38.047Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:39.801Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-15T18:39:22.602Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-15T18:39:42.262Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T18:58:06.027Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"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"} <|memory_end|> <|action_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"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "blue bike bottle holder"}], "cart_items": [{"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, White", "asin": "B0DSVNNCVD", "price": "$9.59", "quantity": "1"}, {"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": "1"}, {"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", "price": "$3.99", "quantity": "1"}], "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": "black"}], "promotion_items": [{"title": "KABON Bike Water Bottle Holder, Lightweight Bicycle Alloy Aluminum Side Load Water Bottle Cage Brackets for Road Bike MTB-2pcs", "asin": "B09XV3GNHC", "price": "$14.99", "quantity": ""}, {"title": "ROCKBROS Bike Water Bottle Cage with Built-in Tire Levers, 2 in 1 Lightweight Bike Bottle Holder Adjustable Slide Entry Bicycle Cup Holder for MTB Road Bike Green", "asin": "B0DRF78M1H", "price": "$15.99", "quantity": ""}, {"title": "Ultralight Full Carbon Bottle Cage 18gr - Carbon Fiber Bike Parts - Carbon Fiber Bo...", "asin": "B0CL3BL822", "price": "$19.95", "quantity": ""}, {"title": "Full Carbon Fiber Bike Water Bottle Holder, Ultra-Light Water Bottle Cage for Bike,...", "asin": "B0DK8T9WNM", "price": "$15.99", "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 Alloy Aluminum Bicycle Water Bottle Cage Brackets Bike Cup Holder for Road Mountain Bikes Black", "asin": "B0C2VB8HWF", "price": "$9.99", "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 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": "Bike Water Bottle Holder Plastic Carbon Fiber Water Bottle Cage Cages for Road Bike...", "asin": "B0CSBNNLHB", "price": "$15.99", "quantity": ""}, {"title": "Carbon Fiber Water Bottle Holder for Bicycle Mountain Bike Cup Holder Ultralight Bi...", "asin": "B09JP2ZTQR", "price": "$16.89", "quantity": ""}, {"title": "ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder with Cage Mounting Base (Blue)", "asin": "B08SFZWZPP", "price": "$15.28", "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 Alloy Aluminum Bicycle Water Bottle Cage Brackets Bike Cup Holder for Road Mountain Bikes Black", "asin": "B0C2VB8HWF", "price": "$9.99", "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": "ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder with Cage Mounting Base (Yellow)", "asin": "B08SH3QFYC", "price": "$15.28", "quantity": ""}, {"title": "Premium Aluminum Alloy Bike Cup Holder - - Durable Water Bottle Cage for Bicycle, R...", "asin": "B0CV5S9FPD", "price": "$15.99", "quantity": ""}, {"title": "ROCKBROS Bike Water Bottle Holder, Lightweight Durable Bike Water Bottle Cage, Water Bottle Holder for Road Mountain Bikes", "asin": "B0CTPNPR2B", "price": "$13.99", "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": "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 Alloy Aluminum Bicycle Water Bottle Cage Brackets Bike Cup Holder for Road Mountain Bikes Black", "asin": "B0C2VB8HWF", "price": "$9.99", "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": ""}], "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": "2025-04-16T21:08:10.250Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-16T21:08:10.250Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-16T21:08:10.250Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>", "index": 2516, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:09.722Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:10.452Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.140Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.753Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:12.706Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:13.415Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:14.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:32.057Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.069Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:03.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:04.519Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.202Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:09.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:16.580Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:17.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:38.047Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:39.801Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-15T18:39:22.602Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-15T18:39:42.262Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T18:58:06.027Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\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<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"blue bike bottle holder\"}],\n\"cart_items\": [{\"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, White\", \"asin\": \"B0DSVNNCVD\", \"price\": \"$9.59\", \"quantity\": \"1\"},\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\": \"1\"},\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\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"}],\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\": \"black\"}],\n\"promotion_items\": [{\"title\": \"KABON Bike Water Bottle Holder, Lightweight Bicycle Alloy Aluminum Side Load Water Bottle Cage Brackets for Road Bike MTB-2pcs\", \"asin\": \"B09XV3GNHC\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Cage with Built-in Tire Levers, 2 in 1 Lightweight Bike Bottle Holder Adjustable Slide Entry Bicycle Cup Holder for MTB Road Bike Green\", \"asin\": \"B0DRF78M1H\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Ultralight Full Carbon Bottle Cage 18gr - Carbon Fiber Bike Parts - Carbon Fiber Bo...\", \"asin\": \"B0CL3BL822\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"Full Carbon Fiber Bike Water Bottle Holder, Ultra-Light Water Bottle Cage for Bike,...\", \"asin\": \"B0DK8T9WNM\", \"price\": \"$15.99\", \"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 Alloy Aluminum Bicycle Water Bottle Cage Brackets Bike Cup Holder for Road Mountain Bikes Black\", \"asin\": \"B0C2VB8HWF\", \"price\": \"$9.99\", \"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 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\": \"Bike Water Bottle Holder Plastic Carbon Fiber Water Bottle Cage Cages for Road Bike...\", \"asin\": \"B0CSBNNLHB\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Carbon Fiber Water Bottle Holder for Bicycle Mountain Bike Cup Holder Ultralight Bi...\", \"asin\": \"B09JP2ZTQR\", \"price\": \"$16.89\", \"quantity\": \"\"},\n{\"title\": \"ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder with Cage Mounting Base (Blue)\", \"asin\": \"B08SFZWZPP\", \"price\": \"$15.28\", \"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 Alloy Aluminum Bicycle Water Bottle Cage Brackets Bike Cup Holder for Road Mountain Bikes Black\", \"asin\": \"B0C2VB8HWF\", \"price\": \"$9.99\", \"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\": \"ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder with Cage Mounting Base (Yellow)\", \"asin\": \"B08SH3QFYC\", \"price\": \"$15.28\", \"quantity\": \"\"},\n{\"title\": \"Premium Aluminum Alloy Bike Cup Holder - - Durable Water Bottle Cage for Bicycle, R...\", \"asin\": \"B0CV5S9FPD\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Holder, Lightweight Durable Bike Water Bottle Cage, Water Bottle Holder for Road Mountain Bikes\", \"asin\": \"B0CTPNPR2B\", \"price\": \"$13.99\", \"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\": \"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 Alloy Aluminum Bicycle Water Bottle Cage Brackets Bike Cup Holder for Road Mountain Bikes Black\", \"asin\": \"B0C2VB8HWF\", \"price\": \"$9.99\", \"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\"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\": \"2025-04-16T21:08:10.250Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:09.722Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:10.452Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.140Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.753Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:12.706Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:13.415Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:14.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:32.057Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.069Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:03.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:04.519Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.202Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:09.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:16.580Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:17.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:38.047Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:39.801Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-15T18:39:22.602Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-15T18:39:42.262Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T18:58:06.027Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\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<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"blue bike bottle holder\"}],\n\"cart_items\": [{\"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, White\", \"asin\": \"B0DSVNNCVD\", \"price\": \"$9.59\", \"quantity\": \"1\"},\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\": \"1\"},\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\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0BT9LTNP4\"},\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\": \"green\"}],\n\"promotion_items\": [{\"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 Alloy Aluminum Bicycle Water Bottle Cage Brackets Bike Cup Holder for Road Mountain Bikes Black\", \"asin\": \"B0C2VB8HWF\", \"price\": \"$9.99\", \"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\": \"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\": \"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\": \"ROCKBROS Bike Water Bottle Cage with Built-in Tire Levers, 2 in 1 Lightweight Bike Bottle Holder Adjustable Slide Entry Bicycle Cup Holder for MTB Road Bike Green\", \"asin\": \"B0DRF78M1H\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Ultralight Full Carbon Bottle Cage 18gr - Carbon Fiber Bike Parts - Carbon Fiber Bo...\", \"asin\": \"B0CL3BL822\", \"price\": \"$19.95\", \"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\": \"HUALONG Bike Water Bottle Holder Plastic Carbon Fiber Water Bottle Cage Cages for Road Bikes Mountain Bicycle Water Bottle Cage Drink Cup Holder, 2 Pack - Black\", \"asin\": \"B0CSBNNLHB\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Holder, Lightweight Durable Bike Water Bottle Cage, Water Bottle Holder for Road Mountain Bikes\", \"asin\": \"B0CSNKYLR5\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Water Bottle Holder, Black or White Gloss, Secure Retention System, No Lost Bottles, Lightweight and Strong Bicycle Bottle Cage, Quick and Easy to Mount, Great for Road and Mountain Bikes\", \"asin\": \"B017RPEXLC\", \"price\": \"$9.99\", \"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 Alloy Aluminum Bicycle Water Bottle Cage Brackets Bike Cup Holder for Road Mountain Bikes Black\", \"asin\": \"B0C2VB8HWF\", \"price\": \"$9.99\", \"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 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\": \"Blackburn Adjustable Bottle Cage for Bikes\", \"asin\": \"B0D9PJ9ZJB\", \"price\": \"$9.96\", \"quantity\": \"\"},\n{\"title\": \"Planet Bike Sideload water bottle cage\", \"asin\": \"B00MYI278O\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"HASAGEI Bike Water Bottle Holder, Durable Non-Slip Lightweight Universal Bicycle Bottle Cage for Mountain/Road Cycling Accessories\", \"asin\": \"B0DS23NN8V\", \"price\": \"$9.99\", \"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 Alloy Aluminum Bicycle Water Bottle Cage Brackets Bike Cup Holder for Road Mountain Bikes Black\", \"asin\": \"B0C2VB8HWF\", \"price\": \"$9.99\", \"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\"comparison_items\": [{\"title\": \"ROCKBROS Bike Water Bottle Cage Holder Lightweight Alloy Aluminum Bicycle Water Bottle Holder Cages Secure Hold Brackets\", \"asin\": \"B0BT9LTNP4\", \"price\": \"$14.39\"},\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 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, Lightweight Durable Bike Water Bottle Cage, Water Bottle Holder for Road Mountain Bikes\", \"asin\": \"B0CSNKYLR5\", \"price\": \"$8.99\"},\n{\"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\": \"corki Cycles Bike Water Bottle Holder Right Side Load Water Bottle Cage for Road, MTB, Gravel Bicycles Lime Punch 2 Pack\", \"asin\": \"B07V1RJ4ML\", \"price\": \"$14.95\"}]\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\": \"2025-04-16T21:08:14.450Z\", // 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
2025-04-16T21:08:14.450Z
click
product_option
rule
train
2,517
2025-04-16T21:08:14.450Z
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": "2025-04-14T18:30:56.587Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-14T18:31:09.041Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:13.008Z", "action": "click_product", "action_argument": "B0CLKPNDKL"} {"timestamp": "2025-04-14T18:31:21.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T18:31:46.860Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:49.158Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:51.911Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T21:25:57.008Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:50.263Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:55.594Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:02.079Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:14.054Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:35:30.511Z", "action": "purchase", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-14T21:38:56.748Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T21:39:00.252Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-14T21:39:05.273Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:06.598Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:09.722Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:10.452Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:11.140Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:11.753Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:12.706Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:13.415Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:14.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:32.057Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:02.069Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:02.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:03.680Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:04.519Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:05.202Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:05.852Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:09.508Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:16.580Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:17.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:38.047Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:39.801Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-15T18:39:22.602Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-15T18:39:42.262Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T18:58:06.027Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"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"} <|memory_end|> <|action_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"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "blue bike bottle holder"}], "cart_items": [{"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, White", "asin": "B0DSVNNCVD", "price": "$9.59", "quantity": "1"}, {"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": "1"}, {"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", "price": "$3.99", "quantity": "1"}], "product_details": [{"asin": "B0BT9LTNP4"}, {"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": "green"}], "promotion_items": [{"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 Alloy Aluminum Bicycle Water Bottle Cage Brackets Bike Cup Holder for Road Mountain Bikes Black", "asin": "B0C2VB8HWF", "price": "$9.99", "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": "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": "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": "ROCKBROS Bike Water Bottle Cage with Built-in Tire Levers, 2 in 1 Lightweight Bike Bottle Holder Adjustable Slide Entry Bicycle Cup Holder for MTB Road Bike Green", "asin": "B0DRF78M1H", "price": "$15.99", "quantity": ""}, {"title": "Ultralight Full Carbon Bottle Cage 18gr - Carbon Fiber Bike Parts - Carbon Fiber Bo...", "asin": "B0CL3BL822", "price": "$19.95", "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": "HUALONG Bike Water Bottle Holder Plastic Carbon Fiber Water Bottle Cage Cages for Road Bikes Mountain Bicycle Water Bottle Cage Drink Cup Holder, 2 Pack - Black", "asin": "B0CSBNNLHB", "price": "$15.99", "quantity": ""}, {"title": "ROCKBROS Bike Water Bottle Holder, Lightweight Durable Bike Water Bottle Cage, Water Bottle Holder for Road Mountain Bikes", "asin": "B0CSNKYLR5", "price": "$8.99", "quantity": ""}, {"title": "Bike Water Bottle Holder, Black or White Gloss, Secure Retention System, No Lost Bottles, Lightweight and Strong Bicycle Bottle Cage, Quick and Easy to Mount, Great for Road and Mountain Bikes", "asin": "B017RPEXLC", "price": "$9.99", "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 Alloy Aluminum Bicycle Water Bottle Cage Brackets Bike Cup Holder for Road Mountain Bikes Black", "asin": "B0C2VB8HWF", "price": "$9.99", "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 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": "Blackburn Adjustable Bottle Cage for Bikes", "asin": "B0D9PJ9ZJB", "price": "$9.96", "quantity": ""}, {"title": "Planet Bike Sideload water bottle cage", "asin": "B00MYI278O", "price": "$12.99", "quantity": ""}, {"title": "HASAGEI Bike Water Bottle Holder, Durable Non-Slip Lightweight Universal Bicycle Bottle Cage for Mountain/Road Cycling Accessories", "asin": "B0DS23NN8V", "price": "$9.99", "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 Alloy Aluminum Bicycle Water Bottle Cage Brackets Bike Cup Holder for Road Mountain Bikes Black", "asin": "B0C2VB8HWF", "price": "$9.99", "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": ""}], "comparison_items": [{"title": "ROCKBROS Bike Water Bottle Cage Holder Lightweight Alloy Aluminum Bicycle Water Bottle Holder Cages Secure Hold Brackets", "asin": "B0BT9LTNP4", "price": "$14.39"}, {"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 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, Lightweight Durable Bike Water Bottle Cage, Water Bottle Holder for Road Mountain Bikes", "asin": "B0CSNKYLR5", "price": "$8.99"}, {"title": "ROCKBROS Bike Water Bottle Cage Holder Lightweight Alloy Aluminum Bicycle Water Bottle Holder Cages Secure Hold Brackets", "asin": "B0BT9K54D6", "price": "$14.39"}, {"title": "corki Cycles Bike Water Bottle Holder Right Side Load Water Bottle Cage for Road, MTB, Gravel Bicycles Lime Punch 2 Pack", "asin": "B07V1RJ4ML", "price": "$14.95"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-16T21:08:14.450Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-16T21:08:14.450Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-16T21:08:14.450Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>", "index": 2517, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:09.722Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:10.452Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.140Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.753Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:12.706Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:13.415Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:14.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:32.057Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.069Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:03.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:04.519Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.202Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:09.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:16.580Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:17.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:38.047Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:39.801Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-15T18:39:22.602Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-15T18:39:42.262Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T18:58:06.027Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\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<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"blue bike bottle holder\"}],\n\"cart_items\": [{\"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, White\", \"asin\": \"B0DSVNNCVD\", \"price\": \"$9.59\", \"quantity\": \"1\"},\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\": \"1\"},\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\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0BT9LTNP4\"},\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\": \"green\"}],\n\"promotion_items\": [{\"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 Alloy Aluminum Bicycle Water Bottle Cage Brackets Bike Cup Holder for Road Mountain Bikes Black\", \"asin\": \"B0C2VB8HWF\", \"price\": \"$9.99\", \"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\": \"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\": \"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\": \"ROCKBROS Bike Water Bottle Cage with Built-in Tire Levers, 2 in 1 Lightweight Bike Bottle Holder Adjustable Slide Entry Bicycle Cup Holder for MTB Road Bike Green\", \"asin\": \"B0DRF78M1H\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Ultralight Full Carbon Bottle Cage 18gr - Carbon Fiber Bike Parts - Carbon Fiber Bo...\", \"asin\": \"B0CL3BL822\", \"price\": \"$19.95\", \"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\": \"HUALONG Bike Water Bottle Holder Plastic Carbon Fiber Water Bottle Cage Cages for Road Bikes Mountain Bicycle Water Bottle Cage Drink Cup Holder, 2 Pack - Black\", \"asin\": \"B0CSBNNLHB\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Holder, Lightweight Durable Bike Water Bottle Cage, Water Bottle Holder for Road Mountain Bikes\", \"asin\": \"B0CSNKYLR5\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Water Bottle Holder, Black or White Gloss, Secure Retention System, No Lost Bottles, Lightweight and Strong Bicycle Bottle Cage, Quick and Easy to Mount, Great for Road and Mountain Bikes\", \"asin\": \"B017RPEXLC\", \"price\": \"$9.99\", \"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 Alloy Aluminum Bicycle Water Bottle Cage Brackets Bike Cup Holder for Road Mountain Bikes Black\", \"asin\": \"B0C2VB8HWF\", \"price\": \"$9.99\", \"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 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\": \"Blackburn Adjustable Bottle Cage for Bikes\", \"asin\": \"B0D9PJ9ZJB\", \"price\": \"$9.96\", \"quantity\": \"\"},\n{\"title\": \"Planet Bike Sideload water bottle cage\", \"asin\": \"B00MYI278O\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"HASAGEI Bike Water Bottle Holder, Durable Non-Slip Lightweight Universal Bicycle Bottle Cage for Mountain/Road Cycling Accessories\", \"asin\": \"B0DS23NN8V\", \"price\": \"$9.99\", \"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 Alloy Aluminum Bicycle Water Bottle Cage Brackets Bike Cup Holder for Road Mountain Bikes Black\", \"asin\": \"B0C2VB8HWF\", \"price\": \"$9.99\", \"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\"comparison_items\": [{\"title\": \"ROCKBROS Bike Water Bottle Cage Holder Lightweight Alloy Aluminum Bicycle Water Bottle Holder Cages Secure Hold Brackets\", \"asin\": \"B0BT9LTNP4\", \"price\": \"$14.39\"},\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 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, Lightweight Durable Bike Water Bottle Cage, Water Bottle Holder for Road Mountain Bikes\", \"asin\": \"B0CSNKYLR5\", \"price\": \"$8.99\"},\n{\"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\": \"corki Cycles Bike Water Bottle Holder Right Side Load Water Bottle Cage for Road, MTB, Gravel Bicycles Lime Punch 2 Pack\", \"asin\": \"B07V1RJ4ML\", \"price\": \"$14.95\"}]\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\": \"2025-04-16T21:08:14.450Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:09.722Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:10.452Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.140Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.753Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:12.706Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:13.415Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:14.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:32.057Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.069Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:03.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:04.519Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.202Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:09.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:16.580Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:17.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:38.047Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:39.801Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-15T18:39:22.602Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-15T18:39:42.262Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T18:58:06.027Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\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<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"blue bike bottle holder\"}],\n\"cart_items\": [{\"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, White\", \"asin\": \"B0DSVNNCVD\", \"price\": \"$9.59\", \"quantity\": \"1\"},\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\": \"1\"},\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\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0BT9KYS3D\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Cage Holder Lightweight Alloy Aluminum Bicycle Water Bottle Holder Cages Secure Hold Brackets Green\"},\n{\"price\": \"$15.99\"},\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\": \"red\"}],\n\"promotion_items\": [{\"title\": \"ENLEE Bike Water Bottle Holder Carbon Water Bottle Cage Universal Bicycle Water Bottle Holder with Screws Tool for MBT/Road Bike Cycling Accessory Green\", \"asin\": \"B0DTJY7Q8P\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Full Carbon Fiber Bike Water Bottle Holder, Ultra-Light Water Bottle Cage for Bike,...\", \"asin\": \"B0DK8T9WNM\", \"price\": \"$15.99\", \"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\": \"Alphatrail Bike Bottle Cage Max | Ultra-Light 1.27 oz Design | Lifetime Anti-Break Guarantee | Includes Mounting Screws | Fits Most Bottles (17\\u201334 oz) I Blue\", \"asin\": \"B08BLRPRR6\", \"price\": \"$19.95\", \"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\": \"Bike Water Bottle Holder, KABON Lightweight Bicycle Alloy Aluminum Side Load Water Bottle Cage Brackets for Road Bike MTB Cycling Accessories - Blue\", \"asin\": \"B0852YV71K\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Cage with Built-in Tire Levers, 2 in 1 Lightweight Bike Bottle Holder Adjustable Slide Entry Bicycle Cup Holder for MTB Road Bike Green\", \"asin\": \"B0DRF78M1H\", \"price\": \"$15.99\", \"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\": \"ROCKBROS Bike Water Bottle Holder, Lightweight Durable Bike Water Bottle Cage, Water Bottle Holder for Road Mountain Bikes\", \"asin\": \"B0CSNKYLR5\", \"price\": \"$8.99\", \"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\": \"Carbon Fiber Water Bottle Holder for Bicycle Mountain Bike Cup Holder Ultralight Bi...\", \"asin\": \"B09JP2ZTQR\", \"price\": \"$16.89\", \"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\": \"Bike Water Bottle Holder, KABON Lightweight Bicycle Alloy Aluminum Side Load Water Bottle Cage Brackets for Road Bike MTB Cycling Accessories - Blue\", \"asin\": \"B0852YV71K\", \"price\": \"$9.99\", \"quantity\": \"\"},\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\", \"quantity\": \"\"},\n{\"title\": \"ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder with Cage Mounting Base (Blue)\", \"asin\": \"B08SFZWZPP\", \"price\": \"$15.28\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Cup Holder, Short-Term Insulation Bike Bottle Holder, Universal Bottle Holder for Bicycle, Scooter, Wheelchair\", \"asin\": \"B0DNFG9CG5\", \"price\": \"$28.99\", \"quantity\": \"\"},\n{\"title\": \"Wiel Full Carbon Fiber Bicycle Bike Light Drink Water Bottle Cage Holder\", \"asin\": \"B01I9NAPDQ\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Chooee Bike Water Bottle Holder,Aluminum Bicycle Water Bottle Cage for Road Bikes Mountain Bikes 2-Pack\", \"asin\": \"B08G18FRJ9\", \"price\": \"$15.99\", \"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 Cage with Built-in Tire Levers, 2 in 1 Lightweight Bike Bottle Holder Adjustable Slide Entry Bicycle Cup Holder for MTB Road Bike Green\", \"asin\": \"B0DRF78M1H\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Water Bottle Holder, KABON Lightweight Bicycle Alloy Aluminum Side Load Water Bottle Cage Brackets for Road Bike MTB Cycling Accessories - Blue\", \"asin\": \"B0852YV71K\", \"price\": \"$9.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"ROCKBROS Bike Water Bottle Cage Holder Lightweight Alloy Aluminum Bicycle Water Bottle Holder Cages Secure Hold Brackets Green\", \"asin\": \"B0BT9KYS3D\", \"price\": \"$15.99\"},\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\": \"corki Cycles Bike Water Bottle Holder Right Side Load Water Bottle Cage for Road, MTB, Gravel Bicycles Lime Punch 2 Pack\", \"asin\": \"B07V1RJ4ML\", \"price\": \"$14.95\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Cage Holder Lightweight Alloy Aluminum Bicycle Water Bottle Holder Cages Secure Hold Brackets\", \"asin\": \"B0BT9K54D6\", \"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\": \"2025-04-16T21:08:17.717Z\", // 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
2025-04-16T21:08:17.717Z
click
product_option
rule
train
2,518
2025-04-16T21:08:17.717Z
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": "2025-04-14T18:30:56.587Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-14T18:31:09.041Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:13.008Z", "action": "click_product", "action_argument": "B0CLKPNDKL"} {"timestamp": "2025-04-14T18:31:21.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T18:31:46.860Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:49.158Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:51.911Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T21:25:57.008Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:50.263Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:55.594Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:02.079Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:14.054Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:35:30.511Z", "action": "purchase", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-14T21:38:56.748Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T21:39:00.252Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-14T21:39:05.273Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:06.598Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:09.722Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:10.452Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:11.140Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:11.753Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:12.706Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:13.415Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:14.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:32.057Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:02.069Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:02.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:03.680Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:04.519Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:05.202Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:05.852Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:09.508Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:16.580Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:17.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:38.047Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:39.801Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-15T18:39:22.602Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-15T18:39:42.262Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T18:58:06.027Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"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"} <|memory_end|> <|action_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"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "blue bike bottle holder"}], "cart_items": [{"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, White", "asin": "B0DSVNNCVD", "price": "$9.59", "quantity": "1"}, {"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": "1"}, {"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", "price": "$3.99", "quantity": "1"}], "product_details": [{"asin": "B0BT9KYS3D"}, {"title": "ROCKBROS Bike Water Bottle Cage Holder Lightweight Alloy Aluminum Bicycle Water Bottle Holder Cages Secure Hold Brackets Green"}, {"price": "$15.99"}, {"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": "red"}], "promotion_items": [{"title": "ENLEE Bike Water Bottle Holder Carbon Water Bottle Cage Universal Bicycle Water Bottle Holder with Screws Tool for MBT/Road Bike Cycling Accessory Green", "asin": "B0DTJY7Q8P", "price": "$12.99", "quantity": ""}, {"title": "Full Carbon Fiber Bike Water Bottle Holder, Ultra-Light Water Bottle Cage for Bike,...", "asin": "B0DK8T9WNM", "price": "$15.99", "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": "Alphatrail Bike Bottle Cage Max | Ultra-Light 1.27 oz Design | Lifetime Anti-Break Guarantee | Includes Mounting Screws | Fits Most Bottles (17\u201334 oz) I Blue", "asin": "B08BLRPRR6", "price": "$19.95", "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": "Bike Water Bottle Holder, KABON Lightweight Bicycle Alloy Aluminum Side Load Water Bottle Cage Brackets for Road Bike MTB Cycling Accessories - Blue", "asin": "B0852YV71K", "price": "$9.99", "quantity": ""}, {"title": "ROCKBROS Bike Water Bottle Cage with Built-in Tire Levers, 2 in 1 Lightweight Bike Bottle Holder Adjustable Slide Entry Bicycle Cup Holder for MTB Road Bike Green", "asin": "B0DRF78M1H", "price": "$15.99", "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": "ROCKBROS Bike Water Bottle Holder, Lightweight Durable Bike Water Bottle Cage, Water Bottle Holder for Road Mountain Bikes", "asin": "B0CSNKYLR5", "price": "$8.99", "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": "Carbon Fiber Water Bottle Holder for Bicycle Mountain Bike Cup Holder Ultralight Bi...", "asin": "B09JP2ZTQR", "price": "$16.89", "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": "Bike Water Bottle Holder, KABON Lightweight Bicycle Alloy Aluminum Side Load Water Bottle Cage Brackets for Road Bike MTB Cycling Accessories - Blue", "asin": "B0852YV71K", "price": "$9.99", "quantity": ""}, {"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", "quantity": ""}, {"title": "ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder with Cage Mounting Base (Blue)", "asin": "B08SFZWZPP", "price": "$15.28", "quantity": ""}, {"title": "ROCKBROS Bike Cup Holder, Short-Term Insulation Bike Bottle Holder, Universal Bottle Holder for Bicycle, Scooter, Wheelchair", "asin": "B0DNFG9CG5", "price": "$28.99", "quantity": ""}, {"title": "Wiel Full Carbon Fiber Bicycle Bike Light Drink Water Bottle Cage Holder", "asin": "B01I9NAPDQ", "price": "$17.99", "quantity": ""}, {"title": "Chooee Bike Water Bottle Holder,Aluminum Bicycle Water Bottle Cage for Road Bikes Mountain Bikes 2-Pack", "asin": "B08G18FRJ9", "price": "$15.99", "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 Cage with Built-in Tire Levers, 2 in 1 Lightweight Bike Bottle Holder Adjustable Slide Entry Bicycle Cup Holder for MTB Road Bike Green", "asin": "B0DRF78M1H", "price": "$15.99", "quantity": ""}, {"title": "Bike Water Bottle Holder, KABON Lightweight Bicycle Alloy Aluminum Side Load Water Bottle Cage Brackets for Road Bike MTB Cycling Accessories - Blue", "asin": "B0852YV71K", "price": "$9.99", "quantity": ""}], "comparison_items": [{"title": "ROCKBROS Bike Water Bottle Cage Holder Lightweight Alloy Aluminum Bicycle Water Bottle Holder Cages Secure Hold Brackets Green", "asin": "B0BT9KYS3D", "price": "$15.99"}, {"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": "corki Cycles Bike Water Bottle Holder Right Side Load Water Bottle Cage for Road, MTB, Gravel Bicycles Lime Punch 2 Pack", "asin": "B07V1RJ4ML", "price": "$14.95"}, {"title": "ROCKBROS Bike Water Bottle Cage Holder Lightweight Alloy Aluminum Bicycle Water Bottle Holder Cages Secure Hold Brackets", "asin": "B0BT9K54D6", "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": "2025-04-16T21:08:17.717Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-16T21:08:17.717Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-16T21:08:17.717Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>", "index": 2518, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:09.722Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:10.452Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.140Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.753Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:12.706Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:13.415Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:14.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:32.057Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.069Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:03.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:04.519Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.202Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:09.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:16.580Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:17.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:38.047Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:39.801Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-15T18:39:22.602Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-15T18:39:42.262Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T18:58:06.027Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\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<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"blue bike bottle holder\"}],\n\"cart_items\": [{\"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, White\", \"asin\": \"B0DSVNNCVD\", \"price\": \"$9.59\", \"quantity\": \"1\"},\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\": \"1\"},\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\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0BT9KYS3D\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Cage Holder Lightweight Alloy Aluminum Bicycle Water Bottle Holder Cages Secure Hold Brackets Green\"},\n{\"price\": \"$15.99\"},\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\": \"red\"}],\n\"promotion_items\": [{\"title\": \"ENLEE Bike Water Bottle Holder Carbon Water Bottle Cage Universal Bicycle Water Bottle Holder with Screws Tool for MBT/Road Bike Cycling Accessory Green\", \"asin\": \"B0DTJY7Q8P\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Full Carbon Fiber Bike Water Bottle Holder, Ultra-Light Water Bottle Cage for Bike,...\", \"asin\": \"B0DK8T9WNM\", \"price\": \"$15.99\", \"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\": \"Alphatrail Bike Bottle Cage Max | Ultra-Light 1.27 oz Design | Lifetime Anti-Break Guarantee | Includes Mounting Screws | Fits Most Bottles (17\\u201334 oz) I Blue\", \"asin\": \"B08BLRPRR6\", \"price\": \"$19.95\", \"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\": \"Bike Water Bottle Holder, KABON Lightweight Bicycle Alloy Aluminum Side Load Water Bottle Cage Brackets for Road Bike MTB Cycling Accessories - Blue\", \"asin\": \"B0852YV71K\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Cage with Built-in Tire Levers, 2 in 1 Lightweight Bike Bottle Holder Adjustable Slide Entry Bicycle Cup Holder for MTB Road Bike Green\", \"asin\": \"B0DRF78M1H\", \"price\": \"$15.99\", \"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\": \"ROCKBROS Bike Water Bottle Holder, Lightweight Durable Bike Water Bottle Cage, Water Bottle Holder for Road Mountain Bikes\", \"asin\": \"B0CSNKYLR5\", \"price\": \"$8.99\", \"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\": \"Carbon Fiber Water Bottle Holder for Bicycle Mountain Bike Cup Holder Ultralight Bi...\", \"asin\": \"B09JP2ZTQR\", \"price\": \"$16.89\", \"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\": \"Bike Water Bottle Holder, KABON Lightweight Bicycle Alloy Aluminum Side Load Water Bottle Cage Brackets for Road Bike MTB Cycling Accessories - Blue\", \"asin\": \"B0852YV71K\", \"price\": \"$9.99\", \"quantity\": \"\"},\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\", \"quantity\": \"\"},\n{\"title\": \"ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder with Cage Mounting Base (Blue)\", \"asin\": \"B08SFZWZPP\", \"price\": \"$15.28\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Cup Holder, Short-Term Insulation Bike Bottle Holder, Universal Bottle Holder for Bicycle, Scooter, Wheelchair\", \"asin\": \"B0DNFG9CG5\", \"price\": \"$28.99\", \"quantity\": \"\"},\n{\"title\": \"Wiel Full Carbon Fiber Bicycle Bike Light Drink Water Bottle Cage Holder\", \"asin\": \"B01I9NAPDQ\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Chooee Bike Water Bottle Holder,Aluminum Bicycle Water Bottle Cage for Road Bikes Mountain Bikes 2-Pack\", \"asin\": \"B08G18FRJ9\", \"price\": \"$15.99\", \"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 Cage with Built-in Tire Levers, 2 in 1 Lightweight Bike Bottle Holder Adjustable Slide Entry Bicycle Cup Holder for MTB Road Bike Green\", \"asin\": \"B0DRF78M1H\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Water Bottle Holder, KABON Lightweight Bicycle Alloy Aluminum Side Load Water Bottle Cage Brackets for Road Bike MTB Cycling Accessories - Blue\", \"asin\": \"B0852YV71K\", \"price\": \"$9.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"ROCKBROS Bike Water Bottle Cage Holder Lightweight Alloy Aluminum Bicycle Water Bottle Holder Cages Secure Hold Brackets Green\", \"asin\": \"B0BT9KYS3D\", \"price\": \"$15.99\"},\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\": \"corki Cycles Bike Water Bottle Holder Right Side Load Water Bottle Cage for Road, MTB, Gravel Bicycles Lime Punch 2 Pack\", \"asin\": \"B07V1RJ4ML\", \"price\": \"$14.95\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Cage Holder Lightweight Alloy Aluminum Bicycle Water Bottle Holder Cages Secure Hold Brackets\", \"asin\": \"B0BT9K54D6\", \"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\": \"2025-04-16T21:08:17.717Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:09.722Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:10.452Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.140Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.753Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:12.706Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:13.415Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:14.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:32.057Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.069Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:03.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:04.519Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.202Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:09.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:16.580Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:17.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:38.047Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:39.801Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-15T18:39:22.602Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-15T18:39:42.262Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T18:58:06.027Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\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<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"blue bike bottle holder\"}],\n\"cart_items\": [{\"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, White\", \"asin\": \"B0DSVNNCVD\", \"price\": \"$9.59\", \"quantity\": \"1\"},\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\": \"1\"},\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\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0BT9JKH4K\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Cage Holder Lightweight Alloy Aluminum Bicycle Water Bottle Holder Cages Secure Hold Brackets red\"},\n{\"price\": \"$15.99\"},\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\": \"Bike Water Bottle Holder, KABON Lightweight Bicycle Alloy Aluminum Side Load Water Bottle Cage Brackets for Road Bike MTB Cycling Accessories - Red\", \"asin\": \"B0852YWWV6\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"KABON Bike Water Bottle Holder, Lightweight 3K Carbon Fiber Bicycle Drink Water Bottle Cages for Road Mountain Bike Cycling Accessories - Pack of 2\", \"asin\": \"B0852Z93B6\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"ENLEE Bike Water Bottle Holder Carbon Water Bottle Cage Universal Bicycle Water Bottle Holder with Screws Tool for MBT/Road Bike Cycling Accessory Red\", \"asin\": \"B0DTJZ797K\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Water Bottle Holder: Ultra-Light Bicycle Bottle Cages with Screws, Alloy Alumi...\", \"asin\": \"B0DHK8NSPX\", \"price\": \"$12.99\", \"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 Alloy Aluminum Bicycle Water Bottle Cage Brackets Bike Cup Holder for Road Mountain Bikes Black\", \"asin\": \"B0C2VB8HWF\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Planet Bike Stainless Water Bottle cage Sand Blasted Finish ,One Size\", \"asin\": \"B000C12DV6\", \"price\": \"$19.64\", \"quantity\": \"\"},\n{\"title\": \"Bike Water Bottle Holder, KABON Lightweight Bicycle Alloy Aluminum Side Load Water Bottle Cage Brackets for Road Bike MTB Cycling Accessories - Blue\", \"asin\": \"B0852YV71K\", \"price\": \"$9.99\", \"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\": \"Carbon Fiber Water Bottle Holder for Bicycle Mountain Bike Cup Holder Ultralight Bi...\", \"asin\": \"B09JP2ZTQR\", \"price\": \"$16.89\", \"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 Alloy Aluminum Bicycle Water Bottle Cage Brackets Bike Cup Holder for Road Mountain Bikes Black\", \"asin\": \"B0C2VB8HWF\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Planet Bike Stainless Water Bottle cage Sand Blasted Finish ,One Size\", \"asin\": \"B000C12DV6\", \"price\": \"$19.64\", \"quantity\": \"\"},\n{\"title\": \"KABON Bike Water Bottle Holder, Lightweight Bicycle Alloy Aluminum Side Load Water Bottle Cage Brackets for Road Mountain Bike -2pcs\", \"asin\": \"B09XV51YS5\", \"price\": \"$14.99\", \"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 Aluminum Alloy, Universal Bike Water Bottle Cage for Road, Mountain and Gravel Bikes - 1Pack - Blue\", \"asin\": \"B0CNT34Z9R\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Ultralight Full Carbon Bottle Cage 18gr - Carbon Fiber Bike Parts - Carbon Fiber Bo...\", \"asin\": \"B0CFJSHKCL\", \"price\": \"$19.95\", \"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\": \"Planet Bike Stainless Water Bottle cage Sand Blasted Finish ,One Size\", \"asin\": \"B000C12DV6\", \"price\": \"$19.64\", \"quantity\": \"\"},\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\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"ROCKBROS Bike Water Bottle Cage Holder Lightweight Alloy Aluminum Bicycle Water Bottle Holder Cages Secure Hold Brackets red\", \"asin\": \"B0BT9JKH4K\", \"price\": \"$15.99\"},\n{\"title\": \"Corki Cycles Bike Water Bottle Holder Aluminum Alloy, Universal Bike Water Bottle Cage for Road, Mountain and Gravel Bikes -1 Pack - Red\", \"asin\": \"B0CNT3VFGN\", \"price\": \"$11.99\"},\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\": \"CNC Bike Water Bottle Holder, 2-Pack Bicycle Water Bottle Cage for Road Bike/Mountain Bike\\uff0cred\", \"asin\": \"B08G44KXDV\", \"price\": \"$15.99\"},\n{\"title\": \"2 Pcs Bike Water Bottle Holder, Lightweight Mountain Bike Water Bottles Rack, Bicycle Water Bottle Cage for Road Bikes\", \"asin\": \"B0C32MPZ4P\", \"price\": \"$9.99\"},\n{\"title\": \"corki Cycles Bike Water Bottle Holder Right Side Load Water Bottle Cage for Road, MTB, Gravel Bicycles Lime Punch 2 Pack\", \"asin\": \"B07V1RJ4ML\", \"price\": \"$14.95\"}]\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\": \"2025-04-16T21:08:21.417Z\", // 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
2025-04-16T21:08:21.417Z
click
product_option
rule
train
2,519
2025-04-16T21:08:21.417Z
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": "2025-04-14T18:30:56.587Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-14T18:31:09.041Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:13.008Z", "action": "click_product", "action_argument": "B0CLKPNDKL"} {"timestamp": "2025-04-14T18:31:21.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T18:31:46.860Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:49.158Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:51.911Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T21:25:57.008Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:50.263Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:55.594Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:02.079Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:14.054Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:35:30.511Z", "action": "purchase", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-14T21:38:56.748Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T21:39:00.252Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-14T21:39:05.273Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:06.598Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:09.722Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:10.452Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:11.140Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:11.753Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:12.706Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:13.415Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:14.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:32.057Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:02.069Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:02.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:03.680Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:04.519Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:05.202Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:05.852Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:09.508Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:16.580Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:17.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:38.047Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:39.801Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-15T18:39:22.602Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-15T18:39:42.262Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T18:58:06.027Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"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"} <|memory_end|> <|action_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"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "blue bike bottle holder"}], "cart_items": [{"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, White", "asin": "B0DSVNNCVD", "price": "$9.59", "quantity": "1"}, {"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": "1"}, {"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", "price": "$3.99", "quantity": "1"}], "product_details": [{"asin": "B0BT9JKH4K"}, {"title": "ROCKBROS Bike Water Bottle Cage Holder Lightweight Alloy Aluminum Bicycle Water Bottle Holder Cages Secure Hold Brackets red"}, {"price": "$15.99"}, {"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": "Bike Water Bottle Holder, KABON Lightweight Bicycle Alloy Aluminum Side Load Water Bottle Cage Brackets for Road Bike MTB Cycling Accessories - Red", "asin": "B0852YWWV6", "price": "$9.99", "quantity": ""}, {"title": "KABON Bike Water Bottle Holder, Lightweight 3K Carbon Fiber Bicycle Drink Water Bottle Cages for Road Mountain Bike Cycling Accessories - Pack of 2", "asin": "B0852Z93B6", "price": "$26.99", "quantity": ""}, {"title": "ENLEE Bike Water Bottle Holder Carbon Water Bottle Cage Universal Bicycle Water Bottle Holder with Screws Tool for MBT/Road Bike Cycling Accessory Red", "asin": "B0DTJZ797K", "price": "$12.99", "quantity": ""}, {"title": "Bike Water Bottle Holder: Ultra-Light Bicycle Bottle Cages with Screws, Alloy Alumi...", "asin": "B0DHK8NSPX", "price": "$12.99", "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 Alloy Aluminum Bicycle Water Bottle Cage Brackets Bike Cup Holder for Road Mountain Bikes Black", "asin": "B0C2VB8HWF", "price": "$9.99", "quantity": ""}, {"title": "Planet Bike Stainless Water Bottle cage Sand Blasted Finish ,One Size", "asin": "B000C12DV6", "price": "$19.64", "quantity": ""}, {"title": "Bike Water Bottle Holder, KABON Lightweight Bicycle Alloy Aluminum Side Load Water Bottle Cage Brackets for Road Bike MTB Cycling Accessories - Blue", "asin": "B0852YV71K", "price": "$9.99", "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": "Carbon Fiber Water Bottle Holder for Bicycle Mountain Bike Cup Holder Ultralight Bi...", "asin": "B09JP2ZTQR", "price": "$16.89", "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 Alloy Aluminum Bicycle Water Bottle Cage Brackets Bike Cup Holder for Road Mountain Bikes Black", "asin": "B0C2VB8HWF", "price": "$9.99", "quantity": ""}, {"title": "Planet Bike Stainless Water Bottle cage Sand Blasted Finish ,One Size", "asin": "B000C12DV6", "price": "$19.64", "quantity": ""}, {"title": "KABON Bike Water Bottle Holder, Lightweight Bicycle Alloy Aluminum Side Load Water Bottle Cage Brackets for Road Mountain Bike -2pcs", "asin": "B09XV51YS5", "price": "$14.99", "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 Aluminum Alloy, Universal Bike Water Bottle Cage for Road, Mountain and Gravel Bikes - 1Pack - Blue", "asin": "B0CNT34Z9R", "price": "$11.99", "quantity": ""}, {"title": "Ultralight Full Carbon Bottle Cage 18gr - Carbon Fiber Bike Parts - Carbon Fiber Bo...", "asin": "B0CFJSHKCL", "price": "$19.95", "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": "Planet Bike Stainless Water Bottle cage Sand Blasted Finish ,One Size", "asin": "B000C12DV6", "price": "$19.64", "quantity": ""}, {"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", "quantity": ""}], "comparison_items": [{"title": "ROCKBROS Bike Water Bottle Cage Holder Lightweight Alloy Aluminum Bicycle Water Bottle Holder Cages Secure Hold Brackets red", "asin": "B0BT9JKH4K", "price": "$15.99"}, {"title": "Corki Cycles Bike Water Bottle Holder Aluminum Alloy, Universal Bike Water Bottle Cage for Road, Mountain and Gravel Bikes -1 Pack - Red", "asin": "B0CNT3VFGN", "price": "$11.99"}, {"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": "CNC Bike Water Bottle Holder, 2-Pack Bicycle Water Bottle Cage for Road Bike/Mountain Bike\uff0cred", "asin": "B08G44KXDV", "price": "$15.99"}, {"title": "2 Pcs Bike Water Bottle Holder, Lightweight Mountain Bike Water Bottles Rack, Bicycle Water Bottle Cage for Road Bikes", "asin": "B0C32MPZ4P", "price": "$9.99"}, {"title": "corki Cycles Bike Water Bottle Holder Right Side Load Water Bottle Cage for Road, MTB, Gravel Bicycles Lime Punch 2 Pack", "asin": "B07V1RJ4ML", "price": "$14.95"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-16T21:08:21.417Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-16T21:08:21.417Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-16T21:08:21.417Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>", "index": 2519, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:09.722Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:10.452Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.140Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.753Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:12.706Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:13.415Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:14.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:32.057Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.069Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:03.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:04.519Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.202Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:09.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:16.580Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:17.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:38.047Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:39.801Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-15T18:39:22.602Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-15T18:39:42.262Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T18:58:06.027Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\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<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"blue bike bottle holder\"}],\n\"cart_items\": [{\"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, White\", \"asin\": \"B0DSVNNCVD\", \"price\": \"$9.59\", \"quantity\": \"1\"},\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\": \"1\"},\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\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0BT9JKH4K\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Cage Holder Lightweight Alloy Aluminum Bicycle Water Bottle Holder Cages Secure Hold Brackets red\"},\n{\"price\": \"$15.99\"},\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\": \"Bike Water Bottle Holder, KABON Lightweight Bicycle Alloy Aluminum Side Load Water Bottle Cage Brackets for Road Bike MTB Cycling Accessories - Red\", \"asin\": \"B0852YWWV6\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"KABON Bike Water Bottle Holder, Lightweight 3K Carbon Fiber Bicycle Drink Water Bottle Cages for Road Mountain Bike Cycling Accessories - Pack of 2\", \"asin\": \"B0852Z93B6\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"ENLEE Bike Water Bottle Holder Carbon Water Bottle Cage Universal Bicycle Water Bottle Holder with Screws Tool for MBT/Road Bike Cycling Accessory Red\", \"asin\": \"B0DTJZ797K\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Water Bottle Holder: Ultra-Light Bicycle Bottle Cages with Screws, Alloy Alumi...\", \"asin\": \"B0DHK8NSPX\", \"price\": \"$12.99\", \"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 Alloy Aluminum Bicycle Water Bottle Cage Brackets Bike Cup Holder for Road Mountain Bikes Black\", \"asin\": \"B0C2VB8HWF\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Planet Bike Stainless Water Bottle cage Sand Blasted Finish ,One Size\", \"asin\": \"B000C12DV6\", \"price\": \"$19.64\", \"quantity\": \"\"},\n{\"title\": \"Bike Water Bottle Holder, KABON Lightweight Bicycle Alloy Aluminum Side Load Water Bottle Cage Brackets for Road Bike MTB Cycling Accessories - Blue\", \"asin\": \"B0852YV71K\", \"price\": \"$9.99\", \"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\": \"Carbon Fiber Water Bottle Holder for Bicycle Mountain Bike Cup Holder Ultralight Bi...\", \"asin\": \"B09JP2ZTQR\", \"price\": \"$16.89\", \"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 Alloy Aluminum Bicycle Water Bottle Cage Brackets Bike Cup Holder for Road Mountain Bikes Black\", \"asin\": \"B0C2VB8HWF\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Planet Bike Stainless Water Bottle cage Sand Blasted Finish ,One Size\", \"asin\": \"B000C12DV6\", \"price\": \"$19.64\", \"quantity\": \"\"},\n{\"title\": \"KABON Bike Water Bottle Holder, Lightweight Bicycle Alloy Aluminum Side Load Water Bottle Cage Brackets for Road Mountain Bike -2pcs\", \"asin\": \"B09XV51YS5\", \"price\": \"$14.99\", \"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 Aluminum Alloy, Universal Bike Water Bottle Cage for Road, Mountain and Gravel Bikes - 1Pack - Blue\", \"asin\": \"B0CNT34Z9R\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Ultralight Full Carbon Bottle Cage 18gr - Carbon Fiber Bike Parts - Carbon Fiber Bo...\", \"asin\": \"B0CFJSHKCL\", \"price\": \"$19.95\", \"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\": \"Planet Bike Stainless Water Bottle cage Sand Blasted Finish ,One Size\", \"asin\": \"B000C12DV6\", \"price\": \"$19.64\", \"quantity\": \"\"},\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\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"ROCKBROS Bike Water Bottle Cage Holder Lightweight Alloy Aluminum Bicycle Water Bottle Holder Cages Secure Hold Brackets red\", \"asin\": \"B0BT9JKH4K\", \"price\": \"$15.99\"},\n{\"title\": \"Corki Cycles Bike Water Bottle Holder Aluminum Alloy, Universal Bike Water Bottle Cage for Road, Mountain and Gravel Bikes -1 Pack - Red\", \"asin\": \"B0CNT3VFGN\", \"price\": \"$11.99\"},\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\": \"CNC Bike Water Bottle Holder, 2-Pack Bicycle Water Bottle Cage for Road Bike/Mountain Bike\\uff0cred\", \"asin\": \"B08G44KXDV\", \"price\": \"$15.99\"},\n{\"title\": \"2 Pcs Bike Water Bottle Holder, Lightweight Mountain Bike Water Bottles Rack, Bicycle Water Bottle Cage for Road Bikes\", \"asin\": \"B0C32MPZ4P\", \"price\": \"$9.99\"},\n{\"title\": \"corki Cycles Bike Water Bottle Holder Right Side Load Water Bottle Cage for Road, MTB, Gravel Bicycles Lime Punch 2 Pack\", \"asin\": \"B07V1RJ4ML\", \"price\": \"$14.95\"}]\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\": \"2025-04-16T21:08:21.417Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:09.722Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:10.452Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.140Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.753Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:12.706Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:13.415Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:14.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:32.057Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.069Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:03.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:04.519Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.202Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:09.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:16.580Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:17.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:38.047Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:39.801Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-15T18:39:22.602Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-15T18:39:42.262Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T18:58:06.027Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\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<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"blue bike bottle holder\"}],\n\"cart_items\": [{\"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, White\", \"asin\": \"B0DSVNNCVD\", \"price\": \"$9.59\", \"quantity\": \"1\"},\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\": \"1\"},\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\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"}],\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\": \"KABON Bike Water Bottle Holder, Lightweight Bicycle Alloy Aluminum Side Load Water Bottle Cage Brackets for Road Bike MTB-2pcs\", \"asin\": \"B09XV3GNHC\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Cage with Built-in Tire Levers, 2 in 1 Lightweight Bike Bottle Holder Adjustable Slide Entry Bicycle Cup Holder for MTB Road Bike Green\", \"asin\": \"B0DRF78M1H\", \"price\": \"$15.99\", \"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\": \"ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder with Cage Mounting Base (Blue)\", \"asin\": \"B08SFZWZPP\", \"price\": \"$15.28\", \"quantity\": \"\"},\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\", \"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 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 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\": \"HUALONG Bike Water Bottle Holder Plastic Carbon Fiber Water Bottle Cage Cages for Road Bikes Mountain Bicycle Water Bottle Cage Drink Cup Holder, 2 Pack - Black\", \"asin\": \"B0CSBNNLHB\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"TPard Carbon Fiber Water Bottle Holder for Bicycle Mountain Bike Cup Holder Ultralight Bike Water Bottle Cages for MTB Mountain Road Bike Cycling\", \"asin\": \"B09JP2ZTQR\", \"price\": \"$16.89\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Holder, Lightweight Durable Bike Water Bottle Cage, Water Bottle Holder for Road Mountain Bikes\", \"asin\": \"B0CSNKYLR5\", \"price\": \"$8.99\", \"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 Alloy Aluminum Bicycle Water Bottle Cage Brackets Bike Cup Holder for Road Mountain Bikes Black\", \"asin\": \"B0C2VB8HWF\", \"price\": \"$9.99\", \"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\": \"Bike Water Bottle Holder, Black or White Gloss, Secure Retention System, No Lost Bottles, Lightweight and Strong Bicycle Bottle Cage, Quick and Easy to Mount, Great for Road and Mountain Bikes\", \"asin\": \"B017RPEXLC\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"KABON Bike Water Bottle Holder, Lightweight Bicycle Alloy Aluminum Side Load Water Bottle Cage Brackets for Road Mountain Bike -2pcs\", \"asin\": \"B09XV51YS5\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder with Cage Mounting Base (Yellow)\", \"asin\": \"B08SH3QFYC\", \"price\": \"$15.28\", \"quantity\": \"\"},\n{\"title\": \"Full Carbon Fiber Bike Water Bottle Holder, Ultra-Light Water Bottle Cage for Bike,...\", \"asin\": \"B0DK8T9WNM\", \"price\": \"$15.99\", \"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 Alloy Aluminum Bicycle Water Bottle Cage Brackets Bike Cup Holder for Road Mountain Bikes Black\", \"asin\": \"B0C2VB8HWF\", \"price\": \"$9.99\", \"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\"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\": \"2025-04-16T21:08:26.228Z\", // 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
2025-04-16T21:08:26.228Z
purchase
B0BT9K54D6
rule
train
2,520
2025-04-16T21:08:26.228Z
purchase
B0BT9K54D6
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-14T18:30:56.587Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-14T18:31:09.041Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:13.008Z", "action": "click_product", "action_argument": "B0CLKPNDKL"} {"timestamp": "2025-04-14T18:31:21.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T18:31:46.860Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:49.158Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:51.911Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T21:25:57.008Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:50.263Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:55.594Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:02.079Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:14.054Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:35:30.511Z", "action": "purchase", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-14T21:38:56.748Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T21:39:00.252Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-14T21:39:05.273Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:06.598Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:09.722Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:10.452Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:11.140Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:11.753Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:12.706Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:13.415Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:14.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:32.057Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:02.069Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:02.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:03.680Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:04.519Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:05.202Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:05.852Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:09.508Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:16.580Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:17.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:38.047Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:39.801Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-15T18:39:22.602Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-15T18:39:42.262Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T18:58:06.027Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"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"} <|memory_end|> <|action_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"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "blue bike bottle holder"}], "cart_items": [{"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, White", "asin": "B0DSVNNCVD", "price": "$9.59", "quantity": "1"}, {"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": "1"}, {"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", "price": "$3.99", "quantity": "1"}], "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": "KABON Bike Water Bottle Holder, Lightweight Bicycle Alloy Aluminum Side Load Water Bottle Cage Brackets for Road Bike MTB-2pcs", "asin": "B09XV3GNHC", "price": "$14.99", "quantity": ""}, {"title": "ROCKBROS Bike Water Bottle Cage with Built-in Tire Levers, 2 in 1 Lightweight Bike Bottle Holder Adjustable Slide Entry Bicycle Cup Holder for MTB Road Bike Green", "asin": "B0DRF78M1H", "price": "$15.99", "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": "ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder with Cage Mounting Base (Blue)", "asin": "B08SFZWZPP", "price": "$15.28", "quantity": ""}, {"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", "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 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 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": "HUALONG Bike Water Bottle Holder Plastic Carbon Fiber Water Bottle Cage Cages for Road Bikes Mountain Bicycle Water Bottle Cage Drink Cup Holder, 2 Pack - Black", "asin": "B0CSBNNLHB", "price": "$15.99", "quantity": ""}, {"title": "TPard Carbon Fiber Water Bottle Holder for Bicycle Mountain Bike Cup Holder Ultralight Bike Water Bottle Cages for MTB Mountain Road Bike Cycling", "asin": "B09JP2ZTQR", "price": "$16.89", "quantity": ""}, {"title": "ROCKBROS Bike Water Bottle Holder, Lightweight Durable Bike Water Bottle Cage, Water Bottle Holder for Road Mountain Bikes", "asin": "B0CSNKYLR5", "price": "$8.99", "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 Alloy Aluminum Bicycle Water Bottle Cage Brackets Bike Cup Holder for Road Mountain Bikes Black", "asin": "B0C2VB8HWF", "price": "$9.99", "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": "Bike Water Bottle Holder, Black or White Gloss, Secure Retention System, No Lost Bottles, Lightweight and Strong Bicycle Bottle Cage, Quick and Easy to Mount, Great for Road and Mountain Bikes", "asin": "B017RPEXLC", "price": "$9.99", "quantity": ""}, {"title": "KABON Bike Water Bottle Holder, Lightweight Bicycle Alloy Aluminum Side Load Water Bottle Cage Brackets for Road Mountain Bike -2pcs", "asin": "B09XV51YS5", "price": "$14.99", "quantity": ""}, {"title": "ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder with Cage Mounting Base (Yellow)", "asin": "B08SH3QFYC", "price": "$15.28", "quantity": ""}, {"title": "Full Carbon Fiber Bike Water Bottle Holder, Ultra-Light Water Bottle Cage for Bike,...", "asin": "B0DK8T9WNM", "price": "$15.99", "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 Alloy Aluminum Bicycle Water Bottle Cage Brackets Bike Cup Holder for Road Mountain Bikes Black", "asin": "B0C2VB8HWF", "price": "$9.99", "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": ""}], "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": "2025-04-16T21:08:26.228Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-16T21:08:26.228Z\",\"action\": \"purchase\",\"acion_argument\": \"B0BT9K54D6\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-16T21:08:26.228Z\",\"action\": \"purchase\",\"acion_argument\": \"B0BT9K54D6\",}</answer>", "index": 2520, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:09.722Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:10.452Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.140Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.753Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:12.706Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:13.415Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:14.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:32.057Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.069Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:03.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:04.519Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.202Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:09.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:16.580Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:17.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:38.047Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:39.801Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-15T18:39:22.602Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-15T18:39:42.262Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T18:58:06.027Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\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<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"blue bike bottle holder\"}],\n\"cart_items\": [{\"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, White\", \"asin\": \"B0DSVNNCVD\", \"price\": \"$9.59\", \"quantity\": \"1\"},\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\": \"1\"},\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\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"}],\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\": \"KABON Bike Water Bottle Holder, Lightweight Bicycle Alloy Aluminum Side Load Water Bottle Cage Brackets for Road Bike MTB-2pcs\", \"asin\": \"B09XV3GNHC\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Cage with Built-in Tire Levers, 2 in 1 Lightweight Bike Bottle Holder Adjustable Slide Entry Bicycle Cup Holder for MTB Road Bike Green\", \"asin\": \"B0DRF78M1H\", \"price\": \"$15.99\", \"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\": \"ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder with Cage Mounting Base (Blue)\", \"asin\": \"B08SFZWZPP\", \"price\": \"$15.28\", \"quantity\": \"\"},\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\", \"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 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 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\": \"HUALONG Bike Water Bottle Holder Plastic Carbon Fiber Water Bottle Cage Cages for Road Bikes Mountain Bicycle Water Bottle Cage Drink Cup Holder, 2 Pack - Black\", \"asin\": \"B0CSBNNLHB\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"TPard Carbon Fiber Water Bottle Holder for Bicycle Mountain Bike Cup Holder Ultralight Bike Water Bottle Cages for MTB Mountain Road Bike Cycling\", \"asin\": \"B09JP2ZTQR\", \"price\": \"$16.89\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Water Bottle Holder, Lightweight Durable Bike Water Bottle Cage, Water Bottle Holder for Road Mountain Bikes\", \"asin\": \"B0CSNKYLR5\", \"price\": \"$8.99\", \"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 Alloy Aluminum Bicycle Water Bottle Cage Brackets Bike Cup Holder for Road Mountain Bikes Black\", \"asin\": \"B0C2VB8HWF\", \"price\": \"$9.99\", \"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\": \"Bike Water Bottle Holder, Black or White Gloss, Secure Retention System, No Lost Bottles, Lightweight and Strong Bicycle Bottle Cage, Quick and Easy to Mount, Great for Road and Mountain Bikes\", \"asin\": \"B017RPEXLC\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"KABON Bike Water Bottle Holder, Lightweight Bicycle Alloy Aluminum Side Load Water Bottle Cage Brackets for Road Mountain Bike -2pcs\", \"asin\": \"B09XV51YS5\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"ZONKIE Bicycle Bottle Cages, Plastic Bike Bottle Holder with Cage Mounting Base (Yellow)\", \"asin\": \"B08SH3QFYC\", \"price\": \"$15.28\", \"quantity\": \"\"},\n{\"title\": \"Full Carbon Fiber Bike Water Bottle Holder, Ultra-Light Water Bottle Cage for Bike,...\", \"asin\": \"B0DK8T9WNM\", \"price\": \"$15.99\", \"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 Alloy Aluminum Bicycle Water Bottle Cage Brackets Bike Cup Holder for Road Mountain Bikes Black\", \"asin\": \"B0C2VB8HWF\", \"price\": \"$9.99\", \"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\"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\": \"2025-04-16T21:08:26.228Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-04T20:26:53.926Z\", // 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
2025-04-04T20:26:53.926Z
click
nav_bar
rule
train
2,521
2025-04-04T20:26:53.926Z
click
nav_bar
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> <|memory_end|> <|action_start|> <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-04T20:26:53.926Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-04T20:26:53.926Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-04T20:26:53.926Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>", "index": 2521, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-04T20:26:53.926Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"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\"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\": \"$14.82\", \"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\": true, \"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 Sun, Apr 6 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"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\": \"One-Day FREE delivery Tomorrow, Apr 5 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"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 5 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\": \"One-Day FREE delivery Tomorrow, Apr 5 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\": \"Two-Day FREE delivery Sun, 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\": \"FREE delivery Mon, Apr 7 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 Mon, Apr 7 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 5 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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"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\": \"Two-Day FREE delivery Sun, Apr 6 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 Mon, Apr 7 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 Mon, Apr 7 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\": \"2025-04-04T20:26:58.145Z\", // 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
2025-04-04T20:26:58.145Z
click
cart_page_select
rule
train
2,522
2025-04-04T20:26:58.145Z
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|> <|memory_end|> <|action_start|> {"timestamp": "2025-04-04T20:26:53.926Z", "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": ""}], "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": "$14.82", "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": true, "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 Sun, Apr 6 FREE Returns", "quantity": "1", "selected": true, "options": []}, {"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "delivery": "One-Day FREE delivery Tomorrow, Apr 5 FREE Returns", "quantity": "1", "selected": true, "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 5 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": "One-Day FREE delivery Tomorrow, Apr 5 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": "Two-Day FREE delivery Sun, 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": "FREE delivery Mon, Apr 7 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 Mon, Apr 7 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 5 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": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items", "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": "Two-Day FREE delivery Sun, Apr 6 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 Mon, Apr 7 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 Mon, Apr 7 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": "2025-04-04T20:26:58.145Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-04T20:26:58.145Z\",\"action\": \"click\",\"acion_argument\": \"cart_page_select\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-04T20:26:58.145Z\",\"action\": \"click\",\"acion_argument\": \"cart_page_select\",}</answer>", "index": 2522, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"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\"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\": \"$14.82\", \"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\": true, \"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 Sun, Apr 6 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"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\": \"One-Day FREE delivery Tomorrow, Apr 5 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"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 5 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\": \"One-Day FREE delivery Tomorrow, Apr 5 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\": \"Two-Day FREE delivery Sun, 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\": \"FREE delivery Mon, Apr 7 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 Mon, Apr 7 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 5 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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"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\": \"Two-Day FREE delivery Sun, Apr 6 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 Mon, Apr 7 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 Mon, Apr 7 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\": \"2025-04-04T20:26:58.145Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"$14.82\", \"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\": true, \"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 Sun, Apr 6 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"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\": \"One-Day FREE delivery Tomorrow, Apr 5 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"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 5 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"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\": \"One-Day FREE delivery Tomorrow, Apr 5 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\": true, \"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\": \"Two-Day FREE delivery Sun, Apr 6 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"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\": \"FREE delivery Mon, Apr 7 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"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 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"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\": true, \"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 Mon, Apr 7 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"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 5 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"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\": true, \"options\": [{\"Color\": \"A. Black - Travel Umbrella\"}]},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\", \"quantity\": \"1\", \"selected\": true, \"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\", \"quantity\": \"1\", \"selected\": true, \"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\": \"Two-Day FREE delivery Sun, Apr 6 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"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 Mon, Apr 7 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"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 Mon, Apr 7 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"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\": true, \"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 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"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 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"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\": true, \"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\": \"2025-04-04T20:26:59.924Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-04T20:26:59.924Z
click
cart_page_select
rule
train
2,523
2025-04-04T20:26:59.924Z
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|> <|memory_end|> <|action_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"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata 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": "$14.82", "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": true, "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 Sun, Apr 6 FREE Returns", "quantity": "1", "selected": true, "options": []}, {"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "delivery": "One-Day FREE delivery Tomorrow, Apr 5 FREE Returns", "quantity": "1", "selected": true, "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 5 FREE Returns", "quantity": "1", "selected": true, "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": "One-Day FREE delivery Tomorrow, Apr 5 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": true, "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": "Two-Day FREE delivery Sun, Apr 6 FREE Returns", "quantity": "1", "selected": true, "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": "FREE delivery Mon, Apr 7 FREE Returns", "quantity": "1", "selected": true, "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 FREE Returns", "quantity": "1", "selected": true, "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": true, "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 Mon, Apr 7 FREE Returns", "quantity": "1", "selected": true, "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 5 FREE Returns", "quantity": "1", "selected": true, "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": true, "options": [{"Color": "A. Black - Travel Umbrella"}]}, {"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM", "quantity": "1", "selected": true, "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", "quantity": "1", "selected": true, "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": "Two-Day FREE delivery Sun, Apr 6 FREE Returns", "quantity": "1", "selected": true, "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 Mon, Apr 7 FREE Returns", "quantity": "1", "selected": true, "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 Mon, Apr 7 FREE Returns", "quantity": "1", "selected": true, "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": true, "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 FREE Returns", "quantity": "1", "selected": true, "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 FREE Returns", "quantity": "1", "selected": true, "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": true, "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": "2025-04-04T20:26:59.924Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-04T20:26:59.924Z\",\"action\": \"click\",\"acion_argument\": \"cart_page_select\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-04T20:26:59.924Z\",\"action\": \"click\",\"acion_argument\": \"cart_page_select\",}</answer>", "index": 2523, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"$14.82\", \"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\": true, \"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 Sun, Apr 6 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"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\": \"One-Day FREE delivery Tomorrow, Apr 5 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"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 5 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"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\": \"One-Day FREE delivery Tomorrow, Apr 5 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\": true, \"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\": \"Two-Day FREE delivery Sun, Apr 6 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"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\": \"FREE delivery Mon, Apr 7 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"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 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"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\": true, \"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 Mon, Apr 7 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"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 5 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"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\": true, \"options\": [{\"Color\": \"A. Black - Travel Umbrella\"}]},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\", \"quantity\": \"1\", \"selected\": true, \"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\", \"quantity\": \"1\", \"selected\": true, \"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\": \"Two-Day FREE delivery Sun, Apr 6 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"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 Mon, Apr 7 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"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 Mon, Apr 7 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"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\": true, \"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 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"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 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"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\": true, \"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\": \"2025-04-04T20:26:59.924Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"$14.82\", \"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 Sun, Apr 6 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\": \"One-Day FREE delivery Tomorrow, Apr 5 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 5 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\": \"One-Day FREE delivery Tomorrow, Apr 5 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\": \"Two-Day FREE delivery Sun, 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\": \"FREE delivery Mon, Apr 7 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 Mon, Apr 7 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 5 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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"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\": \"Two-Day FREE delivery Sun, Apr 6 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 Mon, Apr 7 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 Mon, Apr 7 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\": \"2025-04-04T20:27:36.533Z\", // 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
2025-04-04T20:27:36.533Z
click_product
B083MW6QVX
rule
train
2,524
2025-04-04T20:27:36.533Z
click_product
B083MW6QVX
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> <|memory_end|> <|action_start|> {"timestamp": "2025-04-04T20:26:53.926Z", "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"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata 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": "$14.82", "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 Sun, Apr 6 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": "One-Day FREE delivery Tomorrow, Apr 5 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 5 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": "One-Day FREE delivery Tomorrow, Apr 5 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": "Two-Day FREE delivery Sun, 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": "FREE delivery Mon, Apr 7 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 Mon, Apr 7 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 5 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": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items", "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": "Two-Day FREE delivery Sun, Apr 6 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 Mon, Apr 7 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 Mon, Apr 7 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": "2025-04-04T20:27:36.533Z", // 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>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-04T20:27:36.533Z\",\"action\": \"click_product\",\"acion_argument\": \"B083MW6QVX\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-04T20:27:36.533Z\",\"action\": \"click_product\",\"acion_argument\": \"B083MW6QVX\",}</answer>", "index": 2524, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"$14.82\", \"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 Sun, Apr 6 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\": \"One-Day FREE delivery Tomorrow, Apr 5 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 5 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\": \"One-Day FREE delivery Tomorrow, Apr 5 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\": \"Two-Day FREE delivery Sun, 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\": \"FREE delivery Mon, Apr 7 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 Mon, Apr 7 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 5 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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"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\": \"Two-Day FREE delivery Sun, Apr 6 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 Mon, Apr 7 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 Mon, Apr 7 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\": \"2025-04-04T20:27:36.533Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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<|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\": \"2025-04-06T21:26:50.441Z\", // 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
2025-04-06T21:26:50.441Z
click
nav_bar
rule
train
2,525
2025-04-06T21:26:50.441Z
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": "2025-04-04T20:26:53.926Z", "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"} <|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": "2025-04-06T21:26:50.441Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-06T21:26:50.441Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-06T21:26:50.441Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>", "index": 2525, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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<|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\": \"2025-04-06T21:26:50.441Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"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\"promotion_items\": [{\"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\": \"Kiehl's Ultra Facial Cleanser, Lightweight Foamy Facial Cleanser, Enriched Formula that Replenishes Skin Barrier, Gently Exfoliates and Moisturizes, Suitable for All Skin Types, Paraben Free\", \"asin\": \"B00BBFU9TU\", \"price\": \"$22.10\", \"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\": \"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\": \"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\": \"$27.00\", \"quantity\": \"\"},\n{\"title\": \"RENPHO Body Measuring Tape, Smart Tape Measure for Weight Loss, Bluetooth Fitness Equipment with App, Measuring Waist, Hip, Bust, Arms, Muscle Gain, Retractable, 60in /150cm, White\", \"asin\": \"B082W886W9\", \"price\": \"$27.99\", \"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\": \"$18.39\", \"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\"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 7\\u202fAM - 11\\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 Tue, Apr 8 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 Tue, Apr 8 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 7 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"10Packs, 2800Sheets in Total\"}]},\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 7\\u202fAM - 11\\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\": \"Two-Day FREE delivery Tue, Apr 8 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\": \"Two-Day FREE delivery Tue, Apr 8 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 7\\u202fAM - 11\\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 7\\u202fAM - 11\\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\": \"Two-Day 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 7 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 7\\u202fAM - 11\\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 7\", \"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 7\\u202fAM - 11\\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\": \"Two-Day 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 Wed, Apr 9 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 Wed, Apr 9 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 7\\u202fAM - 11\\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 7\\u202fAM - 11\\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\": []},\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\": \"2025-04-06T21:30:03.683Z\", // 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
2025-04-06T21:30:03.683Z
click
quantity
rule
train
2,526
2025-04-06T21:30:03.683Z
click
quantity
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-04T20:26:53.926Z", "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"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-06T21:26:50.441Z", "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": ""}], "promotion_items": [{"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": "Kiehl's Ultra Facial Cleanser, Lightweight Foamy Facial Cleanser, Enriched Formula that Replenishes Skin Barrier, Gently Exfoliates and Moisturizes, Suitable for All Skin Types, Paraben Free", "asin": "B00BBFU9TU", "price": "$22.10", "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": "Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue", "asin": "B07BGLT25K", "price": "$5.68", "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": "$27.00", "quantity": ""}, {"title": "RENPHO Body Measuring Tape, Smart Tape Measure for Weight Loss, Bluetooth Fitness Equipment with App, Measuring Waist, Hip, Bust, Arms, Muscle Gain, Retractable, 60in /150cm, White", "asin": "B082W886W9", "price": "$27.99", "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": "$18.39", "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": ""}], "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 7\u202fAM - 11\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 Tue, Apr 8 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 Tue, Apr 8 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 7 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "10Packs, 2800Sheets in Total"}]}, {"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 7\u202fAM - 11\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": "Two-Day FREE delivery Tue, Apr 8 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": "Two-Day FREE delivery Tue, Apr 8 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 7\u202fAM - 11\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 7\u202fAM - 11\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": "Two-Day 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 7 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 7\u202fAM - 11\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 7", "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 7\u202fAM - 11\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": "Two-Day 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 Wed, Apr 9 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 Wed, Apr 9 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 7\u202fAM - 11\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 7\u202fAM - 11\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": []}, {"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": "2025-04-06T21:30:03.683Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-06T21:30:03.683Z\",\"action\": \"click\",\"acion_argument\": \"quantity\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-06T21:30:03.683Z\",\"action\": \"click\",\"acion_argument\": \"quantity\",}</answer>", "index": 2526, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"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\"promotion_items\": [{\"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\": \"Kiehl's Ultra Facial Cleanser, Lightweight Foamy Facial Cleanser, Enriched Formula that Replenishes Skin Barrier, Gently Exfoliates and Moisturizes, Suitable for All Skin Types, Paraben Free\", \"asin\": \"B00BBFU9TU\", \"price\": \"$22.10\", \"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\": \"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\": \"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\": \"$27.00\", \"quantity\": \"\"},\n{\"title\": \"RENPHO Body Measuring Tape, Smart Tape Measure for Weight Loss, Bluetooth Fitness Equipment with App, Measuring Waist, Hip, Bust, Arms, Muscle Gain, Retractable, 60in /150cm, White\", \"asin\": \"B082W886W9\", \"price\": \"$27.99\", \"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\": \"$18.39\", \"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\"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 7\\u202fAM - 11\\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 Tue, Apr 8 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 Tue, Apr 8 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 7 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"10Packs, 2800Sheets in Total\"}]},\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 7\\u202fAM - 11\\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\": \"Two-Day FREE delivery Tue, Apr 8 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\": \"Two-Day FREE delivery Tue, Apr 8 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 7\\u202fAM - 11\\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 7\\u202fAM - 11\\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\": \"Two-Day 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 7 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 7\\u202fAM - 11\\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 7\", \"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 7\\u202fAM - 11\\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\": \"Two-Day 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 Wed, Apr 9 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 Wed, Apr 9 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 7\\u202fAM - 11\\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 7\\u202fAM - 11\\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\": []},\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\": \"2025-04-06T21:30:03.683Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"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\": \"Kiehl's Ultra Facial Cleanser, Lightweight Foamy Facial Cleanser, Enriched Formula that Replenishes Skin Barrier, Gently Exfoliates and Moisturizes, Suitable for All Skin Types, Paraben Free\", \"asin\": \"B00BBFU9TU\", \"price\": \"$22.10\", \"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\": \"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\": \"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\": \"$27.00\", \"quantity\": \"\"},\n{\"title\": \"RENPHO Body Measuring Tape, Smart Tape Measure for Weight Loss, Bluetooth Fitness Equipment with App, Measuring Waist, Hip, Bust, Arms, Muscle Gain, Retractable, 60in /150cm, White\", \"asin\": \"B082W886W9\", \"price\": \"$27.99\", \"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\": \"$18.39\", \"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\"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 7\\u202fAM - 11\\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 Tue, Apr 8 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 Tue, Apr 8 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 7 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"10Packs, 2800Sheets in Total\"}]},\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 7\\u202fAM - 11\\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\": \"Two-Day FREE delivery Tue, Apr 8 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\": \"Two-Day FREE delivery Tue, Apr 8 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 7\\u202fAM - 11\\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 7\\u202fAM - 11\\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\": \"Two-Day 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 7 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Scent\": \"Wild Mint & Eucalyptus\"}]},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 7\", \"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 7\\u202fAM - 11\\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\": \"Two-Day 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 Wed, Apr 9 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 Wed, Apr 9 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 7\\u202fAM - 11\\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 7\\u202fAM - 11\\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\": []},\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\": \"2025-04-06T21:30:08.178Z\", // 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
2025-04-06T21:30:08.178Z
click
other
rule
train
2,527
2025-04-06T21:30:08.178Z
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": "2025-04-04T20:26:53.926Z", "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"} <|memory_end|> <|action_start|> {"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"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata 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": "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": "Kiehl's Ultra Facial Cleanser, Lightweight Foamy Facial Cleanser, Enriched Formula that Replenishes Skin Barrier, Gently Exfoliates and Moisturizes, Suitable for All Skin Types, Paraben Free", "asin": "B00BBFU9TU", "price": "$22.10", "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": "Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue", "asin": "B07BGLT25K", "price": "$5.68", "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": "$27.00", "quantity": ""}, {"title": "RENPHO Body Measuring Tape, Smart Tape Measure for Weight Loss, Bluetooth Fitness Equipment with App, Measuring Waist, Hip, Bust, Arms, Muscle Gain, Retractable, 60in /150cm, White", "asin": "B082W886W9", "price": "$27.99", "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": "$18.39", "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": ""}], "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 7\u202fAM - 11\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 Tue, Apr 8 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 Tue, Apr 8 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 7 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "10Packs, 2800Sheets in Total"}]}, {"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 7\u202fAM - 11\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": "Two-Day FREE delivery Tue, Apr 8 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": "Two-Day FREE delivery Tue, Apr 8 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 7\u202fAM - 11\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 7\u202fAM - 11\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": "Two-Day 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 7 FREE Returns", "quantity": "1", "selected": false, "options": [{"Scent": "Wild Mint & Eucalyptus"}]}, {"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "delivery": "One-Day FREE delivery Tomorrow, Apr 7", "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 7\u202fAM - 11\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": "Two-Day 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 Wed, Apr 9 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 Wed, Apr 9 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 7\u202fAM - 11\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 7\u202fAM - 11\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": []}, {"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": "2025-04-06T21:30:08.178Z", // 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>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-06T21:30:08.178Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-06T21:30:08.178Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>", "index": 2527, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"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\": \"Kiehl's Ultra Facial Cleanser, Lightweight Foamy Facial Cleanser, Enriched Formula that Replenishes Skin Barrier, Gently Exfoliates and Moisturizes, Suitable for All Skin Types, Paraben Free\", \"asin\": \"B00BBFU9TU\", \"price\": \"$22.10\", \"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\": \"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\": \"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\": \"$27.00\", \"quantity\": \"\"},\n{\"title\": \"RENPHO Body Measuring Tape, Smart Tape Measure for Weight Loss, Bluetooth Fitness Equipment with App, Measuring Waist, Hip, Bust, Arms, Muscle Gain, Retractable, 60in /150cm, White\", \"asin\": \"B082W886W9\", \"price\": \"$27.99\", \"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\": \"$18.39\", \"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\"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 7\\u202fAM - 11\\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 Tue, Apr 8 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 Tue, Apr 8 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 7 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"10Packs, 2800Sheets in Total\"}]},\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 7\\u202fAM - 11\\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\": \"Two-Day FREE delivery Tue, Apr 8 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\": \"Two-Day FREE delivery Tue, Apr 8 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 7\\u202fAM - 11\\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 7\\u202fAM - 11\\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\": \"Two-Day 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 7 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Scent\": \"Wild Mint & Eucalyptus\"}]},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 7\", \"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 7\\u202fAM - 11\\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\": \"Two-Day 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 Wed, Apr 9 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 Wed, Apr 9 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 7\\u202fAM - 11\\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 7\\u202fAM - 11\\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\": []},\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\": \"2025-04-06T21:30:08.178Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"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\": \"Kiehl's Ultra Facial Cleanser, Lightweight Foamy Facial Cleanser, Enriched Formula that Replenishes Skin Barrier, Gently Exfoliates and Moisturizes, Suitable for All Skin Types, Paraben Free\", \"asin\": \"B00BBFU9TU\", \"price\": \"$22.10\", \"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\": \"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\": \"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\": \"$27.00\", \"quantity\": \"\"},\n{\"title\": \"RENPHO Body Measuring Tape, Smart Tape Measure for Weight Loss, Bluetooth Fitness Equipment with App, Measuring Waist, Hip, Bust, Arms, Muscle Gain, Retractable, 60in /150cm, White\", \"asin\": \"B082W886W9\", \"price\": \"$27.99\", \"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\": \"$18.39\", \"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\"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 7\\u202fAM - 11\\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 Tue, Apr 8 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 Tue, Apr 8 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 7 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"10Packs, 2800Sheets in Total\"}]},\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 7\\u202fAM - 11\\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\": \"Two-Day FREE delivery Tue, Apr 8 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\": \"Two-Day FREE delivery Tue, Apr 8 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 7\\u202fAM - 11\\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 7\\u202fAM - 11\\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\": \"Two-Day 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 7 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Scent\": \"Wild Mint & Eucalyptus\"}]},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 7\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Classic\"}, {\"Size\": \"40 Count (Pack of 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\", \"delivery\": \"Two-Day 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 Wed, Apr 9 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 Wed, Apr 9 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 7\\u202fAM - 11\\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 7\\u202fAM - 11\\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\": \"Terrasoul Superfoods Organic Rolled Oats, 5 lbs - Gluten-Free | Old-Fashioned | Whole Grain\", \"asin\": \"B08B2NZSLR\", \"options\": [{\"Flavor Name\": \"rolled oats\"}, {\"Size\": \"2.5 Pound (Pack of 2)\"}]},\n{\"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\": []},\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{\"title\": \"Dell S2721HS Full HD 1920 x 1080p, 75Hz IPS LED LCD Thin Bezel Adjustable Gaming Monitor, 4ms Grey-to-Grey Response Time, 16.7 Million Colors, HDMI ports, AMD FreeSync, Platinum Silver, 27.0\\\" FHD\", \"asin\": \"B09S4ZZMS9\", \"price\": \"$239.99\", \"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\": \"2025-04-06T21:31:25.457Z\", // 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
2025-04-06T21:31:25.457Z
click
other
rule
train
2,528
2025-04-06T21:31:25.457Z
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": "2025-04-04T20:26:53.926Z", "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"} <|memory_end|> <|action_start|> {"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"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata 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": "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": "Kiehl's Ultra Facial Cleanser, Lightweight Foamy Facial Cleanser, Enriched Formula that Replenishes Skin Barrier, Gently Exfoliates and Moisturizes, Suitable for All Skin Types, Paraben Free", "asin": "B00BBFU9TU", "price": "$22.10", "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": "Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue", "asin": "B07BGLT25K", "price": "$5.68", "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": "$27.00", "quantity": ""}, {"title": "RENPHO Body Measuring Tape, Smart Tape Measure for Weight Loss, Bluetooth Fitness Equipment with App, Measuring Waist, Hip, Bust, Arms, Muscle Gain, Retractable, 60in /150cm, White", "asin": "B082W886W9", "price": "$27.99", "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": "$18.39", "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": ""}], "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 7\u202fAM - 11\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 Tue, Apr 8 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 Tue, Apr 8 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 7 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "10Packs, 2800Sheets in Total"}]}, {"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 7\u202fAM - 11\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": "Two-Day FREE delivery Tue, Apr 8 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": "Two-Day FREE delivery Tue, Apr 8 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 7\u202fAM - 11\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 7\u202fAM - 11\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": "Two-Day 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 7 FREE Returns", "quantity": "1", "selected": false, "options": [{"Scent": "Wild Mint & Eucalyptus"}]}, {"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "delivery": "One-Day FREE delivery Tomorrow, Apr 7", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Classic"}, {"Size": "40 Count (Pack of 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", "delivery": "Two-Day 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 Wed, Apr 9 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 Wed, Apr 9 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 7\u202fAM - 11\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 7\u202fAM - 11\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": "Terrasoul Superfoods Organic Rolled Oats, 5 lbs - Gluten-Free | Old-Fashioned | Whole Grain", "asin": "B08B2NZSLR", "options": [{"Flavor Name": "rolled oats"}, {"Size": "2.5 Pound (Pack of 2)"}]}, {"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": []}, {"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"}]}, {"title": "Dell S2721HS Full HD 1920 x 1080p, 75Hz IPS LED LCD Thin Bezel Adjustable Gaming Monitor, 4ms Grey-to-Grey Response Time, 16.7 Million Colors, HDMI ports, AMD FreeSync, Platinum Silver, 27.0\" FHD", "asin": "B09S4ZZMS9", "price": "$239.99", "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": "2025-04-06T21:31:25.457Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-06T21:31:25.457Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-06T21:31:25.457Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>", "index": 2528, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"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\": \"Kiehl's Ultra Facial Cleanser, Lightweight Foamy Facial Cleanser, Enriched Formula that Replenishes Skin Barrier, Gently Exfoliates and Moisturizes, Suitable for All Skin Types, Paraben Free\", \"asin\": \"B00BBFU9TU\", \"price\": \"$22.10\", \"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\": \"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\": \"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\": \"$27.00\", \"quantity\": \"\"},\n{\"title\": \"RENPHO Body Measuring Tape, Smart Tape Measure for Weight Loss, Bluetooth Fitness Equipment with App, Measuring Waist, Hip, Bust, Arms, Muscle Gain, Retractable, 60in /150cm, White\", \"asin\": \"B082W886W9\", \"price\": \"$27.99\", \"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\": \"$18.39\", \"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\"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 7\\u202fAM - 11\\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 Tue, Apr 8 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 Tue, Apr 8 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 7 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"10Packs, 2800Sheets in Total\"}]},\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 7\\u202fAM - 11\\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\": \"Two-Day FREE delivery Tue, Apr 8 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\": \"Two-Day FREE delivery Tue, Apr 8 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 7\\u202fAM - 11\\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 7\\u202fAM - 11\\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\": \"Two-Day 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 7 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Scent\": \"Wild Mint & Eucalyptus\"}]},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 7\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Classic\"}, {\"Size\": \"40 Count (Pack of 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\", \"delivery\": \"Two-Day 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 Wed, Apr 9 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 Wed, Apr 9 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 7\\u202fAM - 11\\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 7\\u202fAM - 11\\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\": \"Terrasoul Superfoods Organic Rolled Oats, 5 lbs - Gluten-Free | Old-Fashioned | Whole Grain\", \"asin\": \"B08B2NZSLR\", \"options\": [{\"Flavor Name\": \"rolled oats\"}, {\"Size\": \"2.5 Pound (Pack of 2)\"}]},\n{\"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\": []},\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{\"title\": \"Dell S2721HS Full HD 1920 x 1080p, 75Hz IPS LED LCD Thin Bezel Adjustable Gaming Monitor, 4ms Grey-to-Grey Response Time, 16.7 Million Colors, HDMI ports, AMD FreeSync, Platinum Silver, 27.0\\\" FHD\", \"asin\": \"B09S4ZZMS9\", \"price\": \"$239.99\", \"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\": \"2025-04-06T21:31:25.457Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"Trojan Bareskin Premium Thin Lubricated Condoms - 10 Count\", \"asin\": \"B0045ESMZ2\", \"price\": \"$7.18\", \"quantity\": \"0\"},\n{\"title\": \"Ziploc Gallon Food Storage Freezer Bags, Grip 'n Seal Technology for Easier Grip, Open, and Close, 28 Count\", \"asin\": \"B000V9VZKE\", \"price\": \"$5.99\", \"quantity\": \"0\"},\n{\"title\": \"Glad ForceFlex Tall Kitchen Drawstring Trash Bags, 13 Gallon, 120 Count, Package May Vary\", \"asin\": \"B00ND1GDOK\", \"price\": \"$22.99\", \"quantity\": \"0\"},\n{\"title\": \"Tropicana Light Orange Juice Beverage, No Pulp, 46 fl oz Bottle\", \"asin\": \"B0CTPC4Z2W\", \"price\": \"$3.99\", \"quantity\": \"0\"},\n{\"title\": \"Pepto Bismol Liquid for Nausea, Heartburn, Indigestion, Upset Stomach, and Diarrhea - Fast Relief for 5 Symptoms, Original Flavor, 2x12 oz\", \"asin\": \"B07CL6WR1X\", \"price\": \"$10.11\", \"quantity\": \"0\"},\n{\"title\": \"Ziploc Quart Food Storage Freezer Bags, New Stay Open Design with Stand-Up Bottom, Easy to Fill, 38 Count\", \"asin\": \"B000V9VZMW\", \"price\": \"$4.78\", \"quantity\": \"0\"},\n{\"title\": \"Kellogg's Rice Krispies Treats Crispy Marshmallow Squares Original, 0.78 Oz, 40 Ct\", \"asin\": \"B000CS9ZME\", \"price\": \"$10.98\", \"quantity\": \"0\"},\n{\"title\": \"CLIF BAR Minis - White Chocolate Macadamia Nut Flavor - Made with Organic Oats - 4g Protein - Non-GMO - Plant Based - Snack-Size Energy Bars - 0.99 oz. (20 Pack)\", \"asin\": \"B07PVKSR5C\", \"price\": \"$14.69\", \"quantity\": \"0\"},\n{\"title\": \"Mutti Double Concentrated Tomato Paste (Doppio Concentrato), 4.5 oz. Tube | 1 Pack | Italy\\u2019s #1 Brand of Tomatoes | Tube Tomato Paste | Vegan Friendly & Gluten Free | No Additives or\\u202fPreservatives\", \"asin\": \"B0074RC0GY\", \"price\": \"$3.49\", \"quantity\": \"0\"},\n{\"title\": \"Osteo Bi-Flex Triple Strength, Glucosamine Chondroitin with Vitamin C Joint Health Supplement, Coated Tablets, 80 Count\", \"asin\": \"B000059Z77\", \"price\": \"$17.49\", \"quantity\": \"0\"},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{\"title\": \"Aveeno Daily Moisturizing Face Lotion with Soothing Prebiotic Oat, Gentle Lotion Nourishes Normal to Dry Skin With Moisture, Facial Lotion for Sensitive Skin, Fragrance-Free, 5 oz\", \"asin\": \"B09VVBFF1R\", \"price\": \"$9.97\", \"quantity\": \"0\"},\n{\"title\": \"Aveeno Daily Moisturizing Body Lotion, Body Lotion for Dry Skin with Prebiotic Oat, Paraben Free, Fragrance Free, Non-Greasy, Non-Comedogenic Moisturizer, 18 FL OZ\", \"asin\": \"B001459IEE\", \"price\": \"$9.97\", \"quantity\": \"0\"},\n{\"title\": \"Aveeno Skin Relief Body Wash, Fragrance-Free with Triple Oat Formula, Gentle Daily Cleanser for Sensitive Skin Leaves Itchy, Dry Skin Feeling Soothed & Moisturized, Soap-Free, 33 fl. oz\", \"asin\": \"B075X2KL5C\", \"price\": \"$12.97\", \"quantity\": \"0\"},\n{\"title\": \"Aveeno Daily Moisturizing Body Wash for Dry Skin with Soothing Oat, Creamy Shower Cleanser, Gentle, Soap-Free and Dye-Free, Lightly Scented, 33 FL OZ\", \"asin\": \"B01MT3PG83\", \"price\": \"$12.99\", \"quantity\": \"0\"},\n{\"title\": \"Olay Indulgent Moisture Body Wash for Women, Infused with Vitamin B3, 24hr Moisture, Notes of Rose and Cherry Creme Scent, 20 fl oz\", \"asin\": \"B0CNS8V3WG\", \"price\": \"$12.97\", \"quantity\": \"0\"},\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\": \"0\"},\n{\"title\": \"Monster Energy, Zero Ultra, 16 fl oz, 4 Pack\", \"asin\": \"B00MEFXEB6\", \"price\": \"$7.79\", \"quantity\": \"0\"},\n{\"title\": \"Monster Energy Zero Ultra, 16 fl oz.\", \"asin\": \"B01COOMQ6A\", \"price\": \"$2.48\", \"quantity\": \"0\"},\n{\"title\": \"V8 +ENERGY Orange Pineapple Energy Drink, Made with Real Vegetable and Fruit Juices, 8 FL OZ Can (Pack of 6)\", \"asin\": \"B01EFORZI6\", \"price\": \"$4.98\", \"quantity\": \"0\"},\n{\"title\": \"Dietz & Watson, Honey and Maple Uncured Ham\", \"asin\": \"B084RSYHPG\", \"price\": \"$9.99\", \"quantity\": \"0\"},\n{\"title\": \"HERSHEY'S Chocolate Syrup Bottle, 24 oz\", \"asin\": \"B000PYG3X4\", \"price\": \"$3.62\", \"quantity\": \"0\"},\n{\"title\": \"Degree Advanced Protection Antiperspirant Deodorant Shower Clean for 72-Hour Sweat & Odor Control for Women, with Body Heat Activated Technology, 2.6 oz\", \"asin\": \"B00J2MIZWW\", \"price\": \"$3.97\", \"quantity\": \"0\"},\n{\"title\": \"Vanity Fair Everyday Paper Napkins, 100 Count, Disposable Napkins Made Soft And Smooth For Everyday Meals\", \"asin\": \"B0014E89WM\", \"price\": \"$2.20\", \"quantity\": \"0\"},\n{\"title\": \"Lorna Doone Shortbread Cookies, 10 Packs (4 Cookies Per Pack)\", \"asin\": \"B01LF6ZY80\", \"price\": \"$5.29\", \"quantity\": \"0\"},\n{\"title\": \"Brach's Easter Brunch Jelly Beans, Springtime Easter Candy, 10 oz\", \"asin\": \"B0C5NNCC32\", \"price\": \"$3.39\", \"quantity\": \"0\"},\n{\"title\": \"mio Hydrate Lemon Lime Flavored with other natural flavor Liquid Water Enhancer, 1.62 fl oz Bottle\", \"asin\": \"B00HQUJMKG\", \"price\": \"$2.99\", \"quantity\": \"0\"}]\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\": \"2025-04-06T21:31:42.805Z\", // 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
2025-04-06T21:31:42.805Z
click
nav_bar
rule
train
2,529
2025-04-06T21:31:42.805Z
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": "2025-04-04T20:26:53.926Z", "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"} <|memory_end|> <|action_start|> {"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"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata 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": "Trojan Bareskin Premium Thin Lubricated Condoms - 10 Count", "asin": "B0045ESMZ2", "price": "$7.18", "quantity": "0"}, {"title": "Ziploc Gallon Food Storage Freezer Bags, Grip 'n Seal Technology for Easier Grip, Open, and Close, 28 Count", "asin": "B000V9VZKE", "price": "$5.99", "quantity": "0"}, {"title": "Glad ForceFlex Tall Kitchen Drawstring Trash Bags, 13 Gallon, 120 Count, Package May Vary", "asin": "B00ND1GDOK", "price": "$22.99", "quantity": "0"}, {"title": "Tropicana Light Orange Juice Beverage, No Pulp, 46 fl oz Bottle", "asin": "B0CTPC4Z2W", "price": "$3.99", "quantity": "0"}, {"title": "Pepto Bismol Liquid for Nausea, Heartburn, Indigestion, Upset Stomach, and Diarrhea - Fast Relief for 5 Symptoms, Original Flavor, 2x12 oz", "asin": "B07CL6WR1X", "price": "$10.11", "quantity": "0"}, {"title": "Ziploc Quart Food Storage Freezer Bags, New Stay Open Design with Stand-Up Bottom, Easy to Fill, 38 Count", "asin": "B000V9VZMW", "price": "$4.78", "quantity": "0"}, {"title": "Kellogg's Rice Krispies Treats Crispy Marshmallow Squares Original, 0.78 Oz, 40 Ct", "asin": "B000CS9ZME", "price": "$10.98", "quantity": "0"}, {"title": "CLIF BAR Minis - White Chocolate Macadamia Nut Flavor - Made with Organic Oats - 4g Protein - Non-GMO - Plant Based - Snack-Size Energy Bars - 0.99 oz. (20 Pack)", "asin": "B07PVKSR5C", "price": "$14.69", "quantity": "0"}, {"title": "Mutti Double Concentrated Tomato Paste (Doppio Concentrato), 4.5 oz. Tube | 1 Pack | Italy\u2019s #1 Brand of Tomatoes | Tube Tomato Paste | Vegan Friendly & Gluten Free | No Additives or\u202fPreservatives", "asin": "B0074RC0GY", "price": "$3.49", "quantity": "0"}, {"title": "Osteo Bi-Flex Triple Strength, Glucosamine Chondroitin with Vitamin C Joint Health Supplement, Coated Tablets, 80 Count", "asin": "B000059Z77", "price": "$17.49", "quantity": "0"}, {}, {}, {}, {}, {}, {}, {}, {}, {}, {}, {}, {}, {}, {}, {}, {}, {}, {}, {}, {}, {}, {}, {}, {}, {}, {}, {}, {}, {}, {}, {}, {}, {}, {}, {}, {}, {}, {}, {}, {}, {}, {}, {}, {}, {}, {}, {}, {}, {}, {}, {}, {}, {}, {}, {}, {"title": "Aveeno Daily Moisturizing Face Lotion with Soothing Prebiotic Oat, Gentle Lotion Nourishes Normal to Dry Skin With Moisture, Facial Lotion for Sensitive Skin, Fragrance-Free, 5 oz", "asin": "B09VVBFF1R", "price": "$9.97", "quantity": "0"}, {"title": "Aveeno Daily Moisturizing Body Lotion, Body Lotion for Dry Skin with Prebiotic Oat, Paraben Free, Fragrance Free, Non-Greasy, Non-Comedogenic Moisturizer, 18 FL OZ", "asin": "B001459IEE", "price": "$9.97", "quantity": "0"}, {"title": "Aveeno Skin Relief Body Wash, Fragrance-Free with Triple Oat Formula, Gentle Daily Cleanser for Sensitive Skin Leaves Itchy, Dry Skin Feeling Soothed & Moisturized, Soap-Free, 33 fl. oz", "asin": "B075X2KL5C", "price": "$12.97", "quantity": "0"}, {"title": "Aveeno Daily Moisturizing Body Wash for Dry Skin with Soothing Oat, Creamy Shower Cleanser, Gentle, Soap-Free and Dye-Free, Lightly Scented, 33 FL OZ", "asin": "B01MT3PG83", "price": "$12.99", "quantity": "0"}, {"title": "Olay Indulgent Moisture Body Wash for Women, Infused with Vitamin B3, 24hr Moisture, Notes of Rose and Cherry Creme Scent, 20 fl oz", "asin": "B0CNS8V3WG", "price": "$12.97", "quantity": "0"}, {"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": "0"}, {"title": "Monster Energy, Zero Ultra, 16 fl oz, 4 Pack", "asin": "B00MEFXEB6", "price": "$7.79", "quantity": "0"}, {"title": "Monster Energy Zero Ultra, 16 fl oz.", "asin": "B01COOMQ6A", "price": "$2.48", "quantity": "0"}, {"title": "V8 +ENERGY Orange Pineapple Energy Drink, Made with Real Vegetable and Fruit Juices, 8 FL OZ Can (Pack of 6)", "asin": "B01EFORZI6", "price": "$4.98", "quantity": "0"}, {"title": "Dietz & Watson, Honey and Maple Uncured Ham", "asin": "B084RSYHPG", "price": "$9.99", "quantity": "0"}, {"title": "HERSHEY'S Chocolate Syrup Bottle, 24 oz", "asin": "B000PYG3X4", "price": "$3.62", "quantity": "0"}, {"title": "Degree Advanced Protection Antiperspirant Deodorant Shower Clean for 72-Hour Sweat & Odor Control for Women, with Body Heat Activated Technology, 2.6 oz", "asin": "B00J2MIZWW", "price": "$3.97", "quantity": "0"}, {"title": "Vanity Fair Everyday Paper Napkins, 100 Count, Disposable Napkins Made Soft And Smooth For Everyday Meals", "asin": "B0014E89WM", "price": "$2.20", "quantity": "0"}, {"title": "Lorna Doone Shortbread Cookies, 10 Packs (4 Cookies Per Pack)", "asin": "B01LF6ZY80", "price": "$5.29", "quantity": "0"}, {"title": "Brach's Easter Brunch Jelly Beans, Springtime Easter Candy, 10 oz", "asin": "B0C5NNCC32", "price": "$3.39", "quantity": "0"}, {"title": "mio Hydrate Lemon Lime Flavored with other natural flavor Liquid Water Enhancer, 1.62 fl oz Bottle", "asin": "B00HQUJMKG", "price": "$2.99", "quantity": "0"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-06T21:31:42.805Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-06T21:31:42.805Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-06T21:31:42.805Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>", "index": 2529, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"Trojan Bareskin Premium Thin Lubricated Condoms - 10 Count\", \"asin\": \"B0045ESMZ2\", \"price\": \"$7.18\", \"quantity\": \"0\"},\n{\"title\": \"Ziploc Gallon Food Storage Freezer Bags, Grip 'n Seal Technology for Easier Grip, Open, and Close, 28 Count\", \"asin\": \"B000V9VZKE\", \"price\": \"$5.99\", \"quantity\": \"0\"},\n{\"title\": \"Glad ForceFlex Tall Kitchen Drawstring Trash Bags, 13 Gallon, 120 Count, Package May Vary\", \"asin\": \"B00ND1GDOK\", \"price\": \"$22.99\", \"quantity\": \"0\"},\n{\"title\": \"Tropicana Light Orange Juice Beverage, No Pulp, 46 fl oz Bottle\", \"asin\": \"B0CTPC4Z2W\", \"price\": \"$3.99\", \"quantity\": \"0\"},\n{\"title\": \"Pepto Bismol Liquid for Nausea, Heartburn, Indigestion, Upset Stomach, and Diarrhea - Fast Relief for 5 Symptoms, Original Flavor, 2x12 oz\", \"asin\": \"B07CL6WR1X\", \"price\": \"$10.11\", \"quantity\": \"0\"},\n{\"title\": \"Ziploc Quart Food Storage Freezer Bags, New Stay Open Design with Stand-Up Bottom, Easy to Fill, 38 Count\", \"asin\": \"B000V9VZMW\", \"price\": \"$4.78\", \"quantity\": \"0\"},\n{\"title\": \"Kellogg's Rice Krispies Treats Crispy Marshmallow Squares Original, 0.78 Oz, 40 Ct\", \"asin\": \"B000CS9ZME\", \"price\": \"$10.98\", \"quantity\": \"0\"},\n{\"title\": \"CLIF BAR Minis - White Chocolate Macadamia Nut Flavor - Made with Organic Oats - 4g Protein - Non-GMO - Plant Based - Snack-Size Energy Bars - 0.99 oz. (20 Pack)\", \"asin\": \"B07PVKSR5C\", \"price\": \"$14.69\", \"quantity\": \"0\"},\n{\"title\": \"Mutti Double Concentrated Tomato Paste (Doppio Concentrato), 4.5 oz. Tube | 1 Pack | Italy\\u2019s #1 Brand of Tomatoes | Tube Tomato Paste | Vegan Friendly & Gluten Free | No Additives or\\u202fPreservatives\", \"asin\": \"B0074RC0GY\", \"price\": \"$3.49\", \"quantity\": \"0\"},\n{\"title\": \"Osteo Bi-Flex Triple Strength, Glucosamine Chondroitin with Vitamin C Joint Health Supplement, Coated Tablets, 80 Count\", \"asin\": \"B000059Z77\", \"price\": \"$17.49\", \"quantity\": \"0\"},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{\"title\": \"Aveeno Daily Moisturizing Face Lotion with Soothing Prebiotic Oat, Gentle Lotion Nourishes Normal to Dry Skin With Moisture, Facial Lotion for Sensitive Skin, Fragrance-Free, 5 oz\", \"asin\": \"B09VVBFF1R\", \"price\": \"$9.97\", \"quantity\": \"0\"},\n{\"title\": \"Aveeno Daily Moisturizing Body Lotion, Body Lotion for Dry Skin with Prebiotic Oat, Paraben Free, Fragrance Free, Non-Greasy, Non-Comedogenic Moisturizer, 18 FL OZ\", \"asin\": \"B001459IEE\", \"price\": \"$9.97\", \"quantity\": \"0\"},\n{\"title\": \"Aveeno Skin Relief Body Wash, Fragrance-Free with Triple Oat Formula, Gentle Daily Cleanser for Sensitive Skin Leaves Itchy, Dry Skin Feeling Soothed & Moisturized, Soap-Free, 33 fl. oz\", \"asin\": \"B075X2KL5C\", \"price\": \"$12.97\", \"quantity\": \"0\"},\n{\"title\": \"Aveeno Daily Moisturizing Body Wash for Dry Skin with Soothing Oat, Creamy Shower Cleanser, Gentle, Soap-Free and Dye-Free, Lightly Scented, 33 FL OZ\", \"asin\": \"B01MT3PG83\", \"price\": \"$12.99\", \"quantity\": \"0\"},\n{\"title\": \"Olay Indulgent Moisture Body Wash for Women, Infused with Vitamin B3, 24hr Moisture, Notes of Rose and Cherry Creme Scent, 20 fl oz\", \"asin\": \"B0CNS8V3WG\", \"price\": \"$12.97\", \"quantity\": \"0\"},\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\": \"0\"},\n{\"title\": \"Monster Energy, Zero Ultra, 16 fl oz, 4 Pack\", \"asin\": \"B00MEFXEB6\", \"price\": \"$7.79\", \"quantity\": \"0\"},\n{\"title\": \"Monster Energy Zero Ultra, 16 fl oz.\", \"asin\": \"B01COOMQ6A\", \"price\": \"$2.48\", \"quantity\": \"0\"},\n{\"title\": \"V8 +ENERGY Orange Pineapple Energy Drink, Made with Real Vegetable and Fruit Juices, 8 FL OZ Can (Pack of 6)\", \"asin\": \"B01EFORZI6\", \"price\": \"$4.98\", \"quantity\": \"0\"},\n{\"title\": \"Dietz & Watson, Honey and Maple Uncured Ham\", \"asin\": \"B084RSYHPG\", \"price\": \"$9.99\", \"quantity\": \"0\"},\n{\"title\": \"HERSHEY'S Chocolate Syrup Bottle, 24 oz\", \"asin\": \"B000PYG3X4\", \"price\": \"$3.62\", \"quantity\": \"0\"},\n{\"title\": \"Degree Advanced Protection Antiperspirant Deodorant Shower Clean for 72-Hour Sweat & Odor Control for Women, with Body Heat Activated Technology, 2.6 oz\", \"asin\": \"B00J2MIZWW\", \"price\": \"$3.97\", \"quantity\": \"0\"},\n{\"title\": \"Vanity Fair Everyday Paper Napkins, 100 Count, Disposable Napkins Made Soft And Smooth For Everyday Meals\", \"asin\": \"B0014E89WM\", \"price\": \"$2.20\", \"quantity\": \"0\"},\n{\"title\": \"Lorna Doone Shortbread Cookies, 10 Packs (4 Cookies Per Pack)\", \"asin\": \"B01LF6ZY80\", \"price\": \"$5.29\", \"quantity\": \"0\"},\n{\"title\": \"Brach's Easter Brunch Jelly Beans, Springtime Easter Candy, 10 oz\", \"asin\": \"B0C5NNCC32\", \"price\": \"$3.39\", \"quantity\": \"0\"},\n{\"title\": \"mio Hydrate Lemon Lime Flavored with other natural flavor Liquid Water Enhancer, 1.62 fl oz Bottle\", \"asin\": \"B00HQUJMKG\", \"price\": \"$2.99\", \"quantity\": \"0\"}]\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\": \"2025-04-06T21:31:42.805Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"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\": \"Kiehl's Ultra Facial Cleanser, Lightweight Foamy Facial Cleanser, Enriched Formula that Replenishes Skin Barrier, Gently Exfoliates and Moisturizes, Suitable for All Skin Types, Paraben Free\", \"asin\": \"B00BBFU9TU\", \"price\": \"$22.10\", \"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\": \"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\": \"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\": \"$27.00\", \"quantity\": \"\"},\n{\"title\": \"RENPHO Body Measuring Tape, Smart Tape Measure for Weight Loss, Bluetooth Fitness Equipment with App, Measuring Waist, Hip, Bust, Arms, Muscle Gain, Retractable, 60in /150cm, White\", \"asin\": \"B082W886W9\", \"price\": \"$27.99\", \"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\": \"$18.39\", \"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\": \"Colgate Baking Soda & Peroxide Toothpaste - Whitens Teeth, Fights Cavities & Removes Stains, Brisk Mint, 6 Ounce (Pack of 2)\", \"asin\": \"B01BNHREXE\", \"price\": \"$4.24\", \"quantity\": \"\"},\n{\"title\": \"Dove Beauty Bar Gentle Skin Cleanser Moisturizing for Gentle Soft Skin Care Original Made With 1/4 Moisturizing Cream 3.75 oz, 14 Bars\", \"asin\": \"B086K2KMNR\", \"price\": \"$16.17\", \"quantity\": \"\"},\n{\"title\": \"REACH Waxed Dental Floss, Mint, Plaque Remover for Teeth, Shred Resistant, Floss Slides Smoothly, Easy to Use, Waxed, Deep Cleaning Teeth, Oral Care, PFAS Free, for Adults & Kids, 1 Pack, 55 yd\", \"asin\": \"B013OKRGWW\", \"price\": \"$1.29\", \"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 7\\u202fAM - 11\\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 Tue, Apr 8 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 Tue, Apr 8 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 7 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"10Packs, 2800Sheets in Total\"}]},\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 7\\u202fAM - 11\\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\": \"Two-Day FREE delivery Tue, Apr 8 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\": \"Two-Day FREE delivery Tue, Apr 8 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 7\\u202fAM - 11\\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 7\\u202fAM - 11\\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\": \"Two-Day 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 7 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Scent\": \"Wild Mint & Eucalyptus\"}]},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 7\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Classic\"}, {\"Size\": \"40 Count (Pack of 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\", \"delivery\": \"Two-Day 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 Wed, Apr 9 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 Wed, Apr 9 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 7\\u202fAM - 11\\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 7\\u202fAM - 11\\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\": \"Terrasoul Superfoods Organic Rolled Oats, 5 lbs - Gluten-Free | Old-Fashioned | Whole Grain\", \"asin\": \"B08B2NZSLR\", \"options\": [{\"Flavor Name\": \"rolled oats\"}, {\"Size\": \"2.5 Pound (Pack of 2)\"}]},\n{\"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\": []},\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{\"title\": \"Dell S2721HS Full HD 1920 x 1080p, 75Hz IPS LED LCD Thin Bezel Adjustable Gaming Monitor, 4ms Grey-to-Grey Response Time, 16.7 Million Colors, HDMI ports, AMD FreeSync, Platinum Silver, 27.0\\\" FHD\", \"asin\": \"B09S4ZZMS9\", \"price\": \"$239.99\", \"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\": \"2025-04-06T21:31:55.637Z\", // 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
2025-04-06T21:31:55.637Z
click_product
B09XS7JWHH
rule
train
2,530
2025-04-06T21:31:55.637Z
click_product
B09XS7JWHH
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (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"} <|memory_end|> <|action_start|> {"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"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata 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": "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": "Kiehl's Ultra Facial Cleanser, Lightweight Foamy Facial Cleanser, Enriched Formula that Replenishes Skin Barrier, Gently Exfoliates and Moisturizes, Suitable for All Skin Types, Paraben Free", "asin": "B00BBFU9TU", "price": "$22.10", "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": "Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue", "asin": "B07BGLT25K", "price": "$5.68", "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": "$27.00", "quantity": ""}, {"title": "RENPHO Body Measuring Tape, Smart Tape Measure for Weight Loss, Bluetooth Fitness Equipment with App, Measuring Waist, Hip, Bust, Arms, Muscle Gain, Retractable, 60in /150cm, White", "asin": "B082W886W9", "price": "$27.99", "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": "$18.39", "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": "Colgate Baking Soda & Peroxide Toothpaste - Whitens Teeth, Fights Cavities & Removes Stains, Brisk Mint, 6 Ounce (Pack of 2)", "asin": "B01BNHREXE", "price": "$4.24", "quantity": ""}, {"title": "Dove Beauty Bar Gentle Skin Cleanser Moisturizing for Gentle Soft Skin Care Original Made With 1/4 Moisturizing Cream 3.75 oz, 14 Bars", "asin": "B086K2KMNR", "price": "$16.17", "quantity": ""}, {"title": "REACH Waxed Dental Floss, Mint, Plaque Remover for Teeth, Shred Resistant, Floss Slides Smoothly, Easy to Use, Waxed, Deep Cleaning Teeth, Oral Care, PFAS Free, for Adults & Kids, 1 Pack, 55 yd", "asin": "B013OKRGWW", "price": "$1.29", "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 7\u202fAM - 11\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 Tue, Apr 8 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 Tue, Apr 8 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 7 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "10Packs, 2800Sheets in Total"}]}, {"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 7\u202fAM - 11\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": "Two-Day FREE delivery Tue, Apr 8 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": "Two-Day FREE delivery Tue, Apr 8 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 7\u202fAM - 11\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 7\u202fAM - 11\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": "Two-Day 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 7 FREE Returns", "quantity": "1", "selected": false, "options": [{"Scent": "Wild Mint & Eucalyptus"}]}, {"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "delivery": "One-Day FREE delivery Tomorrow, Apr 7", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Classic"}, {"Size": "40 Count (Pack of 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", "delivery": "Two-Day 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 Wed, Apr 9 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 Wed, Apr 9 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 7\u202fAM - 11\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 7\u202fAM - 11\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": "Terrasoul Superfoods Organic Rolled Oats, 5 lbs - Gluten-Free | Old-Fashioned | Whole Grain", "asin": "B08B2NZSLR", "options": [{"Flavor Name": "rolled oats"}, {"Size": "2.5 Pound (Pack of 2)"}]}, {"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": []}, {"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"}]}, {"title": "Dell S2721HS Full HD 1920 x 1080p, 75Hz IPS LED LCD Thin Bezel Adjustable Gaming Monitor, 4ms Grey-to-Grey Response Time, 16.7 Million Colors, HDMI ports, AMD FreeSync, Platinum Silver, 27.0\" FHD", "asin": "B09S4ZZMS9", "price": "$239.99", "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": "2025-04-06T21:31:55.637Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-06T21:31:55.637Z\",\"action\": \"click_product\",\"acion_argument\": \"B09XS7JWHH\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-06T21:31:55.637Z\",\"action\": \"click_product\",\"acion_argument\": \"B09XS7JWHH\",}</answer>", "index": 2530, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"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\": \"Kiehl's Ultra Facial Cleanser, Lightweight Foamy Facial Cleanser, Enriched Formula that Replenishes Skin Barrier, Gently Exfoliates and Moisturizes, Suitable for All Skin Types, Paraben Free\", \"asin\": \"B00BBFU9TU\", \"price\": \"$22.10\", \"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\": \"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\": \"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\": \"$27.00\", \"quantity\": \"\"},\n{\"title\": \"RENPHO Body Measuring Tape, Smart Tape Measure for Weight Loss, Bluetooth Fitness Equipment with App, Measuring Waist, Hip, Bust, Arms, Muscle Gain, Retractable, 60in /150cm, White\", \"asin\": \"B082W886W9\", \"price\": \"$27.99\", \"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\": \"$18.39\", \"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\": \"Colgate Baking Soda & Peroxide Toothpaste - Whitens Teeth, Fights Cavities & Removes Stains, Brisk Mint, 6 Ounce (Pack of 2)\", \"asin\": \"B01BNHREXE\", \"price\": \"$4.24\", \"quantity\": \"\"},\n{\"title\": \"Dove Beauty Bar Gentle Skin Cleanser Moisturizing for Gentle Soft Skin Care Original Made With 1/4 Moisturizing Cream 3.75 oz, 14 Bars\", \"asin\": \"B086K2KMNR\", \"price\": \"$16.17\", \"quantity\": \"\"},\n{\"title\": \"REACH Waxed Dental Floss, Mint, Plaque Remover for Teeth, Shred Resistant, Floss Slides Smoothly, Easy to Use, Waxed, Deep Cleaning Teeth, Oral Care, PFAS Free, for Adults & Kids, 1 Pack, 55 yd\", \"asin\": \"B013OKRGWW\", \"price\": \"$1.29\", \"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 7\\u202fAM - 11\\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 Tue, Apr 8 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 Tue, Apr 8 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 7 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"10Packs, 2800Sheets in Total\"}]},\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 7\\u202fAM - 11\\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\": \"Two-Day FREE delivery Tue, Apr 8 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\": \"Two-Day FREE delivery Tue, Apr 8 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 7\\u202fAM - 11\\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 7\\u202fAM - 11\\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\": \"Two-Day 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 7 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Scent\": \"Wild Mint & Eucalyptus\"}]},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 7\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Classic\"}, {\"Size\": \"40 Count (Pack of 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\", \"delivery\": \"Two-Day 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 Wed, Apr 9 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 Wed, Apr 9 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 7\\u202fAM - 11\\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 7\\u202fAM - 11\\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\": \"Terrasoul Superfoods Organic Rolled Oats, 5 lbs - Gluten-Free | Old-Fashioned | Whole Grain\", \"asin\": \"B08B2NZSLR\", \"options\": [{\"Flavor Name\": \"rolled oats\"}, {\"Size\": \"2.5 Pound (Pack of 2)\"}]},\n{\"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\": []},\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{\"title\": \"Dell S2721HS Full HD 1920 x 1080p, 75Hz IPS LED LCD Thin Bezel Adjustable Gaming Monitor, 4ms Grey-to-Grey Response Time, 16.7 Million Colors, HDMI ports, AMD FreeSync, Platinum Silver, 27.0\\\" FHD\", \"asin\": \"B09S4ZZMS9\", \"price\": \"$239.99\", \"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\": \"2025-04-06T21:31:55.637Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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<|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\": \"2025-04-07T00:42:23.928Z\", // 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
2025-04-07T00:42:23.928Z
input
meebook
rule
train
2,531
2025-04-07T00:42:23.928Z
input
meebook
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (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"} <|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": "2025-04-07T00:42:23.928Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-07T00:42:23.928Z\",\"action\": \"input\",\"acion_argument\": \"meebook\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-07T00:42:23.928Z\",\"action\": \"input\",\"acion_argument\": \"meebook\",}</answer>", "index": 2531, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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<|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\": \"2025-04-07T00:42:23.928Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"meebook\"}]\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\": \"2025-04-07T00:42:24.171Z\", // 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
2025-04-07T00:42:24.171Z
click
search
rule
train
2,532
2025-04-07T00:42:24.171Z
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"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-07T00:42:23.928Z", "action": "input", "action_argument": "meebook"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "meebook"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-07T00:42:24.171Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-07T00:42:24.171Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-07T00:42:24.171Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "index": 2532, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"meebook\"}]\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\": \"2025-04-07T00:42:24.171Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"meebook\"}],\n\"cart_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\", \"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\": \"$39.99\", \"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\": \"$206.76\", \"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\": \"$33.15\", \"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\": \"$20.02\", \"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\": \"$59.50\", \"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\": \"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\": \"\"},\n{\"title\": \"PocketBook Basic Lux 4 E-Book Reader | 6\\u02ba Glare-Free & Eye-Friendly E-Ink Technology | Compact & Lightweight E-Reader | Frontlight | Touchscreen | Wi-Fi | Dictionaries | Micro-SD Slot\", \"asin\": \"B0CCNYKY6V\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"PocketBook Verse E-Reader | Eye-Friendly 6'' E-Ink Carta\\u2122 HD Touchscreen | Adjustable SMARTlight | Up to 1 Month of Battery Life | WiFi & Memory Card Slot | E-Book Reader in Bright Blue\", \"asin\": \"B0CGVTJ47Z\", \"price\": \"$139.00\", \"quantity\": \"\"},\n{\"title\": \"PocketBook Verse Pro E-Reader Waterproof | Eye-Friendly 6'' E-Ink Carta\\u2122 HD Touchscreen | Audio-Book & E-Book Reader | Text-to-Speech Function | SMARTlight | 16GB | WiFi & Bluetooth | Red\", \"asin\": \"B0CGVXDRGP\", \"price\": \"$185.00\", \"quantity\": \"\"},\n{\"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\": \"\"},\n{\"title\": \"PocketBook Basic Lux 4 E-Book Reader | 6\\u02ba Glare-Free & Eye-Friendly E-Ink Technology | Compact & Lightweight E-Reader | Frontlight | Touchscreen | Wi-Fi | Dictionaries | Micro-SD Slot\", \"asin\": \"B0CCNYKY6V\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"eNote Paper Tablet Digital Notebook, ePaper Note Taking Tablet, 10.3\\\" E Ink Tablet Paperwhite Display for Writing & Reading | Digital Stylus | Magnetic Cover\", \"asin\": \"B0D59B2DC1\", \"price\": \"$349.99\", \"quantity\": \"\"},\n{\"title\": \"Pocketbook Era E-Reader, Stardust Silver, 16GB | 7\\u02ba Glare-Free & Eye-Friendly Touch-Screen with E -Ink Technology | Waterproof | Text-to-Speech, Audio- & E-Book Reader | SMARTlight & Built-in Speaker\", \"asin\": \"B0B56TY3CY\", \"price\": \"$249.00\", \"quantity\": \"\"},\n{\"title\": \"PocketBook Verse Pro E-Reader Waterproof | Eye-Friendly 6'' E-Ink Carta\\u2122 HD Touchscreen | Audio-Book & E-Book Reader | Text-to-Speech Function | SMARTlight | 16GB | WiFi & Bluetooth | Red\", \"asin\": \"B0CGVXDRGP\", \"price\": \"$185.00\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"(likebook) Ebook reader[M6C],6\\u201dKaleido E-ink Color Screen+ Quad core Cortex A55, 1.8GHz CPU + 3GB RAM+ 32GB Memory\\u3001Android 11\\u3001Wifi\\u3001Blutooth\\u3001support Micro SD/TF card, White\", \"asin\": \"B0D8V7329H\", \"price\": \"$189.00\", \"delivery\": \"FREE delivery Wed, Apr 9 Only 17 left in stock - order soon.\"},\n{\"title\": \"InkPad 4 | Eye-Friendly Audio & E-Book Reader | Large 7.8\\u02ba E-Ink Display | Anti-Scratch Protection | Text-to-Speech Function | Bluetooth\\u00ae | Built-in Speaker | SMARTlight | IPX8 Waterproof\", \"asin\": \"B0C2QM93N5\", \"price\": \"$299.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"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\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"M8 | 7.8\\\" eReader | HD 300PPI Eink Screen | Octa-core 2.2Ghz | 4+64G | 1TB TF Slot Expansion | Android14 | WiFi | BT5.2 | Double Microphone/Speakers | G-Sensor | Support Google Play | White\", \"asin\": \"B0CGMZX5W7\", \"price\": \"$259.00\", \"delivery\": \"FREE delivery Thu, Apr 10 for Prime members Only 20 left in stock - order soon.\"},\n{\"title\": \"Meebook E-Reader M6 | 6' Eink Carta Screen 300PPI | Adjustable Smart Light | Android 11 | Ouad Core Processor | Audio Books|Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Purple\", \"asin\": \"B0BX9LG11R\", \"price\": \"$159.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8 Only 15 left in stock - order soon.\"},\n{\"title\": \"Meebook Colour E-Reader M6C | 6\\u201d Color E Ink Kaleido\\u2122 3 Display | Smart Light | Android 11 | Ouad Core | Audio Books | Google Play Store | 3GB 32GB Storage | Micro-SD Slot | White\", \"asin\": \"B0D6YL9X35\", \"price\": \"$189.00\", \"delivery\": \"FREE delivery Wed, Apr 9\"},\n{\"title\": \"M7 e-Book Reader | 6.8\\\" 300PPI HD E-Ink Screen eReader | Cold/Warm Light | Android 11 | Support Google Play Store | Speaker/OTG/Type C | Micro SD Card Slot | 3GB+32GB | Gray|\", \"asin\": \"B0CGN13DCZ\", \"price\": \"$199.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"(likebook) Ebook reader[M6C],6\\u201dKaleido E-ink Color Screen+ Quad core Cortex A55, 1.8GHz CPU + 3GB RAM+ 32GB Memory\\u3001Android 11\\u3001Wifi\\u3001Blutooth\\u3001support Micro SD/TF card, White\", \"asin\": \"B0D8V7329H\", \"price\": \"$189.00\", \"delivery\": \"FREE delivery Wed, Apr 9 Only 17 left in stock - order soon.\"},\n{\"title\": \"Meebook E-Reader M8 | 7.8' Eink Carta Screen | 300PPI Smart Light | Android 14 | Octa Core Processor | Dual Mics&Speakers | Support Play Store | Hand Writing | 4GB+64GB | Micro-SD Slot | White\", \"asin\": \"B0DWS9K4WW\", \"price\": \"$259.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Meebook M8 with Stylus\", \"asin\": \"B0F3HG91CS\", \"price\": \"$289.00\", \"delivery\": \"\"},\n{\"title\": \"Libra Colour | eReader | 7\\u201d Glare-Free Colour E Ink Kaleido\\u2122 3 Display | Dark Mode Option | Audiobooks | Waterproof | Black\", \"asin\": \"B0CZXX465Z\", \"price\": \"$229.99\", \"delivery\": \"FREE delivery Sat, Apr 12 for Prime members Only 3 left in stock - order soon.\"},\n{\"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\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Basic Lux 4 E-Book Reader | 6\\u02ba Glare-Free & Eye-Friendly E-Ink Technology | Compact & Lightweight E-Reader | Frontlight | Touchscreen | Wi-Fi | Dictionaries | Micro-SD Slot\", \"asin\": \"B0CCNYKY6V\", \"price\": \"$119.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Era Color E-Reader | Eye-Friendly 7'' E-Ink Kaleido 3 Touch-Screen | Audio-Book & E-Book Reader | Waterproof | Text-to-Speech Function | Built-in Speaker | WiFi & Bluetooth | Stormy Sea\", \"asin\": \"B0D1Y883G2\", \"price\": \"$269.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"B751C Color Ebook Reader 7 Inch E-Ink Paper Tablet for Notes Taking, Reading and Writing (Case and Stylus Included)\", \"asin\": \"B0CTCRD9XN\", \"price\": \"$279.00\", \"delivery\": \"FREE delivery Apr 11 - 14 for Prime members\"},\n{\"title\": \"InkPad Lite | E-Book Reader with Large E-Ink Screen 9.7\\u02ba | Glare-Free & Eye-Friendly E-Reader | Wi-Fi | Adjustable SMARTlight | Micro-SD Slot | E-Readers for Kids, Adults & Seniors\", \"asin\": \"B09CLQJSCY\"},\n{\"title\": \"Basic Lux 4 E-Book Reader | 6\\u02ba Glare-Free & Eye-Friendly E-Ink Technology | Compact & Lightweight E-Reader | Frontlight | Touchscreen | Wi-Fi | Dictionaries | Micro-SD Slot\", \"asin\": \"B0CCNYKY6V\", \"price\": \"$119.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Verse Pro E-Reader Waterproof | Eye-Friendly 6'' E-Ink Carta\\u2122 HD Touchscreen | Audio-Book & E-Book Reader | Text-to-Speech Function | SMARTlight | 16GB | WiFi & Bluetooth | Azure\", \"asin\": \"B0CGVXN52X\", \"price\": \"$189.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Sage | eReader | 8\\u201d HD Glare Free Touchscreen | Waterproof | Adjustable Brightness and Color Temperature | Blue Light Reduction | Bluetooth | WiFi | 32GB of Storage | Carta E Ink Technology\", \"asin\": \"B09HSQ6JMM\", \"price\": \"$269.99\", \"delivery\": \"FREE delivery Wed, Apr 9\"},\n{\"title\": \"2 Bundle | 10.3'' reMarkable 2 Paper Tablet and Marker Plus Pen with Built-in Eraser\", \"asin\": \"B08HDL3XJR\", \"price\": \"$449.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Meebook M8 with Leather Cover\", \"asin\": \"B0F3H32MVW\", \"price\": \"$269.00\", \"delivery\": \"\"},\n{\"title\": \"AiPaper Mini 8.2\\u2019\\u2019 AI E Ink Tablet with Adjustable Light, 297PPI Electronic Notebook with Pen, Portable 230g, 128GB Storage, Octa-Core 2.0 GHz Processor Note Taking Device\", \"asin\": \"B0DGL6R6XK\", \"price\": \"$469.00\", \"delivery\": \" Two-Day FREE delivery Tue, 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\": \"2025-04-07T00:42:59.089Z\", // 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
2025-04-07T00:42:59.089Z
click_product
B0DWS9K4WW
rule
train
2,533
2025-04-07T00:42:59.089Z
click_product
B0DWS9K4WW
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (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"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-07T00:42:23.928Z", "action": "input", "action_argument": "meebook"} {"timestamp": "2025-04-07T00:42:24.171Z", "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": "meebook"}], "cart_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", "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": "$39.99", "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": "$206.76", "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": "$33.15", "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": "$20.02", "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": "$59.50", "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": "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": ""}, {"title": "PocketBook Basic Lux 4 E-Book Reader | 6\u02ba Glare-Free & Eye-Friendly E-Ink Technology | Compact & Lightweight E-Reader | Frontlight | Touchscreen | Wi-Fi | Dictionaries | Micro-SD Slot", "asin": "B0CCNYKY6V", "price": "$119.00", "quantity": ""}, {"title": "PocketBook Verse E-Reader | Eye-Friendly 6'' E-Ink Carta\u2122 HD Touchscreen | Adjustable SMARTlight | Up to 1 Month of Battery Life | WiFi & Memory Card Slot | E-Book Reader in Bright Blue", "asin": "B0CGVTJ47Z", "price": "$139.00", "quantity": ""}, {"title": "PocketBook Verse Pro E-Reader Waterproof | Eye-Friendly 6'' E-Ink Carta\u2122 HD Touchscreen | Audio-Book & E-Book Reader | Text-to-Speech Function | SMARTlight | 16GB | WiFi & Bluetooth | Red", "asin": "B0CGVXDRGP", "price": "$185.00", "quantity": ""}, {"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": ""}, {"title": "PocketBook Basic Lux 4 E-Book Reader | 6\u02ba Glare-Free & Eye-Friendly E-Ink Technology | Compact & Lightweight E-Reader | Frontlight | Touchscreen | Wi-Fi | Dictionaries | Micro-SD Slot", "asin": "B0CCNYKY6V", "price": "$119.00", "quantity": ""}, {"title": "eNote Paper Tablet Digital Notebook, ePaper Note Taking Tablet, 10.3\" E Ink Tablet Paperwhite Display for Writing & Reading | Digital Stylus | Magnetic Cover", "asin": "B0D59B2DC1", "price": "$349.99", "quantity": ""}, {"title": "Pocketbook Era E-Reader, Stardust Silver, 16GB | 7\u02ba Glare-Free & Eye-Friendly Touch-Screen with E -Ink Technology | Waterproof | Text-to-Speech, Audio- & E-Book Reader | SMARTlight & Built-in Speaker", "asin": "B0B56TY3CY", "price": "$249.00", "quantity": ""}, {"title": "PocketBook Verse Pro E-Reader Waterproof | Eye-Friendly 6'' E-Ink Carta\u2122 HD Touchscreen | Audio-Book & E-Book Reader | Text-to-Speech Function | SMARTlight | 16GB | WiFi & Bluetooth | Red", "asin": "B0CGVXDRGP", "price": "$185.00", "quantity": ""}], "search_results": [{"title": "(likebook) Ebook reader[M6C],6\u201dKaleido E-ink Color Screen+ Quad core Cortex A55, 1.8GHz CPU + 3GB RAM+ 32GB Memory\u3001Android 11\u3001Wifi\u3001Blutooth\u3001support Micro SD/TF card, White", "asin": "B0D8V7329H", "price": "$189.00", "delivery": "FREE delivery Wed, Apr 9 Only 17 left in stock - order soon."}, {"title": "InkPad 4 | Eye-Friendly Audio & E-Book Reader | Large 7.8\u02ba E-Ink Display | Anti-Scratch Protection | Text-to-Speech Function | Bluetooth\u00ae | Built-in Speaker | SMARTlight | IPX8 Waterproof", "asin": "B0C2QM93N5", "price": "$299.00", "delivery": " Two-Day FREE delivery Tue, Apr 8"}, {"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", "delivery": " Two-Day FREE delivery Tue, Apr 8"}, {"title": "M8 | 7.8\" eReader | HD 300PPI Eink Screen | Octa-core 2.2Ghz | 4+64G | 1TB TF Slot Expansion | Android14 | WiFi | BT5.2 | Double Microphone/Speakers | G-Sensor | Support Google Play | White", "asin": "B0CGMZX5W7", "price": "$259.00", "delivery": "FREE delivery Thu, Apr 10 for Prime members Only 20 left in stock - order soon."}, {"title": "Meebook E-Reader M6 | 6' Eink Carta Screen 300PPI | Adjustable Smart Light | Android 11 | Ouad Core Processor | Audio Books|Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Purple", "asin": "B0BX9LG11R", "price": "$159.00", "delivery": " Two-Day FREE delivery Tue, Apr 8 Only 15 left in stock - order soon."}, {"title": "Meebook Colour E-Reader M6C | 6\u201d Color E Ink Kaleido\u2122 3 Display | Smart Light | Android 11 | Ouad Core | Audio Books | Google Play Store | 3GB 32GB Storage | Micro-SD Slot | White", "asin": "B0D6YL9X35", "price": "$189.00", "delivery": "FREE delivery Wed, Apr 9"}, {"title": "M7 e-Book Reader | 6.8\" 300PPI HD E-Ink Screen eReader | Cold/Warm Light | Android 11 | Support Google Play Store | Speaker/OTG/Type C | Micro SD Card Slot | 3GB+32GB | Gray|", "asin": "B0CGN13DCZ", "price": "$199.00", "delivery": " Two-Day FREE delivery Tue, Apr 8"}, {"title": "(likebook) Ebook reader[M6C],6\u201dKaleido E-ink Color Screen+ Quad core Cortex A55, 1.8GHz CPU + 3GB RAM+ 32GB Memory\u3001Android 11\u3001Wifi\u3001Blutooth\u3001support Micro SD/TF card, White", "asin": "B0D8V7329H", "price": "$189.00", "delivery": "FREE delivery Wed, Apr 9 Only 17 left in stock - order soon."}, {"title": "Meebook E-Reader M8 | 7.8' Eink Carta Screen | 300PPI Smart Light | Android 14 | Octa Core Processor | Dual Mics&Speakers | Support Play Store | Hand Writing | 4GB+64GB | Micro-SD Slot | White", "asin": "B0DWS9K4WW", "price": "$259.00", "delivery": " Two-Day FREE delivery Tue, Apr 8"}, {"title": "Meebook M8 with Stylus", "asin": "B0F3HG91CS", "price": "$289.00", "delivery": ""}, {"title": "Libra Colour | eReader | 7\u201d Glare-Free Colour E Ink Kaleido\u2122 3 Display | Dark Mode Option | Audiobooks | Waterproof | Black", "asin": "B0CZXX465Z", "price": "$229.99", "delivery": "FREE delivery Sat, Apr 12 for Prime members Only 3 left in stock - order soon."}, {"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", "delivery": " Two-Day FREE delivery Tue, Apr 8"}, {"title": "Basic Lux 4 E-Book Reader | 6\u02ba Glare-Free & Eye-Friendly E-Ink Technology | Compact & Lightweight E-Reader | Frontlight | Touchscreen | Wi-Fi | Dictionaries | Micro-SD Slot", "asin": "B0CCNYKY6V", "price": "$119.00", "delivery": " Two-Day FREE delivery Tue, Apr 8"}, {"title": "Era Color E-Reader | Eye-Friendly 7'' E-Ink Kaleido 3 Touch-Screen | Audio-Book & E-Book Reader | Waterproof | Text-to-Speech Function | Built-in Speaker | WiFi & Bluetooth | Stormy Sea", "asin": "B0D1Y883G2", "price": "$269.00", "delivery": " Two-Day FREE delivery Tue, Apr 8"}, {"title": "B751C Color Ebook Reader 7 Inch E-Ink Paper Tablet for Notes Taking, Reading and Writing (Case and Stylus Included)", "asin": "B0CTCRD9XN", "price": "$279.00", "delivery": "FREE delivery Apr 11 - 14 for Prime members"}, {"title": "InkPad Lite | E-Book Reader with Large E-Ink Screen 9.7\u02ba | Glare-Free & Eye-Friendly E-Reader | Wi-Fi | Adjustable SMARTlight | Micro-SD Slot | E-Readers for Kids, Adults & Seniors", "asin": "B09CLQJSCY"}, {"title": "Basic Lux 4 E-Book Reader | 6\u02ba Glare-Free & Eye-Friendly E-Ink Technology | Compact & Lightweight E-Reader | Frontlight | Touchscreen | Wi-Fi | Dictionaries | Micro-SD Slot", "asin": "B0CCNYKY6V", "price": "$119.00", "delivery": " Two-Day FREE delivery Tue, Apr 8"}, {"title": "Verse Pro E-Reader Waterproof | Eye-Friendly 6'' E-Ink Carta\u2122 HD Touchscreen | Audio-Book & E-Book Reader | Text-to-Speech Function | SMARTlight | 16GB | WiFi & Bluetooth | Azure", "asin": "B0CGVXN52X", "price": "$189.00", "delivery": " Two-Day FREE delivery Tue, Apr 8"}, {"title": "Sage | eReader | 8\u201d HD Glare Free Touchscreen | Waterproof | Adjustable Brightness and Color Temperature | Blue Light Reduction | Bluetooth | WiFi | 32GB of Storage | Carta E Ink Technology", "asin": "B09HSQ6JMM", "price": "$269.99", "delivery": "FREE delivery Wed, Apr 9"}, {"title": "2 Bundle | 10.3'' reMarkable 2 Paper Tablet and Marker Plus Pen with Built-in Eraser", "asin": "B08HDL3XJR", "price": "$449.00", "delivery": " Two-Day FREE delivery Tue, Apr 8"}, {"title": "Meebook M8 with Leather Cover", "asin": "B0F3H32MVW", "price": "$269.00", "delivery": ""}, {"title": "AiPaper Mini 8.2\u2019\u2019 AI E Ink Tablet with Adjustable Light, 297PPI Electronic Notebook with Pen, Portable 230g, 128GB Storage, Octa-Core 2.0 GHz Processor Note Taking Device", "asin": "B0DGL6R6XK", "price": "$469.00", "delivery": " Two-Day FREE delivery Tue, 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": "2025-04-07T00:42:59.089Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-07T00:42:59.089Z\",\"action\": \"click_product\",\"acion_argument\": \"B0DWS9K4WW\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-07T00:42:59.089Z\",\"action\": \"click_product\",\"acion_argument\": \"B0DWS9K4WW\",}</answer>", "index": 2533, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"meebook\"}],\n\"cart_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\", \"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\": \"$39.99\", \"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\": \"$206.76\", \"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\": \"$33.15\", \"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\": \"$20.02\", \"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\": \"$59.50\", \"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\": \"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\": \"\"},\n{\"title\": \"PocketBook Basic Lux 4 E-Book Reader | 6\\u02ba Glare-Free & Eye-Friendly E-Ink Technology | Compact & Lightweight E-Reader | Frontlight | Touchscreen | Wi-Fi | Dictionaries | Micro-SD Slot\", \"asin\": \"B0CCNYKY6V\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"PocketBook Verse E-Reader | Eye-Friendly 6'' E-Ink Carta\\u2122 HD Touchscreen | Adjustable SMARTlight | Up to 1 Month of Battery Life | WiFi & Memory Card Slot | E-Book Reader in Bright Blue\", \"asin\": \"B0CGVTJ47Z\", \"price\": \"$139.00\", \"quantity\": \"\"},\n{\"title\": \"PocketBook Verse Pro E-Reader Waterproof | Eye-Friendly 6'' E-Ink Carta\\u2122 HD Touchscreen | Audio-Book & E-Book Reader | Text-to-Speech Function | SMARTlight | 16GB | WiFi & Bluetooth | Red\", \"asin\": \"B0CGVXDRGP\", \"price\": \"$185.00\", \"quantity\": \"\"},\n{\"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\": \"\"},\n{\"title\": \"PocketBook Basic Lux 4 E-Book Reader | 6\\u02ba Glare-Free & Eye-Friendly E-Ink Technology | Compact & Lightweight E-Reader | Frontlight | Touchscreen | Wi-Fi | Dictionaries | Micro-SD Slot\", \"asin\": \"B0CCNYKY6V\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"eNote Paper Tablet Digital Notebook, ePaper Note Taking Tablet, 10.3\\\" E Ink Tablet Paperwhite Display for Writing & Reading | Digital Stylus | Magnetic Cover\", \"asin\": \"B0D59B2DC1\", \"price\": \"$349.99\", \"quantity\": \"\"},\n{\"title\": \"Pocketbook Era E-Reader, Stardust Silver, 16GB | 7\\u02ba Glare-Free & Eye-Friendly Touch-Screen with E -Ink Technology | Waterproof | Text-to-Speech, Audio- & E-Book Reader | SMARTlight & Built-in Speaker\", \"asin\": \"B0B56TY3CY\", \"price\": \"$249.00\", \"quantity\": \"\"},\n{\"title\": \"PocketBook Verse Pro E-Reader Waterproof | Eye-Friendly 6'' E-Ink Carta\\u2122 HD Touchscreen | Audio-Book & E-Book Reader | Text-to-Speech Function | SMARTlight | 16GB | WiFi & Bluetooth | Red\", \"asin\": \"B0CGVXDRGP\", \"price\": \"$185.00\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"(likebook) Ebook reader[M6C],6\\u201dKaleido E-ink Color Screen+ Quad core Cortex A55, 1.8GHz CPU + 3GB RAM+ 32GB Memory\\u3001Android 11\\u3001Wifi\\u3001Blutooth\\u3001support Micro SD/TF card, White\", \"asin\": \"B0D8V7329H\", \"price\": \"$189.00\", \"delivery\": \"FREE delivery Wed, Apr 9 Only 17 left in stock - order soon.\"},\n{\"title\": \"InkPad 4 | Eye-Friendly Audio & E-Book Reader | Large 7.8\\u02ba E-Ink Display | Anti-Scratch Protection | Text-to-Speech Function | Bluetooth\\u00ae | Built-in Speaker | SMARTlight | IPX8 Waterproof\", \"asin\": \"B0C2QM93N5\", \"price\": \"$299.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"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\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"M8 | 7.8\\\" eReader | HD 300PPI Eink Screen | Octa-core 2.2Ghz | 4+64G | 1TB TF Slot Expansion | Android14 | WiFi | BT5.2 | Double Microphone/Speakers | G-Sensor | Support Google Play | White\", \"asin\": \"B0CGMZX5W7\", \"price\": \"$259.00\", \"delivery\": \"FREE delivery Thu, Apr 10 for Prime members Only 20 left in stock - order soon.\"},\n{\"title\": \"Meebook E-Reader M6 | 6' Eink Carta Screen 300PPI | Adjustable Smart Light | Android 11 | Ouad Core Processor | Audio Books|Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Purple\", \"asin\": \"B0BX9LG11R\", \"price\": \"$159.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8 Only 15 left in stock - order soon.\"},\n{\"title\": \"Meebook Colour E-Reader M6C | 6\\u201d Color E Ink Kaleido\\u2122 3 Display | Smart Light | Android 11 | Ouad Core | Audio Books | Google Play Store | 3GB 32GB Storage | Micro-SD Slot | White\", \"asin\": \"B0D6YL9X35\", \"price\": \"$189.00\", \"delivery\": \"FREE delivery Wed, Apr 9\"},\n{\"title\": \"M7 e-Book Reader | 6.8\\\" 300PPI HD E-Ink Screen eReader | Cold/Warm Light | Android 11 | Support Google Play Store | Speaker/OTG/Type C | Micro SD Card Slot | 3GB+32GB | Gray|\", \"asin\": \"B0CGN13DCZ\", \"price\": \"$199.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"(likebook) Ebook reader[M6C],6\\u201dKaleido E-ink Color Screen+ Quad core Cortex A55, 1.8GHz CPU + 3GB RAM+ 32GB Memory\\u3001Android 11\\u3001Wifi\\u3001Blutooth\\u3001support Micro SD/TF card, White\", \"asin\": \"B0D8V7329H\", \"price\": \"$189.00\", \"delivery\": \"FREE delivery Wed, Apr 9 Only 17 left in stock - order soon.\"},\n{\"title\": \"Meebook E-Reader M8 | 7.8' Eink Carta Screen | 300PPI Smart Light | Android 14 | Octa Core Processor | Dual Mics&Speakers | Support Play Store | Hand Writing | 4GB+64GB | Micro-SD Slot | White\", \"asin\": \"B0DWS9K4WW\", \"price\": \"$259.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Meebook M8 with Stylus\", \"asin\": \"B0F3HG91CS\", \"price\": \"$289.00\", \"delivery\": \"\"},\n{\"title\": \"Libra Colour | eReader | 7\\u201d Glare-Free Colour E Ink Kaleido\\u2122 3 Display | Dark Mode Option | Audiobooks | Waterproof | Black\", \"asin\": \"B0CZXX465Z\", \"price\": \"$229.99\", \"delivery\": \"FREE delivery Sat, Apr 12 for Prime members Only 3 left in stock - order soon.\"},\n{\"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\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Basic Lux 4 E-Book Reader | 6\\u02ba Glare-Free & Eye-Friendly E-Ink Technology | Compact & Lightweight E-Reader | Frontlight | Touchscreen | Wi-Fi | Dictionaries | Micro-SD Slot\", \"asin\": \"B0CCNYKY6V\", \"price\": \"$119.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Era Color E-Reader | Eye-Friendly 7'' E-Ink Kaleido 3 Touch-Screen | Audio-Book & E-Book Reader | Waterproof | Text-to-Speech Function | Built-in Speaker | WiFi & Bluetooth | Stormy Sea\", \"asin\": \"B0D1Y883G2\", \"price\": \"$269.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"B751C Color Ebook Reader 7 Inch E-Ink Paper Tablet for Notes Taking, Reading and Writing (Case and Stylus Included)\", \"asin\": \"B0CTCRD9XN\", \"price\": \"$279.00\", \"delivery\": \"FREE delivery Apr 11 - 14 for Prime members\"},\n{\"title\": \"InkPad Lite | E-Book Reader with Large E-Ink Screen 9.7\\u02ba | Glare-Free & Eye-Friendly E-Reader | Wi-Fi | Adjustable SMARTlight | Micro-SD Slot | E-Readers for Kids, Adults & Seniors\", \"asin\": \"B09CLQJSCY\"},\n{\"title\": \"Basic Lux 4 E-Book Reader | 6\\u02ba Glare-Free & Eye-Friendly E-Ink Technology | Compact & Lightweight E-Reader | Frontlight | Touchscreen | Wi-Fi | Dictionaries | Micro-SD Slot\", \"asin\": \"B0CCNYKY6V\", \"price\": \"$119.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Verse Pro E-Reader Waterproof | Eye-Friendly 6'' E-Ink Carta\\u2122 HD Touchscreen | Audio-Book & E-Book Reader | Text-to-Speech Function | SMARTlight | 16GB | WiFi & Bluetooth | Azure\", \"asin\": \"B0CGVXN52X\", \"price\": \"$189.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Sage | eReader | 8\\u201d HD Glare Free Touchscreen | Waterproof | Adjustable Brightness and Color Temperature | Blue Light Reduction | Bluetooth | WiFi | 32GB of Storage | Carta E Ink Technology\", \"asin\": \"B09HSQ6JMM\", \"price\": \"$269.99\", \"delivery\": \"FREE delivery Wed, Apr 9\"},\n{\"title\": \"2 Bundle | 10.3'' reMarkable 2 Paper Tablet and Marker Plus Pen with Built-in Eraser\", \"asin\": \"B08HDL3XJR\", \"price\": \"$449.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Meebook M8 with Leather Cover\", \"asin\": \"B0F3H32MVW\", \"price\": \"$269.00\", \"delivery\": \"\"},\n{\"title\": \"AiPaper Mini 8.2\\u2019\\u2019 AI E Ink Tablet with Adjustable Light, 297PPI Electronic Notebook with Pen, Portable 230g, 128GB Storage, Octa-Core 2.0 GHz Processor Note Taking Device\", \"asin\": \"B0DGL6R6XK\", \"price\": \"$469.00\", \"delivery\": \" Two-Day FREE delivery Tue, 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\": \"2025-04-07T00:42:59.089Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"meebook\"}],\n\"cart_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\", \"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\": \"$39.99\", \"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\": \"$206.76\", \"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\": \"$33.15\", \"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\": \"$20.02\", \"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\": \"$59.50\", \"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\": \"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\": \"\"},\n{\"title\": \"PocketBook Basic Lux 4 E-Book Reader | 6\\u02ba Glare-Free & Eye-Friendly E-Ink Technology | Compact & Lightweight E-Reader | Frontlight | Touchscreen | Wi-Fi | Dictionaries | Micro-SD Slot\", \"asin\": \"B0CCNYKY6V\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"PocketBook Verse E-Reader | Eye-Friendly 6'' E-Ink Carta\\u2122 HD Touchscreen | Adjustable SMARTlight | Up to 1 Month of Battery Life | WiFi & Memory Card Slot | E-Book Reader in Bright Blue\", \"asin\": \"B0CGVTJ47Z\", \"price\": \"$139.00\", \"quantity\": \"\"},\n{\"title\": \"PocketBook Verse Pro E-Reader Waterproof | Eye-Friendly 6'' E-Ink Carta\\u2122 HD Touchscreen | Audio-Book & E-Book Reader | Text-to-Speech Function | SMARTlight | 16GB | WiFi & Bluetooth | Red\", \"asin\": \"B0CGVXDRGP\", \"price\": \"$185.00\", \"quantity\": \"\"},\n{\"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\": \"\"},\n{\"title\": \"PocketBook Basic Lux 4 E-Book Reader | 6\\u02ba Glare-Free & Eye-Friendly E-Ink Technology | Compact & Lightweight E-Reader | Frontlight | Touchscreen | Wi-Fi | Dictionaries | Micro-SD Slot\", \"asin\": \"B0CCNYKY6V\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"eNote Paper Tablet Digital Notebook, ePaper Note Taking Tablet, 10.3\\\" E Ink Tablet Paperwhite Display for Writing & Reading | Digital Stylus | Magnetic Cover\", \"asin\": \"B0D59B2DC1\", \"price\": \"$349.99\", \"quantity\": \"\"},\n{\"title\": \"Pocketbook Era E-Reader, Stardust Silver, 16GB | 7\\u02ba Glare-Free & Eye-Friendly Touch-Screen with E -Ink Technology | Waterproof | Text-to-Speech, Audio- & E-Book Reader | SMARTlight & Built-in Speaker\", \"asin\": \"B0B56TY3CY\", \"price\": \"$249.00\", \"quantity\": \"\"},\n{\"title\": \"PocketBook Verse Pro E-Reader Waterproof | Eye-Friendly 6'' E-Ink Carta\\u2122 HD Touchscreen | Audio-Book & E-Book Reader | Text-to-Speech Function | SMARTlight | 16GB | WiFi & Bluetooth | Red\", \"asin\": \"B0CGVXDRGP\", \"price\": \"$185.00\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"(likebook) Ebook reader[M6C],6\\u201dKaleido E-ink Color Screen+ Quad core Cortex A55, 1.8GHz CPU + 3GB RAM+ 32GB Memory\\u3001Android 11\\u3001Wifi\\u3001Blutooth\\u3001support Micro SD/TF card, White\", \"asin\": \"B0D8V7329H\", \"price\": \"$189.00\", \"delivery\": \"FREE delivery Wed, Apr 9 Only 17 left in stock - order soon.\"},\n{\"title\": \"InkPad 4 | Eye-Friendly Audio & E-Book Reader | Large 7.8\\u02ba E-Ink Display | Anti-Scratch Protection | Text-to-Speech Function | Bluetooth\\u00ae | Built-in Speaker | SMARTlight | IPX8 Waterproof\", \"asin\": \"B0C2QM93N5\", \"price\": \"$299.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"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\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"M8 | 7.8\\\" eReader | HD 300PPI Eink Screen | Octa-core 2.2Ghz | 4+64G | 1TB TF Slot Expansion | Android14 | WiFi | BT5.2 | Double Microphone/Speakers | G-Sensor | Support Google Play | White\", \"asin\": \"B0CGMZX5W7\", \"price\": \"$259.00\", \"delivery\": \"FREE delivery Thu, Apr 10 for Prime members Only 20 left in stock - order soon.\"},\n{\"title\": \"Meebook E-Reader M6 | 6' Eink Carta Screen 300PPI | Adjustable Smart Light | Android 11 | Ouad Core Processor | Audio Books|Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Purple\", \"asin\": \"B0BX9LG11R\", \"price\": \"$159.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8 Only 15 left in stock - order soon.\"},\n{\"title\": \"Meebook Colour E-Reader M6C | 6\\u201d Color E Ink Kaleido\\u2122 3 Display | Smart Light | Android 11 | Ouad Core | Audio Books | Google Play Store | 3GB 32GB Storage | Micro-SD Slot | White\", \"asin\": \"B0D6YL9X35\", \"price\": \"$189.00\", \"delivery\": \"FREE delivery Wed, Apr 9\"},\n{\"title\": \"M7 e-Book Reader | 6.8\\\" 300PPI HD E-Ink Screen eReader | Cold/Warm Light | Android 11 | Support Google Play Store | Speaker/OTG/Type C | Micro SD Card Slot | 3GB+32GB | Gray|\", \"asin\": \"B0CGN13DCZ\", \"price\": \"$199.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"(likebook) Ebook reader[M6C],6\\u201dKaleido E-ink Color Screen+ Quad core Cortex A55, 1.8GHz CPU + 3GB RAM+ 32GB Memory\\u3001Android 11\\u3001Wifi\\u3001Blutooth\\u3001support Micro SD/TF card, White\", \"asin\": \"B0D8V7329H\", \"price\": \"$189.00\", \"delivery\": \"FREE delivery Wed, Apr 9 Only 17 left in stock - order soon.\"},\n{\"title\": \"Meebook E-Reader M8 | 7.8' Eink Carta Screen | 300PPI Smart Light | Android 14 | Octa Core Processor | Dual Mics&Speakers | Support Play Store | Hand Writing | 4GB+64GB | Micro-SD Slot | White\", \"asin\": \"B0DWS9K4WW\", \"price\": \"$259.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Meebook M8 with Stylus\", \"asin\": \"B0F3HG91CS\", \"price\": \"$289.00\", \"delivery\": \"\"},\n{\"title\": \"Libra Colour | eReader | 7\\u201d Glare-Free Colour E Ink Kaleido\\u2122 3 Display | Dark Mode Option | Audiobooks | Waterproof | Black\", \"asin\": \"B0CZXX465Z\", \"price\": \"$229.99\", \"delivery\": \"FREE delivery Sat, Apr 12 for Prime members Only 3 left in stock - order soon.\"},\n{\"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\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Basic Lux 4 E-Book Reader | 6\\u02ba Glare-Free & Eye-Friendly E-Ink Technology | Compact & Lightweight E-Reader | Frontlight | Touchscreen | Wi-Fi | Dictionaries | Micro-SD Slot\", \"asin\": \"B0CCNYKY6V\", \"price\": \"$119.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Era Color E-Reader | Eye-Friendly 7'' E-Ink Kaleido 3 Touch-Screen | Audio-Book & E-Book Reader | Waterproof | Text-to-Speech Function | Built-in Speaker | WiFi & Bluetooth | Stormy Sea\", \"asin\": \"B0D1Y883G2\", \"price\": \"$269.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"B751C Color Ebook Reader 7 Inch E-Ink Paper Tablet for Notes Taking, Reading and Writing (Case and Stylus Included)\", \"asin\": \"B0CTCRD9XN\", \"price\": \"$279.00\", \"delivery\": \"FREE delivery Apr 11 - 14 for Prime members\"},\n{\"title\": \"InkPad Lite | E-Book Reader with Large E-Ink Screen 9.7\\u02ba | Glare-Free & Eye-Friendly E-Reader | Wi-Fi | Adjustable SMARTlight | Micro-SD Slot | E-Readers for Kids, Adults & Seniors\", \"asin\": \"B09CLQJSCY\"},\n{\"title\": \"Basic Lux 4 E-Book Reader | 6\\u02ba Glare-Free & Eye-Friendly E-Ink Technology | Compact & Lightweight E-Reader | Frontlight | Touchscreen | Wi-Fi | Dictionaries | Micro-SD Slot\", \"asin\": \"B0CCNYKY6V\", \"price\": \"$119.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Verse Pro E-Reader Waterproof | Eye-Friendly 6'' E-Ink Carta\\u2122 HD Touchscreen | Audio-Book & E-Book Reader | Text-to-Speech Function | SMARTlight | 16GB | WiFi & Bluetooth | Azure\", \"asin\": \"B0CGVXN52X\", \"price\": \"$189.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Sage | eReader | 8\\u201d HD Glare Free Touchscreen | Waterproof | Adjustable Brightness and Color Temperature | Blue Light Reduction | Bluetooth | WiFi | 32GB of Storage | Carta E Ink Technology\", \"asin\": \"B09HSQ6JMM\", \"price\": \"$269.99\", \"delivery\": \"FREE delivery Wed, Apr 9\"},\n{\"title\": \"2 Bundle | 10.3'' reMarkable 2 Paper Tablet and Marker Plus Pen with Built-in Eraser\", \"asin\": \"B08HDL3XJR\", \"price\": \"$449.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Meebook M8 with Leather Cover\", \"asin\": \"B0F3H32MVW\", \"price\": \"$269.00\", \"delivery\": \"\"},\n{\"title\": \"AiPaper Mini 8.2\\u2019\\u2019 AI E Ink Tablet with Adjustable Light, 297PPI Electronic Notebook with Pen, Portable 230g, 128GB Storage, Octa-Core 2.0 GHz Processor Note Taking Device\", \"asin\": \"B0DGL6R6XK\", \"price\": \"$469.00\", \"delivery\": \" Two-Day FREE delivery Tue, 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\": \"2025-04-07T00:46:03.300Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-07T00:46:03.300Z
click_product
B0CDBYFH81
rule
train
2,534
2025-04-07T00:46:03.300Z
click_product
B0CDBYFH81
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (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"} <|memory_end|> <|action_start|> {"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"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "meebook"}], "cart_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", "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": "$39.99", "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": "$206.76", "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": "$33.15", "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": "$20.02", "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": "$59.50", "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": "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": ""}, {"title": "PocketBook Basic Lux 4 E-Book Reader | 6\u02ba Glare-Free & Eye-Friendly E-Ink Technology | Compact & Lightweight E-Reader | Frontlight | Touchscreen | Wi-Fi | Dictionaries | Micro-SD Slot", "asin": "B0CCNYKY6V", "price": "$119.00", "quantity": ""}, {"title": "PocketBook Verse E-Reader | Eye-Friendly 6'' E-Ink Carta\u2122 HD Touchscreen | Adjustable SMARTlight | Up to 1 Month of Battery Life | WiFi & Memory Card Slot | E-Book Reader in Bright Blue", "asin": "B0CGVTJ47Z", "price": "$139.00", "quantity": ""}, {"title": "PocketBook Verse Pro E-Reader Waterproof | Eye-Friendly 6'' E-Ink Carta\u2122 HD Touchscreen | Audio-Book & E-Book Reader | Text-to-Speech Function | SMARTlight | 16GB | WiFi & Bluetooth | Red", "asin": "B0CGVXDRGP", "price": "$185.00", "quantity": ""}, {"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": ""}, {"title": "PocketBook Basic Lux 4 E-Book Reader | 6\u02ba Glare-Free & Eye-Friendly E-Ink Technology | Compact & Lightweight E-Reader | Frontlight | Touchscreen | Wi-Fi | Dictionaries | Micro-SD Slot", "asin": "B0CCNYKY6V", "price": "$119.00", "quantity": ""}, {"title": "eNote Paper Tablet Digital Notebook, ePaper Note Taking Tablet, 10.3\" E Ink Tablet Paperwhite Display for Writing & Reading | Digital Stylus | Magnetic Cover", "asin": "B0D59B2DC1", "price": "$349.99", "quantity": ""}, {"title": "Pocketbook Era E-Reader, Stardust Silver, 16GB | 7\u02ba Glare-Free & Eye-Friendly Touch-Screen with E -Ink Technology | Waterproof | Text-to-Speech, Audio- & E-Book Reader | SMARTlight & Built-in Speaker", "asin": "B0B56TY3CY", "price": "$249.00", "quantity": ""}, {"title": "PocketBook Verse Pro E-Reader Waterproof | Eye-Friendly 6'' E-Ink Carta\u2122 HD Touchscreen | Audio-Book & E-Book Reader | Text-to-Speech Function | SMARTlight | 16GB | WiFi & Bluetooth | Red", "asin": "B0CGVXDRGP", "price": "$185.00", "quantity": ""}], "search_results": [{"title": "(likebook) Ebook reader[M6C],6\u201dKaleido E-ink Color Screen+ Quad core Cortex A55, 1.8GHz CPU + 3GB RAM+ 32GB Memory\u3001Android 11\u3001Wifi\u3001Blutooth\u3001support Micro SD/TF card, White", "asin": "B0D8V7329H", "price": "$189.00", "delivery": "FREE delivery Wed, Apr 9 Only 17 left in stock - order soon."}, {"title": "InkPad 4 | Eye-Friendly Audio & E-Book Reader | Large 7.8\u02ba E-Ink Display | Anti-Scratch Protection | Text-to-Speech Function | Bluetooth\u00ae | Built-in Speaker | SMARTlight | IPX8 Waterproof", "asin": "B0C2QM93N5", "price": "$299.00", "delivery": " Two-Day FREE delivery Tue, Apr 8"}, {"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", "delivery": " Two-Day FREE delivery Tue, Apr 8"}, {"title": "M8 | 7.8\" eReader | HD 300PPI Eink Screen | Octa-core 2.2Ghz | 4+64G | 1TB TF Slot Expansion | Android14 | WiFi | BT5.2 | Double Microphone/Speakers | G-Sensor | Support Google Play | White", "asin": "B0CGMZX5W7", "price": "$259.00", "delivery": "FREE delivery Thu, Apr 10 for Prime members Only 20 left in stock - order soon."}, {"title": "Meebook E-Reader M6 | 6' Eink Carta Screen 300PPI | Adjustable Smart Light | Android 11 | Ouad Core Processor | Audio Books|Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Purple", "asin": "B0BX9LG11R", "price": "$159.00", "delivery": " Two-Day FREE delivery Tue, Apr 8 Only 15 left in stock - order soon."}, {"title": "Meebook Colour E-Reader M6C | 6\u201d Color E Ink Kaleido\u2122 3 Display | Smart Light | Android 11 | Ouad Core | Audio Books | Google Play Store | 3GB 32GB Storage | Micro-SD Slot | White", "asin": "B0D6YL9X35", "price": "$189.00", "delivery": "FREE delivery Wed, Apr 9"}, {"title": "M7 e-Book Reader | 6.8\" 300PPI HD E-Ink Screen eReader | Cold/Warm Light | Android 11 | Support Google Play Store | Speaker/OTG/Type C | Micro SD Card Slot | 3GB+32GB | Gray|", "asin": "B0CGN13DCZ", "price": "$199.00", "delivery": " Two-Day FREE delivery Tue, Apr 8"}, {"title": "(likebook) Ebook reader[M6C],6\u201dKaleido E-ink Color Screen+ Quad core Cortex A55, 1.8GHz CPU + 3GB RAM+ 32GB Memory\u3001Android 11\u3001Wifi\u3001Blutooth\u3001support Micro SD/TF card, White", "asin": "B0D8V7329H", "price": "$189.00", "delivery": "FREE delivery Wed, Apr 9 Only 17 left in stock - order soon."}, {"title": "Meebook E-Reader M8 | 7.8' Eink Carta Screen | 300PPI Smart Light | Android 14 | Octa Core Processor | Dual Mics&Speakers | Support Play Store | Hand Writing | 4GB+64GB | Micro-SD Slot | White", "asin": "B0DWS9K4WW", "price": "$259.00", "delivery": " Two-Day FREE delivery Tue, Apr 8"}, {"title": "Meebook M8 with Stylus", "asin": "B0F3HG91CS", "price": "$289.00", "delivery": ""}, {"title": "Libra Colour | eReader | 7\u201d Glare-Free Colour E Ink Kaleido\u2122 3 Display | Dark Mode Option | Audiobooks | Waterproof | Black", "asin": "B0CZXX465Z", "price": "$229.99", "delivery": "FREE delivery Sat, Apr 12 for Prime members Only 3 left in stock - order soon."}, {"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", "delivery": " Two-Day FREE delivery Tue, Apr 8"}, {"title": "Basic Lux 4 E-Book Reader | 6\u02ba Glare-Free & Eye-Friendly E-Ink Technology | Compact & Lightweight E-Reader | Frontlight | Touchscreen | Wi-Fi | Dictionaries | Micro-SD Slot", "asin": "B0CCNYKY6V", "price": "$119.00", "delivery": " Two-Day FREE delivery Tue, Apr 8"}, {"title": "Era Color E-Reader | Eye-Friendly 7'' E-Ink Kaleido 3 Touch-Screen | Audio-Book & E-Book Reader | Waterproof | Text-to-Speech Function | Built-in Speaker | WiFi & Bluetooth | Stormy Sea", "asin": "B0D1Y883G2", "price": "$269.00", "delivery": " Two-Day FREE delivery Tue, Apr 8"}, {"title": "B751C Color Ebook Reader 7 Inch E-Ink Paper Tablet for Notes Taking, Reading and Writing (Case and Stylus Included)", "asin": "B0CTCRD9XN", "price": "$279.00", "delivery": "FREE delivery Apr 11 - 14 for Prime members"}, {"title": "InkPad Lite | E-Book Reader with Large E-Ink Screen 9.7\u02ba | Glare-Free & Eye-Friendly E-Reader | Wi-Fi | Adjustable SMARTlight | Micro-SD Slot | E-Readers for Kids, Adults & Seniors", "asin": "B09CLQJSCY"}, {"title": "Basic Lux 4 E-Book Reader | 6\u02ba Glare-Free & Eye-Friendly E-Ink Technology | Compact & Lightweight E-Reader | Frontlight | Touchscreen | Wi-Fi | Dictionaries | Micro-SD Slot", "asin": "B0CCNYKY6V", "price": "$119.00", "delivery": " Two-Day FREE delivery Tue, Apr 8"}, {"title": "Verse Pro E-Reader Waterproof | Eye-Friendly 6'' E-Ink Carta\u2122 HD Touchscreen | Audio-Book & E-Book Reader | Text-to-Speech Function | SMARTlight | 16GB | WiFi & Bluetooth | Azure", "asin": "B0CGVXN52X", "price": "$189.00", "delivery": " Two-Day FREE delivery Tue, Apr 8"}, {"title": "Sage | eReader | 8\u201d HD Glare Free Touchscreen | Waterproof | Adjustable Brightness and Color Temperature | Blue Light Reduction | Bluetooth | WiFi | 32GB of Storage | Carta E Ink Technology", "asin": "B09HSQ6JMM", "price": "$269.99", "delivery": "FREE delivery Wed, Apr 9"}, {"title": "2 Bundle | 10.3'' reMarkable 2 Paper Tablet and Marker Plus Pen with Built-in Eraser", "asin": "B08HDL3XJR", "price": "$449.00", "delivery": " Two-Day FREE delivery Tue, Apr 8"}, {"title": "Meebook M8 with Leather Cover", "asin": "B0F3H32MVW", "price": "$269.00", "delivery": ""}, {"title": "AiPaper Mini 8.2\u2019\u2019 AI E Ink Tablet with Adjustable Light, 297PPI Electronic Notebook with Pen, Portable 230g, 128GB Storage, Octa-Core 2.0 GHz Processor Note Taking Device", "asin": "B0DGL6R6XK", "price": "$469.00", "delivery": " Two-Day FREE delivery Tue, 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": "2025-04-07T00:46:03.300Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-07T00:46:03.300Z\",\"action\": \"click_product\",\"acion_argument\": \"B0CDBYFH81\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-07T00:46:03.300Z\",\"action\": \"click_product\",\"acion_argument\": \"B0CDBYFH81\",}</answer>", "index": 2534, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"meebook\"}],\n\"cart_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\", \"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\": \"$39.99\", \"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\": \"$206.76\", \"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\": \"$33.15\", \"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\": \"$20.02\", \"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\": \"$59.50\", \"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\": \"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\": \"\"},\n{\"title\": \"PocketBook Basic Lux 4 E-Book Reader | 6\\u02ba Glare-Free & Eye-Friendly E-Ink Technology | Compact & Lightweight E-Reader | Frontlight | Touchscreen | Wi-Fi | Dictionaries | Micro-SD Slot\", \"asin\": \"B0CCNYKY6V\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"PocketBook Verse E-Reader | Eye-Friendly 6'' E-Ink Carta\\u2122 HD Touchscreen | Adjustable SMARTlight | Up to 1 Month of Battery Life | WiFi & Memory Card Slot | E-Book Reader in Bright Blue\", \"asin\": \"B0CGVTJ47Z\", \"price\": \"$139.00\", \"quantity\": \"\"},\n{\"title\": \"PocketBook Verse Pro E-Reader Waterproof | Eye-Friendly 6'' E-Ink Carta\\u2122 HD Touchscreen | Audio-Book & E-Book Reader | Text-to-Speech Function | SMARTlight | 16GB | WiFi & Bluetooth | Red\", \"asin\": \"B0CGVXDRGP\", \"price\": \"$185.00\", \"quantity\": \"\"},\n{\"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\": \"\"},\n{\"title\": \"PocketBook Basic Lux 4 E-Book Reader | 6\\u02ba Glare-Free & Eye-Friendly E-Ink Technology | Compact & Lightweight E-Reader | Frontlight | Touchscreen | Wi-Fi | Dictionaries | Micro-SD Slot\", \"asin\": \"B0CCNYKY6V\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"eNote Paper Tablet Digital Notebook, ePaper Note Taking Tablet, 10.3\\\" E Ink Tablet Paperwhite Display for Writing & Reading | Digital Stylus | Magnetic Cover\", \"asin\": \"B0D59B2DC1\", \"price\": \"$349.99\", \"quantity\": \"\"},\n{\"title\": \"Pocketbook Era E-Reader, Stardust Silver, 16GB | 7\\u02ba Glare-Free & Eye-Friendly Touch-Screen with E -Ink Technology | Waterproof | Text-to-Speech, Audio- & E-Book Reader | SMARTlight & Built-in Speaker\", \"asin\": \"B0B56TY3CY\", \"price\": \"$249.00\", \"quantity\": \"\"},\n{\"title\": \"PocketBook Verse Pro E-Reader Waterproof | Eye-Friendly 6'' E-Ink Carta\\u2122 HD Touchscreen | Audio-Book & E-Book Reader | Text-to-Speech Function | SMARTlight | 16GB | WiFi & Bluetooth | Red\", \"asin\": \"B0CGVXDRGP\", \"price\": \"$185.00\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"(likebook) Ebook reader[M6C],6\\u201dKaleido E-ink Color Screen+ Quad core Cortex A55, 1.8GHz CPU + 3GB RAM+ 32GB Memory\\u3001Android 11\\u3001Wifi\\u3001Blutooth\\u3001support Micro SD/TF card, White\", \"asin\": \"B0D8V7329H\", \"price\": \"$189.00\", \"delivery\": \"FREE delivery Wed, Apr 9 Only 17 left in stock - order soon.\"},\n{\"title\": \"InkPad 4 | Eye-Friendly Audio & E-Book Reader | Large 7.8\\u02ba E-Ink Display | Anti-Scratch Protection | Text-to-Speech Function | Bluetooth\\u00ae | Built-in Speaker | SMARTlight | IPX8 Waterproof\", \"asin\": \"B0C2QM93N5\", \"price\": \"$299.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"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\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"M8 | 7.8\\\" eReader | HD 300PPI Eink Screen | Octa-core 2.2Ghz | 4+64G | 1TB TF Slot Expansion | Android14 | WiFi | BT5.2 | Double Microphone/Speakers | G-Sensor | Support Google Play | White\", \"asin\": \"B0CGMZX5W7\", \"price\": \"$259.00\", \"delivery\": \"FREE delivery Thu, Apr 10 for Prime members Only 20 left in stock - order soon.\"},\n{\"title\": \"Meebook E-Reader M6 | 6' Eink Carta Screen 300PPI | Adjustable Smart Light | Android 11 | Ouad Core Processor | Audio Books|Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Purple\", \"asin\": \"B0BX9LG11R\", \"price\": \"$159.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8 Only 15 left in stock - order soon.\"},\n{\"title\": \"Meebook Colour E-Reader M6C | 6\\u201d Color E Ink Kaleido\\u2122 3 Display | Smart Light | Android 11 | Ouad Core | Audio Books | Google Play Store | 3GB 32GB Storage | Micro-SD Slot | White\", \"asin\": \"B0D6YL9X35\", \"price\": \"$189.00\", \"delivery\": \"FREE delivery Wed, Apr 9\"},\n{\"title\": \"M7 e-Book Reader | 6.8\\\" 300PPI HD E-Ink Screen eReader | Cold/Warm Light | Android 11 | Support Google Play Store | Speaker/OTG/Type C | Micro SD Card Slot | 3GB+32GB | Gray|\", \"asin\": \"B0CGN13DCZ\", \"price\": \"$199.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"(likebook) Ebook reader[M6C],6\\u201dKaleido E-ink Color Screen+ Quad core Cortex A55, 1.8GHz CPU + 3GB RAM+ 32GB Memory\\u3001Android 11\\u3001Wifi\\u3001Blutooth\\u3001support Micro SD/TF card, White\", \"asin\": \"B0D8V7329H\", \"price\": \"$189.00\", \"delivery\": \"FREE delivery Wed, Apr 9 Only 17 left in stock - order soon.\"},\n{\"title\": \"Meebook E-Reader M8 | 7.8' Eink Carta Screen | 300PPI Smart Light | Android 14 | Octa Core Processor | Dual Mics&Speakers | Support Play Store | Hand Writing | 4GB+64GB | Micro-SD Slot | White\", \"asin\": \"B0DWS9K4WW\", \"price\": \"$259.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Meebook M8 with Stylus\", \"asin\": \"B0F3HG91CS\", \"price\": \"$289.00\", \"delivery\": \"\"},\n{\"title\": \"Libra Colour | eReader | 7\\u201d Glare-Free Colour E Ink Kaleido\\u2122 3 Display | Dark Mode Option | Audiobooks | Waterproof | Black\", \"asin\": \"B0CZXX465Z\", \"price\": \"$229.99\", \"delivery\": \"FREE delivery Sat, Apr 12 for Prime members Only 3 left in stock - order soon.\"},\n{\"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\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Basic Lux 4 E-Book Reader | 6\\u02ba Glare-Free & Eye-Friendly E-Ink Technology | Compact & Lightweight E-Reader | Frontlight | Touchscreen | Wi-Fi | Dictionaries | Micro-SD Slot\", \"asin\": \"B0CCNYKY6V\", \"price\": \"$119.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Era Color E-Reader | Eye-Friendly 7'' E-Ink Kaleido 3 Touch-Screen | Audio-Book & E-Book Reader | Waterproof | Text-to-Speech Function | Built-in Speaker | WiFi & Bluetooth | Stormy Sea\", \"asin\": \"B0D1Y883G2\", \"price\": \"$269.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"B751C Color Ebook Reader 7 Inch E-Ink Paper Tablet for Notes Taking, Reading and Writing (Case and Stylus Included)\", \"asin\": \"B0CTCRD9XN\", \"price\": \"$279.00\", \"delivery\": \"FREE delivery Apr 11 - 14 for Prime members\"},\n{\"title\": \"InkPad Lite | E-Book Reader with Large E-Ink Screen 9.7\\u02ba | Glare-Free & Eye-Friendly E-Reader | Wi-Fi | Adjustable SMARTlight | Micro-SD Slot | E-Readers for Kids, Adults & Seniors\", \"asin\": \"B09CLQJSCY\"},\n{\"title\": \"Basic Lux 4 E-Book Reader | 6\\u02ba Glare-Free & Eye-Friendly E-Ink Technology | Compact & Lightweight E-Reader | Frontlight | Touchscreen | Wi-Fi | Dictionaries | Micro-SD Slot\", \"asin\": \"B0CCNYKY6V\", \"price\": \"$119.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Verse Pro E-Reader Waterproof | Eye-Friendly 6'' E-Ink Carta\\u2122 HD Touchscreen | Audio-Book & E-Book Reader | Text-to-Speech Function | SMARTlight | 16GB | WiFi & Bluetooth | Azure\", \"asin\": \"B0CGVXN52X\", \"price\": \"$189.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Sage | eReader | 8\\u201d HD Glare Free Touchscreen | Waterproof | Adjustable Brightness and Color Temperature | Blue Light Reduction | Bluetooth | WiFi | 32GB of Storage | Carta E Ink Technology\", \"asin\": \"B09HSQ6JMM\", \"price\": \"$269.99\", \"delivery\": \"FREE delivery Wed, Apr 9\"},\n{\"title\": \"2 Bundle | 10.3'' reMarkable 2 Paper Tablet and Marker Plus Pen with Built-in Eraser\", \"asin\": \"B08HDL3XJR\", \"price\": \"$449.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Meebook M8 with Leather Cover\", \"asin\": \"B0F3H32MVW\", \"price\": \"$269.00\", \"delivery\": \"\"},\n{\"title\": \"AiPaper Mini 8.2\\u2019\\u2019 AI E Ink Tablet with Adjustable Light, 297PPI Electronic Notebook with Pen, Portable 230g, 128GB Storage, Octa-Core 2.0 GHz Processor Note Taking Device\", \"asin\": \"B0DGL6R6XK\", \"price\": \"$469.00\", \"delivery\": \" Two-Day FREE delivery Tue, 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\": \"2025-04-07T00:46:03.300Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"meebook\"}],\n\"cart_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\", \"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\": \"$39.99\", \"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\": \"$206.76\", \"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\": \"$33.15\", \"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\": \"$20.02\", \"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\": \"$59.50\", \"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\"product_details\": [{\"asin\": \"B0CDBYFH81\"},\n{\"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\"},\n{\"price\": \"$199.00\"},\n{\"bullet_list\": \"\\ud83d\\udcd81. 6.8\\\" E-ink Carta HD display: Carta 1200 Screen 1648*1236 300PPI HD screen, Reads like real paper with the latest e-ink technology for faster page turns . 24 level Adjustable Colour Temperature brightness lets you free read indoors and outdoors, day and night \\ud83d\\udcd82. Android 11 System: Cortex A55 Ouad Core processor, Android Open source ensure you can install Tons of 3rd party applications,provides you with abundant reading resourses, Out speaker support Audio ebooks and musics,switch seamlessly between reading and listening, listen to your story \\ud83d\\udcd83. Professional Zreader : Comes with Physical buttons ,Flexible and Intelligent reading settings, Optimized Font technology, Support multiple formats in market: PDF,DVJU,EPUB, MOBI, AZW3,TXT, HTML, RTF, FB2.zip, PDB, DOC, JPG, PNG, GIF, BMP, MP3, WAV, CBR, CBZ. \\ud83d\\udcd84. Multiple Ways of Transmition: Dual brand WIFI signal , Bluetooth, WIFI Data transfer, 3G+32G Storage enough to hold your full prviate library,Support Extension TF card upto 1TB \\ud83d\\udcd85.Long working time :Built-in 2900mAh battery ensure working one month , Beeze free design and Smartest Pocket Size make you can Carry and read it everywhere. (battery life may vary depending on actual use ) \\ud83d\\udcd86. 256 Gray Leavel Display: Excellent PDF reading experience , 256-level Black&white contrast .No Discount in Reading.After 256 gray level opened , pictiures display will more sofer and delicated, the natural display gradient will be a good parnter of comics and graphic documents reading \\ud83d\\udcd87. This link do not including any free leather cover\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Kloudnote Slim 10.3\\\" Digital Notebook, E Ink Tablet and ePaper Notepad for ebook Re...\", \"asin\": \"B0DKX87KKF\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"PocketBook Verse E-Reader | Eye-Friendly 6'' E-Ink Carta\\u2122 HD Touchscreen | Adjustable SMARTlight | Up to 1 Month of Battery Life | WiFi & Memory Card Slot | E-Book Reader in Bright Blue\", \"asin\": \"B0CGVTJ47Z\", \"price\": \"$139.00\", \"quantity\": \"\"},\n{\"title\": \"Leather Cover for 6inches Meebook Colour eReader M6C, Auto Wake up/Sleep Function\", \"asin\": \"B0DCJNHLSG\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"PocketBook InkPad Color 2 E-Book Reader | Enhanced 7.8'' E-Paper E-Ink Screen Eye-Friendly E-Reader for Comics SMARTlight Audiobooks & Text-to-Speech Bluetooth Built-in Speaker, Moon Silver\", \"asin\": \"B0C4Q2S8YD\", \"price\": \"$279.00\", \"quantity\": \"\"},\n{\"title\": \"PocketBook Verse Pro E-Reader Waterproof | Eye-Friendly 6'' E-Ink Carta\\u2122 HD Touchscreen | Audio-Book & E-Book Reader | Text-to-Speech Function | SMARTlight | 16GB | WiFi & Bluetooth | Red\", \"asin\": \"B0CGVXDRGP\", \"price\": \"$185.00\", \"quantity\": \"\"},\n{\"title\": \"Leather Cover for 7.8inches Meebook eReader M8, Auto Wake up/Sleep Function\", \"asin\": \"B0DXFCKSFS\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"ENote Paper Tablet Digital Notebook, ePaper Note Taking Tablet, 10.3\\\" E Ink Tablet ...\", \"asin\": \"B0D59B2DC1\", \"price\": \"$349.99\", \"quantity\": \"\"},\n{\"title\": \"M7 e-Book Reader | 6.8\\\" 300PPI HD E-Ink Screen eReader | Cold/Warm Light | Android ...\", \"asin\": \"B0CGN13DCZ\", \"price\": \"$199.00\", \"quantity\": \"\"},\n{\"title\": \"Meebook E-Reader M8 | 7.8' Eink Carta Screen | 300PPI Smart Light | Android 14 | Oc...\", \"asin\": \"B0DWS9K4WW\", \"price\": \"$259.00\", \"quantity\": \"\"},\n{\"title\": \"(likebook) Ebook reader[M6C],6\\u201dKaleido E-ink Color Screen+ Quad core Cortex A55, 1....\", \"asin\": \"B0D8V7329H\", \"price\": \"$189.00\", \"quantity\": \"\"},\n{\"title\": \"reMarkable 2 Bundle - Polymer Weave Folio | 10.3'' reMarkable 2 Paper Tablet, Marker Plus Pen with Built-in Eraser and Book Folio Case in Gray Polymer Weave\", \"asin\": \"B0BJJ5FJ6H\", \"price\": \"$569.00\", \"quantity\": \"\"},\n{\"title\": \"Meebook E-Reader M6 | 6' Eink Carta Screen 300PPI | Adjustable Smart Light | Androi...\", \"asin\": \"B0BX9LG11R\", \"price\": \"$159.00\", \"quantity\": \"\"},\n{\"title\": \"Meebook Colour E-Reader M6C | 6\\u201d Color E Ink Kaleido\\u2122 3 Display | Smart Light | And...\", \"asin\": \"B0D6YL9X35\", \"price\": \"$189.00\", \"quantity\": \"\"},\n{\"title\": \"Pocketbook Era E-Reader, Stardust Silver, 16GB | 7\\u02ba Glare-Free & Eye-Friendly Touch-Screen with E -Ink Technology | Waterproof | Text-to-Speech, Audio- & E-Book Reader | SMARTlight & Built-in Speaker\", \"asin\": \"B0B56TY3CY\", \"price\": \"$249.00\", \"quantity\": \"\"}],\n\"comparison_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\"},\n{\"title\": \"Meebook E-Reader M6 | 6' Eink Carta Screen 300PPI | Adjustable Smart Light | Android 11 | Ouad Core Processor | Audio Books|Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Purple\", \"asin\": \"B0BX9LG11R\", \"price\": \"$159.00\"},\n{\"title\": \"PocketBook Basic Lux 4 E-Book Reader | 6\\u02ba Glare-Free & Eye-Friendly E-Ink Technology | Compact & Lightweight E-Reader | Frontlight | Touchscreen | Wi-Fi | Dictionaries | Micro-SD Slot\", \"asin\": \"B0CCNYKY6V\", \"price\": \"$119.00\"},\n{\"title\": \"MEEBOOK (likebook) Ebook reader[M6C],6\\u201dKaleido E-ink Color Screen+ Quad core Cortex A55, 1.8GHz CPU + 3GB RAM+ 32GB Memory\\u3001Android 11\\u3001Wifi\\u3001Blutooth\\u3001support Micro SD/TF card, White\", \"asin\": \"B0D8V7329H\", \"price\": \"$189.00\"},\n{\"title\": \"Pocketbook Era E-Reader, Stardust Silver, 16GB | 7\\u02ba Glare-Free & Eye-Friendly Touch-Screen with E -Ink Technology | Waterproof | Text-to-Speech, Audio- & E-Book Reader | SMARTlight & Built-in Speaker\", \"asin\": \"B0B56TY3CY\", \"price\": \"$249.00\"},\n{\"title\": \"Bigme B751C Color Ebook Reader 7 Inch E-Ink Paper Tablet for Notes Taking, Reading and Writing(Without Stylus and Cover)\", \"asin\": \"B0D7H8F75H\", \"price\": \"$239.00\"}]\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\": \"2025-04-07T00:47:16.379Z\", // 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
2025-04-07T00:47:16.379Z
purchase
B0CDBYFH81
rule
train
2,535
2025-04-07T00:47:16.379Z
purchase
B0CDBYFH81
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (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"} <|memory_end|> <|action_start|> {"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"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "meebook"}], "cart_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", "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": "$39.99", "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": "$206.76", "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": "$33.15", "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": "$20.02", "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": "$59.50", "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"}], "product_details": [{"asin": "B0CDBYFH81"}, {"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"}, {"price": "$199.00"}, {"bullet_list": "\ud83d\udcd81. 6.8\" E-ink Carta HD display: Carta 1200 Screen 1648*1236 300PPI HD screen, Reads like real paper with the latest e-ink technology for faster page turns . 24 level Adjustable Colour Temperature brightness lets you free read indoors and outdoors, day and night \ud83d\udcd82. Android 11 System: Cortex A55 Ouad Core processor, Android Open source ensure you can install Tons of 3rd party applications,provides you with abundant reading resourses, Out speaker support Audio ebooks and musics,switch seamlessly between reading and listening, listen to your story \ud83d\udcd83. Professional Zreader : Comes with Physical buttons ,Flexible and Intelligent reading settings, Optimized Font technology, Support multiple formats in market: PDF,DVJU,EPUB, MOBI, AZW3,TXT, HTML, RTF, FB2.zip, PDB, DOC, JPG, PNG, GIF, BMP, MP3, WAV, CBR, CBZ. \ud83d\udcd84. Multiple Ways of Transmition: Dual brand WIFI signal , Bluetooth, WIFI Data transfer, 3G+32G Storage enough to hold your full prviate library,Support Extension TF card upto 1TB \ud83d\udcd85.Long working time :Built-in 2900mAh battery ensure working one month , Beeze free design and Smartest Pocket Size make you can Carry and read it everywhere. (battery life may vary depending on actual use ) \ud83d\udcd86. 256 Gray Leavel Display: Excellent PDF reading experience , 256-level Black&white contrast .No Discount in Reading.After 256 gray level opened , pictiures display will more sofer and delicated, the natural display gradient will be a good parnter of comics and graphic documents reading \ud83d\udcd87. This link do not including any free leather cover"}], "product_quantity": [{"quantity": "1"}], "promotion_items": [{"title": "Kloudnote Slim 10.3\" Digital Notebook, E Ink Tablet and ePaper Notepad for ebook Re...", "asin": "B0DKX87KKF", "price": "$319.99", "quantity": ""}, {"title": "PocketBook Verse E-Reader | Eye-Friendly 6'' E-Ink Carta\u2122 HD Touchscreen | Adjustable SMARTlight | Up to 1 Month of Battery Life | WiFi & Memory Card Slot | E-Book Reader in Bright Blue", "asin": "B0CGVTJ47Z", "price": "$139.00", "quantity": ""}, {"title": "Leather Cover for 6inches Meebook Colour eReader M6C, Auto Wake up/Sleep Function", "asin": "B0DCJNHLSG", "price": "$19.99", "quantity": ""}, {"title": "PocketBook InkPad Color 2 E-Book Reader | Enhanced 7.8'' E-Paper E-Ink Screen Eye-Friendly E-Reader for Comics SMARTlight Audiobooks & Text-to-Speech Bluetooth Built-in Speaker, Moon Silver", "asin": "B0C4Q2S8YD", "price": "$279.00", "quantity": ""}, {"title": "PocketBook Verse Pro E-Reader Waterproof | Eye-Friendly 6'' E-Ink Carta\u2122 HD Touchscreen | Audio-Book & E-Book Reader | Text-to-Speech Function | SMARTlight | 16GB | WiFi & Bluetooth | Red", "asin": "B0CGVXDRGP", "price": "$185.00", "quantity": ""}, {"title": "Leather Cover for 7.8inches Meebook eReader M8, Auto Wake up/Sleep Function", "asin": "B0DXFCKSFS", "price": "$19.99", "quantity": ""}, {"title": "ENote Paper Tablet Digital Notebook, ePaper Note Taking Tablet, 10.3\" E Ink Tablet ...", "asin": "B0D59B2DC1", "price": "$349.99", "quantity": ""}, {"title": "M7 e-Book Reader | 6.8\" 300PPI HD E-Ink Screen eReader | Cold/Warm Light | Android ...", "asin": "B0CGN13DCZ", "price": "$199.00", "quantity": ""}, {"title": "Meebook E-Reader M8 | 7.8' Eink Carta Screen | 300PPI Smart Light | Android 14 | Oc...", "asin": "B0DWS9K4WW", "price": "$259.00", "quantity": ""}, {"title": "(likebook) Ebook reader[M6C],6\u201dKaleido E-ink Color Screen+ Quad core Cortex A55, 1....", "asin": "B0D8V7329H", "price": "$189.00", "quantity": ""}, {"title": "reMarkable 2 Bundle - Polymer Weave Folio | 10.3'' reMarkable 2 Paper Tablet, Marker Plus Pen with Built-in Eraser and Book Folio Case in Gray Polymer Weave", "asin": "B0BJJ5FJ6H", "price": "$569.00", "quantity": ""}, {"title": "Meebook E-Reader M6 | 6' Eink Carta Screen 300PPI | Adjustable Smart Light | Androi...", "asin": "B0BX9LG11R", "price": "$159.00", "quantity": ""}, {"title": "Meebook Colour E-Reader M6C | 6\u201d Color E Ink Kaleido\u2122 3 Display | Smart Light | And...", "asin": "B0D6YL9X35", "price": "$189.00", "quantity": ""}, {"title": "Pocketbook Era E-Reader, Stardust Silver, 16GB | 7\u02ba Glare-Free & Eye-Friendly Touch-Screen with E -Ink Technology | Waterproof | Text-to-Speech, Audio- & E-Book Reader | SMARTlight & Built-in Speaker", "asin": "B0B56TY3CY", "price": "$249.00", "quantity": ""}], "comparison_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"}, {"title": "Meebook E-Reader M6 | 6' Eink Carta Screen 300PPI | Adjustable Smart Light | Android 11 | Ouad Core Processor | Audio Books|Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Purple", "asin": "B0BX9LG11R", "price": "$159.00"}, {"title": "PocketBook Basic Lux 4 E-Book Reader | 6\u02ba Glare-Free & Eye-Friendly E-Ink Technology | Compact & Lightweight E-Reader | Frontlight | Touchscreen | Wi-Fi | Dictionaries | Micro-SD Slot", "asin": "B0CCNYKY6V", "price": "$119.00"}, {"title": "MEEBOOK (likebook) Ebook reader[M6C],6\u201dKaleido E-ink Color Screen+ Quad core Cortex A55, 1.8GHz CPU + 3GB RAM+ 32GB Memory\u3001Android 11\u3001Wifi\u3001Blutooth\u3001support Micro SD/TF card, White", "asin": "B0D8V7329H", "price": "$189.00"}, {"title": "Pocketbook Era E-Reader, Stardust Silver, 16GB | 7\u02ba Glare-Free & Eye-Friendly Touch-Screen with E -Ink Technology | Waterproof | Text-to-Speech, Audio- & E-Book Reader | SMARTlight & Built-in Speaker", "asin": "B0B56TY3CY", "price": "$249.00"}, {"title": "Bigme B751C Color Ebook Reader 7 Inch E-Ink Paper Tablet for Notes Taking, Reading and Writing(Without Stylus and Cover)", "asin": "B0D7H8F75H", "price": "$239.00"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-07T00:47:16.379Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-07T00:47:16.379Z\",\"action\": \"purchase\",\"acion_argument\": \"B0CDBYFH81\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-07T00:47:16.379Z\",\"action\": \"purchase\",\"acion_argument\": \"B0CDBYFH81\",}</answer>", "index": 2535, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"meebook\"}],\n\"cart_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\", \"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\": \"$39.99\", \"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\": \"$206.76\", \"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\": \"$33.15\", \"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\": \"$20.02\", \"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\": \"$59.50\", \"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\"product_details\": [{\"asin\": \"B0CDBYFH81\"},\n{\"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\"},\n{\"price\": \"$199.00\"},\n{\"bullet_list\": \"\\ud83d\\udcd81. 6.8\\\" E-ink Carta HD display: Carta 1200 Screen 1648*1236 300PPI HD screen, Reads like real paper with the latest e-ink technology for faster page turns . 24 level Adjustable Colour Temperature brightness lets you free read indoors and outdoors, day and night \\ud83d\\udcd82. Android 11 System: Cortex A55 Ouad Core processor, Android Open source ensure you can install Tons of 3rd party applications,provides you with abundant reading resourses, Out speaker support Audio ebooks and musics,switch seamlessly between reading and listening, listen to your story \\ud83d\\udcd83. Professional Zreader : Comes with Physical buttons ,Flexible and Intelligent reading settings, Optimized Font technology, Support multiple formats in market: PDF,DVJU,EPUB, MOBI, AZW3,TXT, HTML, RTF, FB2.zip, PDB, DOC, JPG, PNG, GIF, BMP, MP3, WAV, CBR, CBZ. \\ud83d\\udcd84. Multiple Ways of Transmition: Dual brand WIFI signal , Bluetooth, WIFI Data transfer, 3G+32G Storage enough to hold your full prviate library,Support Extension TF card upto 1TB \\ud83d\\udcd85.Long working time :Built-in 2900mAh battery ensure working one month , Beeze free design and Smartest Pocket Size make you can Carry and read it everywhere. (battery life may vary depending on actual use ) \\ud83d\\udcd86. 256 Gray Leavel Display: Excellent PDF reading experience , 256-level Black&white contrast .No Discount in Reading.After 256 gray level opened , pictiures display will more sofer and delicated, the natural display gradient will be a good parnter of comics and graphic documents reading \\ud83d\\udcd87. This link do not including any free leather cover\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Kloudnote Slim 10.3\\\" Digital Notebook, E Ink Tablet and ePaper Notepad for ebook Re...\", \"asin\": \"B0DKX87KKF\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"PocketBook Verse E-Reader | Eye-Friendly 6'' E-Ink Carta\\u2122 HD Touchscreen | Adjustable SMARTlight | Up to 1 Month of Battery Life | WiFi & Memory Card Slot | E-Book Reader in Bright Blue\", \"asin\": \"B0CGVTJ47Z\", \"price\": \"$139.00\", \"quantity\": \"\"},\n{\"title\": \"Leather Cover for 6inches Meebook Colour eReader M6C, Auto Wake up/Sleep Function\", \"asin\": \"B0DCJNHLSG\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"PocketBook InkPad Color 2 E-Book Reader | Enhanced 7.8'' E-Paper E-Ink Screen Eye-Friendly E-Reader for Comics SMARTlight Audiobooks & Text-to-Speech Bluetooth Built-in Speaker, Moon Silver\", \"asin\": \"B0C4Q2S8YD\", \"price\": \"$279.00\", \"quantity\": \"\"},\n{\"title\": \"PocketBook Verse Pro E-Reader Waterproof | Eye-Friendly 6'' E-Ink Carta\\u2122 HD Touchscreen | Audio-Book & E-Book Reader | Text-to-Speech Function | SMARTlight | 16GB | WiFi & Bluetooth | Red\", \"asin\": \"B0CGVXDRGP\", \"price\": \"$185.00\", \"quantity\": \"\"},\n{\"title\": \"Leather Cover for 7.8inches Meebook eReader M8, Auto Wake up/Sleep Function\", \"asin\": \"B0DXFCKSFS\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"ENote Paper Tablet Digital Notebook, ePaper Note Taking Tablet, 10.3\\\" E Ink Tablet ...\", \"asin\": \"B0D59B2DC1\", \"price\": \"$349.99\", \"quantity\": \"\"},\n{\"title\": \"M7 e-Book Reader | 6.8\\\" 300PPI HD E-Ink Screen eReader | Cold/Warm Light | Android ...\", \"asin\": \"B0CGN13DCZ\", \"price\": \"$199.00\", \"quantity\": \"\"},\n{\"title\": \"Meebook E-Reader M8 | 7.8' Eink Carta Screen | 300PPI Smart Light | Android 14 | Oc...\", \"asin\": \"B0DWS9K4WW\", \"price\": \"$259.00\", \"quantity\": \"\"},\n{\"title\": \"(likebook) Ebook reader[M6C],6\\u201dKaleido E-ink Color Screen+ Quad core Cortex A55, 1....\", \"asin\": \"B0D8V7329H\", \"price\": \"$189.00\", \"quantity\": \"\"},\n{\"title\": \"reMarkable 2 Bundle - Polymer Weave Folio | 10.3'' reMarkable 2 Paper Tablet, Marker Plus Pen with Built-in Eraser and Book Folio Case in Gray Polymer Weave\", \"asin\": \"B0BJJ5FJ6H\", \"price\": \"$569.00\", \"quantity\": \"\"},\n{\"title\": \"Meebook E-Reader M6 | 6' Eink Carta Screen 300PPI | Adjustable Smart Light | Androi...\", \"asin\": \"B0BX9LG11R\", \"price\": \"$159.00\", \"quantity\": \"\"},\n{\"title\": \"Meebook Colour E-Reader M6C | 6\\u201d Color E Ink Kaleido\\u2122 3 Display | Smart Light | And...\", \"asin\": \"B0D6YL9X35\", \"price\": \"$189.00\", \"quantity\": \"\"},\n{\"title\": \"Pocketbook Era E-Reader, Stardust Silver, 16GB | 7\\u02ba Glare-Free & Eye-Friendly Touch-Screen with E -Ink Technology | Waterproof | Text-to-Speech, Audio- & E-Book Reader | SMARTlight & Built-in Speaker\", \"asin\": \"B0B56TY3CY\", \"price\": \"$249.00\", \"quantity\": \"\"}],\n\"comparison_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\"},\n{\"title\": \"Meebook E-Reader M6 | 6' Eink Carta Screen 300PPI | Adjustable Smart Light | Android 11 | Ouad Core Processor | Audio Books|Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Purple\", \"asin\": \"B0BX9LG11R\", \"price\": \"$159.00\"},\n{\"title\": \"PocketBook Basic Lux 4 E-Book Reader | 6\\u02ba Glare-Free & Eye-Friendly E-Ink Technology | Compact & Lightweight E-Reader | Frontlight | Touchscreen | Wi-Fi | Dictionaries | Micro-SD Slot\", \"asin\": \"B0CCNYKY6V\", \"price\": \"$119.00\"},\n{\"title\": \"MEEBOOK (likebook) Ebook reader[M6C],6\\u201dKaleido E-ink Color Screen+ Quad core Cortex A55, 1.8GHz CPU + 3GB RAM+ 32GB Memory\\u3001Android 11\\u3001Wifi\\u3001Blutooth\\u3001support Micro SD/TF card, White\", \"asin\": \"B0D8V7329H\", \"price\": \"$189.00\"},\n{\"title\": \"Pocketbook Era E-Reader, Stardust Silver, 16GB | 7\\u02ba Glare-Free & Eye-Friendly Touch-Screen with E -Ink Technology | Waterproof | Text-to-Speech, Audio- & E-Book Reader | SMARTlight & Built-in Speaker\", \"asin\": \"B0B56TY3CY\", \"price\": \"$249.00\"},\n{\"title\": \"Bigme B751C Color Ebook Reader 7 Inch E-Ink Paper Tablet for Notes Taking, Reading and Writing(Without Stylus and Cover)\", \"asin\": \"B0D7H8F75H\", \"price\": \"$239.00\"}]\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\": \"2025-04-07T00:47:16.379Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\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\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}],\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\": \"Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1\", \"asin\": \"B0BXCWB3KR\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 42mm 44mm iWatch Series 6 5 SE 4 3 2 1 Strap, Nylon Velcro Women Men Stretchy Elastic Braided Adjustable Wristband, 38mm 40mm Cape Cod Blue\", \"asin\": \"B098F7CB8C\", \"price\": \"$10.07\", \"quantity\": \"\"},\n{\"title\": \"AMSKY 6 Pack Sport Nylon Loop Bands Compatible with Apple Watch Band 40mm 41mm 38mm 42mm 44mm 45mm 46mm 49mm for Women Men,Stretchy Vel-Cro Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DP1VZYD4\", \"price\": \"$12.33\", \"quantity\": \"\"},\n{\"title\": \"DaQin 3 Pack Adjustable Elastic Band Compatible with Apple Watch Bands 41mm 40mm 38mm 45mm 46mm 44mm 42mm Women Men, Stretchy Soft Nylon Strap for Apple Watch SE iWatch Series 10/9/8/7/6/5/4/3/2/1\", \"asin\": \"B095W4RRWL\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Compatible with Apple Watch Band 49mm 46mm 45mm 44mm 42mm 41mm 40mm 38mm, Silicone Magnetic Adjustable Loop Strap for iWatch Ultra 2 Series 10 9 8 7 SE 6 5 4 (42/41/40/38, Gray Blue)\", \"asin\": \"B0CX48YHCK\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1\", \"asin\": \"B0B857HHFR\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Wearlizer Leather Band Compatible with Apple Watch Bands Women 41mm 40mm 38mm 49mm 46mm 45mm 44mm 42mm, Fancy Dressy Strap for iWatch Series 10 9 8 Ultra SE 7 6 5 4 3 2 1\", \"asin\": \"B0B4NYR26K\", \"price\": \"$16.97\", \"quantity\": \"\"},\n{\"title\": \"JR.DM Resin Stretchy White Tortoise Fancy Beaded Bracelet Light Watch Band Women Compatible with Apple Watch Band 38mm 40mm 41mm Strap Wristband for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE\", \"asin\": \"B0CGLXL9N7\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Sport Bands Compatible with Apple Watch Ultra Band 49mm 45mm 44mm 42mm 41mm 40mm 38mm,Men Women Soft Silicone Waterproof Strap for iWatch Series 8 7 6 5 4 3 2 SE Ultra (42/44/45/49mm, Orange yellow)\", \"asin\": \"B0C71FNHS3\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Slim Silver Band for Women Feminine Elegant Compatible with Apple Watch 38mm 40mm 41mm 42mm (S10) Adjustable Metal Strap Dressy Chain Bracelet for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE\", \"asin\": \"B0CHRWKGBV\", \"price\": \"$16.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"Archer Watch Straps - Top Grain Leather Watch Bands for Apple Watch.\\\" Rated 4.3 out of 5 stars by 298 reviews. Eligible for Prime.\", \"asin\": \"B0BQ5RX2VQ\"}],\n\"search_results\": [{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 10 9 8 SE 7 6 5 4 3 2 1Women Men -49/46/45/44mm Black\", \"asin\": \"B09ZP9W14Q\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Archer Watch Straps - Canvas Straps for Apple Watch\", \"asin\": \"B082MTS2LJ\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Apr 13 - 16 for Prime members\"},\n{\"title\": \"AMANECER Stretchy Nylon Watch Bands Compatible with Apple Watch Series 9/8/7/6/5/4/3 SE 2/1, Adjustable Braided Elastic Sport Loop Rugged Straps for iWatch Women Men (Storm Gray, 38/40/41MM)\", \"asin\": \"B08TCB32XQ\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap\", \"asin\": \"B0CKPB8DNK\", \"price\": \"$7.19\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"SICCIDEN Slim Stretchy Bands Compatible with Apple Watch Band 42mm 41mm 40mm 38mm, Women Elastics Nylon Thin Strap for iWatch SE2 SE Series 10 9 8 7 6 5 4 3 2 1 (Light Gray/Silver)\", \"asin\": \"B098QB6FDG\", \"price\": \"$10.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K39ZYQ\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"4 Pack Stretchy Solo Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Sport Nylon Elastic Straps Braided Wristbands for iWatch Series 10 9 8 7 6 5 4 3 Ultra SE\", \"asin\": \"B0B7JM3SLZ\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1\", \"asin\": \"B0BXCWB3KR\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Braided Stretchy Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Nylon Solo Loop Elastic Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0D972C5QK\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Zedoli Braided Solo Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men,Stretchy Nylon Sport Elastic Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra/Ultra 2\", \"asin\": \"B0CLDF2L63\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Getino Nylon Band Compatible with Apple Watch Bands 40mm 41mm 38mm 42mm 46mm 44mm 45mm 49mm Women Men, Breathable Soft Weave Stretchy Sport Strap for iWatch Series 10 9 8 7 6 5 4 3 SE Ultra 2 1, Gray\", \"asin\": \"B0D6RMS3PK\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Braided Solo Loop Elastic Nylon Sports Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Parachute Buckle Strap for iWatch Series Ultra 2 Ultra 10 9 8 7 6 5 4 3 2 1 se\", \"asin\": \"B0DNZJWHF6\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Adorve Stretchy Band Compatible with Apple Watch Band Ultra 2 49mm 46mm 45mm 44mm 42mm 38mm 40mm 41mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Bands Series 10/SE/9/8/7/6/5/4/3/2/1\", \"asin\": \"B096RY7KTN\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men\", \"asin\": \"B0CB5TXHMW\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"DaQin Nylon Sport Loop Compatible with Apple Watch Band 40mm 38mm 41mm 42mm 44mm 45mm 46mm 49mm, Soft Breathable Braided Wristbands for iWatch Band for Women Men Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DCFSJQ2Q\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Archer Watch Straps - Canvas Straps for Apple Watch\", \"asin\": \"B082MSF4CB\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Hamile Braided Solo Loop Compatible with Apple Watch Bands 40mm 41mm 38mm 42mm 44mm 45mm 49mm for Women Men, Stretchy Soft Nylon Adjustable Sport Strap for iWatch Bands Series 9 8 7 6 5 4 3 SE Ultra 2\", \"asin\": \"B0CR9PK1PR\", \"price\": \"$2.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Stretchy Solo Loop Strap Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Soft Nylon Elastic Strap Wristband for iWatch series 10 9 8 7 6 5 4 3 2 1 se Ultra Twill Weave-Light Gray\", \"asin\": \"B08ZSHTCTJ\", \"price\": \"$8.54\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 42mm 44mm iWatch Series 6 5 SE 4 3 2 1 Strap, Nylon Velcro Women Men Stretchy Elastic Braided Adjustable Wristband, 38mm 40mm Cape Cod Blue\", \"asin\": \"B098F7CB8C\", \"price\": \"$10.07\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Stretchy Sport Band Compatible with Apple Watch 46mm 45mm 44mm 42mm 49mm 41mm 40mm 38mm for Men Women, Elastic Solo Loop Nylon Strap Compatible for iWatch Series SE 10 9 8 7 6 5 4 3 2 Ultra\", \"asin\": \"B0CWD9V2NG\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Stretchy Braided Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Adjustable Elastic Nylon for iWatch Series 10 9 8 7 6 5 4 3 2 Se Ultra Ultra 2\", \"asin\": \"B096SB6GVV\", \"price\": \"$8.54\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Replacement Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2/1\", \"asin\": \"B0DB5FD71J\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Arae Magnetic Stretchy Watch Band Compatible for Apple Watch Band 49mm 45mm 44mm 42mm, Comfortable Adjustable Straps Wristbands for iWatch Series 9 8 7 6 5 4 SE 3 2 1 Ultra Women Men,Space Gray\", \"asin\": \"B0CZDRX9GQ\", \"price\": \"$8.99\", \"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\": \"2025-04-08T01:15:56.058Z\", // 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
2025-04-08T01:15:56.058Z
click_product
B09ZP9W14Q
rule
train
2,536
2025-04-08T01:15:56.058Z
click_product
B09ZP9W14Q
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (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"} {"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"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} {"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"} {"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"} {"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"} {"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"} {"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"} {"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"} {"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:15:46.772Z", "action": "click_product", "action_argument": "B0043JTA7S"} {"timestamp": "2025-04-08T00:16:08.041Z", "action": "click_product", "action_argument": "B0777LRN9F"} {"timestamp": "2025-04-08T00:18:56.688Z", "action": "click_product", "action_argument": "B087MC1HW6"} {"timestamp": "2025-04-08T01:08:41.680Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray \u7f16\u7ec7"} {"timestamp": "2025-04-08T01:08:41.865Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:48.494Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray nylon"} {"timestamp": "2025-04-08T01:11:48.790Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:55.067Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:11:59.077Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-08T01:12:05.683Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:12:14.918Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:12.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:22.813Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:28.877Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:14:53.912Z", "action": "purchase", "action_argument": "B09ZPB85JC"} <|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": "apple watch \u8868\u5e26 silver Gray nylon"}], "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": "Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1", "asin": "B0BXCWB3KR", "price": "$9.99", "quantity": ""}, {"title": "Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 42mm 44mm iWatch Series 6 5 SE 4 3 2 1 Strap, Nylon Velcro Women Men Stretchy Elastic Braided Adjustable Wristband, 38mm 40mm Cape Cod Blue", "asin": "B098F7CB8C", "price": "$10.07", "quantity": ""}, {"title": "AMSKY 6 Pack Sport Nylon Loop Bands Compatible with Apple Watch Band 40mm 41mm 38mm 42mm 44mm 45mm 46mm 49mm for Women Men,Stretchy Vel-Cro Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B0DP1VZYD4", "price": "$12.33", "quantity": ""}, {"title": "DaQin 3 Pack Adjustable Elastic Band Compatible with Apple Watch Bands 41mm 40mm 38mm 45mm 46mm 44mm 42mm Women Men, Stretchy Soft Nylon Strap for Apple Watch SE iWatch Series 10/9/8/7/6/5/4/3/2/1", "asin": "B095W4RRWL", "price": "$12.99", "quantity": ""}, {"title": "Compatible with Apple Watch Band 49mm 46mm 45mm 44mm 42mm 41mm 40mm 38mm, Silicone Magnetic Adjustable Loop Strap for iWatch Ultra 2 Series 10 9 8 7 SE 6 5 4 (42/41/40/38, Gray Blue)", "asin": "B0CX48YHCK", "price": "$19.99", "quantity": ""}, {"title": "Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1", "asin": "B0B857HHFR", "price": "$9.99", "quantity": ""}, {"title": "Wearlizer Leather Band Compatible with Apple Watch Bands Women 41mm 40mm 38mm 49mm 46mm 45mm 44mm 42mm, Fancy Dressy Strap for iWatch Series 10 9 8 Ultra SE 7 6 5 4 3 2 1", "asin": "B0B4NYR26K", "price": "$16.97", "quantity": ""}, {"title": "JR.DM Resin Stretchy White Tortoise Fancy Beaded Bracelet Light Watch Band Women Compatible with Apple Watch Band 38mm 40mm 41mm Strap Wristband for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE", "asin": "B0CGLXL9N7", "price": "$15.99", "quantity": ""}, {"title": "Sport Bands Compatible with Apple Watch Ultra Band 49mm 45mm 44mm 42mm 41mm 40mm 38mm,Men Women Soft Silicone Waterproof Strap for iWatch Series 8 7 6 5 4 3 2 SE Ultra (42/44/45/49mm, Orange yellow)", "asin": "B0C71FNHS3", "price": "$9.99", "quantity": ""}, {"title": "Slim Silver Band for Women Feminine Elegant Compatible with Apple Watch 38mm 40mm 41mm 42mm (S10) Adjustable Metal Strap Dressy Chain Bracelet for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE", "asin": "B0CHRWKGBV", "price": "$16.99", "quantity": ""}], "ads": [{"title": "Go to detail page for \"Archer Watch Straps - Top Grain Leather Watch Bands for Apple Watch.\" Rated 4.3 out of 5 stars by 298 reviews. Eligible for Prime.", "asin": "B0BQ5RX2VQ"}], "search_results": [{"title": "EPULY Compatible with Apple Watch Band 44mm 45mm 46mm 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 10 9 8 SE 7 6 5 4 3 2 1Women Men -49/46/45/44mm Black", "asin": "B09ZP9W14Q", "price": "$9.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Archer Watch Straps - Canvas Straps for Apple Watch", "asin": "B082MTS2LJ", "price": "$29.99", "delivery": "FREE delivery Apr 13 - 16 for Prime members"}, {"title": "AMANECER Stretchy Nylon Watch Bands Compatible with Apple Watch Series 9/8/7/6/5/4/3 SE 2/1, Adjustable Braided Elastic Sport Loop Rugged Straps for iWatch Women Men (Storm Gray, 38/40/41MM)", "asin": "B08TCB32XQ", "price": "$9.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap", "asin": "B0CKPB8DNK", "price": "$7.19", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "SICCIDEN Slim Stretchy Bands Compatible with Apple Watch Band 42mm 41mm 40mm 38mm, Women Elastics Nylon Thin Strap for iWatch SE2 SE Series 10 9 8 7 6 5 4 3 2 1 (Light Gray/Silver)", "asin": "B098QB6FDG", "price": "$10.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men", "asin": "B095K39ZYQ", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "4 Pack Stretchy Solo Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Sport Nylon Elastic Straps Braided Wristbands for iWatch Series 10 9 8 7 6 5 4 3 Ultra SE", "asin": "B0B7JM3SLZ", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1", "asin": "B0BXCWB3KR", "price": "$9.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Braided Stretchy Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Nylon Solo Loop Elastic Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B0D972C5QK", "price": "$5.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Zedoli Braided Solo Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men,Stretchy Nylon Sport Elastic Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra/Ultra 2", "asin": "B0CLDF2L63", "price": "$9.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Getino Nylon Band Compatible with Apple Watch Bands 40mm 41mm 38mm 42mm 46mm 44mm 45mm 49mm Women Men, Breathable Soft Weave Stretchy Sport Strap for iWatch Series 10 9 8 7 6 5 4 3 SE Ultra 2 1, Gray", "asin": "B0D6RMS3PK", "price": "$9.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Braided Solo Loop Elastic Nylon Sports Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Parachute Buckle Strap for iWatch Series Ultra 2 Ultra 10 9 8 7 6 5 4 3 2 1 se", "asin": "B0DNZJWHF6", "price": "$14.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Adorve Stretchy Band Compatible with Apple Watch Band Ultra 2 49mm 46mm 45mm 44mm 42mm 38mm 40mm 41mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Bands Series 10/SE/9/8/7/6/5/4/3/2/1", "asin": "B096RY7KTN", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men", "asin": "B0CB5TXHMW", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "DaQin Nylon Sport Loop Compatible with Apple Watch Band 40mm 38mm 41mm 42mm 44mm 45mm 46mm 49mm, Soft Breathable Braided Wristbands for iWatch Band for Women Men Series 10 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B0DCFSJQ2Q", "price": "$9.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Archer Watch Straps - Canvas Straps for Apple Watch", "asin": "B082MSF4CB", "price": "$29.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Hamile Braided Solo Loop Compatible with Apple Watch Bands 40mm 41mm 38mm 42mm 44mm 45mm 49mm for Women Men, Stretchy Soft Nylon Adjustable Sport Strap for iWatch Bands Series 9 8 7 6 5 4 3 SE Ultra 2", "asin": "B0CR9PK1PR", "price": "$2.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Stretchy Solo Loop Strap Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Soft Nylon Elastic Strap Wristband for iWatch series 10 9 8 7 6 5 4 3 2 1 se Ultra Twill Weave-Light Gray", "asin": "B08ZSHTCTJ", "price": "$8.54", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 42mm 44mm iWatch Series 6 5 SE 4 3 2 1 Strap, Nylon Velcro Women Men Stretchy Elastic Braided Adjustable Wristband, 38mm 40mm Cape Cod Blue", "asin": "B098F7CB8C", "price": "$10.07", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Stretchy Sport Band Compatible with Apple Watch 46mm 45mm 44mm 42mm 49mm 41mm 40mm 38mm for Men Women, Elastic Solo Loop Nylon Strap Compatible for iWatch Series SE 10 9 8 7 6 5 4 3 2 Ultra", "asin": "B0CWD9V2NG", "price": "$7.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Stretchy Braided Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Adjustable Elastic Nylon for iWatch Series 10 9 8 7 6 5 4 3 2 Se Ultra Ultra 2", "asin": "B096SB6GVV", "price": "$8.54", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Replacement Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2/1", "asin": "B0DB5FD71J", "price": "$9.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Arae Magnetic Stretchy Watch Band Compatible for Apple Watch Band 49mm 45mm 44mm 42mm, Comfortable Adjustable Straps Wristbands for iWatch Series 9 8 7 6 5 4 SE 3 2 1 Ultra Women Men,Space Gray", "asin": "B0CZDRX9GQ", "price": "$8.99", "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": "2025-04-08T01:15:56.058Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-08T01:15:56.058Z\",\"action\": \"click_product\",\"acion_argument\": \"B09ZP9W14Q\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-08T01:15:56.058Z\",\"action\": \"click_product\",\"acion_argument\": \"B09ZP9W14Q\",}</answer>", "index": 2536, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\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\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}],\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\": \"Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1\", \"asin\": \"B0BXCWB3KR\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 42mm 44mm iWatch Series 6 5 SE 4 3 2 1 Strap, Nylon Velcro Women Men Stretchy Elastic Braided Adjustable Wristband, 38mm 40mm Cape Cod Blue\", \"asin\": \"B098F7CB8C\", \"price\": \"$10.07\", \"quantity\": \"\"},\n{\"title\": \"AMSKY 6 Pack Sport Nylon Loop Bands Compatible with Apple Watch Band 40mm 41mm 38mm 42mm 44mm 45mm 46mm 49mm for Women Men,Stretchy Vel-Cro Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DP1VZYD4\", \"price\": \"$12.33\", \"quantity\": \"\"},\n{\"title\": \"DaQin 3 Pack Adjustable Elastic Band Compatible with Apple Watch Bands 41mm 40mm 38mm 45mm 46mm 44mm 42mm Women Men, Stretchy Soft Nylon Strap for Apple Watch SE iWatch Series 10/9/8/7/6/5/4/3/2/1\", \"asin\": \"B095W4RRWL\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Compatible with Apple Watch Band 49mm 46mm 45mm 44mm 42mm 41mm 40mm 38mm, Silicone Magnetic Adjustable Loop Strap for iWatch Ultra 2 Series 10 9 8 7 SE 6 5 4 (42/41/40/38, Gray Blue)\", \"asin\": \"B0CX48YHCK\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1\", \"asin\": \"B0B857HHFR\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Wearlizer Leather Band Compatible with Apple Watch Bands Women 41mm 40mm 38mm 49mm 46mm 45mm 44mm 42mm, Fancy Dressy Strap for iWatch Series 10 9 8 Ultra SE 7 6 5 4 3 2 1\", \"asin\": \"B0B4NYR26K\", \"price\": \"$16.97\", \"quantity\": \"\"},\n{\"title\": \"JR.DM Resin Stretchy White Tortoise Fancy Beaded Bracelet Light Watch Band Women Compatible with Apple Watch Band 38mm 40mm 41mm Strap Wristband for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE\", \"asin\": \"B0CGLXL9N7\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Sport Bands Compatible with Apple Watch Ultra Band 49mm 45mm 44mm 42mm 41mm 40mm 38mm,Men Women Soft Silicone Waterproof Strap for iWatch Series 8 7 6 5 4 3 2 SE Ultra (42/44/45/49mm, Orange yellow)\", \"asin\": \"B0C71FNHS3\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Slim Silver Band for Women Feminine Elegant Compatible with Apple Watch 38mm 40mm 41mm 42mm (S10) Adjustable Metal Strap Dressy Chain Bracelet for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE\", \"asin\": \"B0CHRWKGBV\", \"price\": \"$16.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"Archer Watch Straps - Top Grain Leather Watch Bands for Apple Watch.\\\" Rated 4.3 out of 5 stars by 298 reviews. Eligible for Prime.\", \"asin\": \"B0BQ5RX2VQ\"}],\n\"search_results\": [{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 10 9 8 SE 7 6 5 4 3 2 1Women Men -49/46/45/44mm Black\", \"asin\": \"B09ZP9W14Q\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Archer Watch Straps - Canvas Straps for Apple Watch\", \"asin\": \"B082MTS2LJ\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Apr 13 - 16 for Prime members\"},\n{\"title\": \"AMANECER Stretchy Nylon Watch Bands Compatible with Apple Watch Series 9/8/7/6/5/4/3 SE 2/1, Adjustable Braided Elastic Sport Loop Rugged Straps for iWatch Women Men (Storm Gray, 38/40/41MM)\", \"asin\": \"B08TCB32XQ\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap\", \"asin\": \"B0CKPB8DNK\", \"price\": \"$7.19\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"SICCIDEN Slim Stretchy Bands Compatible with Apple Watch Band 42mm 41mm 40mm 38mm, Women Elastics Nylon Thin Strap for iWatch SE2 SE Series 10 9 8 7 6 5 4 3 2 1 (Light Gray/Silver)\", \"asin\": \"B098QB6FDG\", \"price\": \"$10.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K39ZYQ\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"4 Pack Stretchy Solo Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Sport Nylon Elastic Straps Braided Wristbands for iWatch Series 10 9 8 7 6 5 4 3 Ultra SE\", \"asin\": \"B0B7JM3SLZ\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1\", \"asin\": \"B0BXCWB3KR\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Braided Stretchy Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Nylon Solo Loop Elastic Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0D972C5QK\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Zedoli Braided Solo Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men,Stretchy Nylon Sport Elastic Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra/Ultra 2\", \"asin\": \"B0CLDF2L63\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Getino Nylon Band Compatible with Apple Watch Bands 40mm 41mm 38mm 42mm 46mm 44mm 45mm 49mm Women Men, Breathable Soft Weave Stretchy Sport Strap for iWatch Series 10 9 8 7 6 5 4 3 SE Ultra 2 1, Gray\", \"asin\": \"B0D6RMS3PK\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Braided Solo Loop Elastic Nylon Sports Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Parachute Buckle Strap for iWatch Series Ultra 2 Ultra 10 9 8 7 6 5 4 3 2 1 se\", \"asin\": \"B0DNZJWHF6\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Adorve Stretchy Band Compatible with Apple Watch Band Ultra 2 49mm 46mm 45mm 44mm 42mm 38mm 40mm 41mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Bands Series 10/SE/9/8/7/6/5/4/3/2/1\", \"asin\": \"B096RY7KTN\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men\", \"asin\": \"B0CB5TXHMW\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"DaQin Nylon Sport Loop Compatible with Apple Watch Band 40mm 38mm 41mm 42mm 44mm 45mm 46mm 49mm, Soft Breathable Braided Wristbands for iWatch Band for Women Men Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DCFSJQ2Q\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Archer Watch Straps - Canvas Straps for Apple Watch\", \"asin\": \"B082MSF4CB\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Hamile Braided Solo Loop Compatible with Apple Watch Bands 40mm 41mm 38mm 42mm 44mm 45mm 49mm for Women Men, Stretchy Soft Nylon Adjustable Sport Strap for iWatch Bands Series 9 8 7 6 5 4 3 SE Ultra 2\", \"asin\": \"B0CR9PK1PR\", \"price\": \"$2.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Stretchy Solo Loop Strap Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Soft Nylon Elastic Strap Wristband for iWatch series 10 9 8 7 6 5 4 3 2 1 se Ultra Twill Weave-Light Gray\", \"asin\": \"B08ZSHTCTJ\", \"price\": \"$8.54\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 42mm 44mm iWatch Series 6 5 SE 4 3 2 1 Strap, Nylon Velcro Women Men Stretchy Elastic Braided Adjustable Wristband, 38mm 40mm Cape Cod Blue\", \"asin\": \"B098F7CB8C\", \"price\": \"$10.07\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Stretchy Sport Band Compatible with Apple Watch 46mm 45mm 44mm 42mm 49mm 41mm 40mm 38mm for Men Women, Elastic Solo Loop Nylon Strap Compatible for iWatch Series SE 10 9 8 7 6 5 4 3 2 Ultra\", \"asin\": \"B0CWD9V2NG\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Stretchy Braided Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Adjustable Elastic Nylon for iWatch Series 10 9 8 7 6 5 4 3 2 Se Ultra Ultra 2\", \"asin\": \"B096SB6GVV\", \"price\": \"$8.54\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Replacement Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2/1\", \"asin\": \"B0DB5FD71J\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Arae Magnetic Stretchy Watch Band Compatible for Apple Watch Band 49mm 45mm 44mm 42mm, Comfortable Adjustable Straps Wristbands for iWatch Series 9 8 7 6 5 4 SE 3 2 1 Ultra Women Men,Space Gray\", \"asin\": \"B0CZDRX9GQ\", \"price\": \"$8.99\", \"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\": \"2025-04-08T01:15:56.058Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}],\n\"cart_items\": [{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm(Series 10) 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 9 8 SE 7 6 5 4 Women Men -49/46/45/44mm Space Grey\", \"asin\": \"B09ZPB85JC\", \"price\": \"$11.89\", \"quantity\": \"1\"},\n{\"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\"product_details\": [{\"asin\": \"B09ZP9W14Q\"},\n{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 10 9 8 SE 7 6 5 4 3 2 1Women Men -49/46/45/44mm Black\"},\n{\"price\": \"$9.99\"},\n{\"bullet_list\": \"\\u3010Compatible Model & Fit Wrist Size\\u3011\\uff1aEpuly magnetic clasp stainless steel mesh Loop fully compatible with apple watch 46mm(2024 series 10), ultra 2 band 49mm 45mm 44mm series 9, series 8, series 7, series SE, series 6, series 5, series 4, series 3, series 2. Fits 6.10-7.3 inch wrist (155mm-185mm) \\u3010Material & Design\\u3011:EPULY iWatch strap woven of high quality stainless steel, classy and stylish, the smooth mesh loop fluidly around your wrist , and because it`s fully magnetic, the band is adjustable, ensuring a perfect fit \\u3010Strong magnetic & Breathable\\u3011:Strong magnetic clasp for closure to avoid the stainless steel mesh band from falling off and being loose,and the mesh loop breathable and comfortable, sweat-proof and no rash.[NOTICE:Please buy with caution if you have frequent contact with metal in your life,the magnet clasp will attract other metals \\u3010Great Gift for Men & Women\\u3011:The Watch band is suitable for daily use, holiday parties, also concerts and very proper to be used as gifts for Wedding, birthday, Valentines' day, Mothers' day, father' day, Christmas, Thanksgiving Day etc \\u3010What You Get & 24-Hours Online Service \\u3011:1* iWatch band. Any problem with our iWatch bands, please contact us at the first time,we are glad to service for you within 24h\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Space Grey\"},\n{\"Size\": \"Series10 46mm/Ultra2 49mm/45mm/44mm\"}],\n\"promotion_items\": [{\"title\": \"Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men\", \"asin\": \"B0CB5TXHMW\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Goton Milanese Magnetic Band Compatible with Apple Watch Band Ultra 2 Ultra for Men Women 49mm 46mm 45mm 44mm 42mm, Stainless Steel Milanese Mesh Loop Strap for iWatch SE Series 10 9 8 7 6 5 4 3 2 1\", \"asin\": \"B0DQ7KVL1M\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46m...\", \"asin\": \"B09K57JC8W\", \"price\": \"$7.57\", \"quantity\": \"\"},\n{\"title\": \"SUNFWR Leather Bands Compatible with Apple Watch Band 42mm 44mm 45mm 46mm 49mm for Men Women, Top Grain Genuine Leather Replacement Strap for iWatch Ultra2 Ultra SE2 SE Series 10 9 8 7 6 5 4 3 2 1\", \"asin\": \"B0BXDDWJT7\", \"price\": \"$12.98\", \"quantity\": \"\"},\n{\"title\": \"Zedoli Metal Band Compatible with Apple Watch Band 40mm 38mm 41mm 45mm 44mm 42mm 49mm for Women Men, Stainless Steel Milanese Mesh Loop Magnetic Wristbands for iWatch Series 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B09ZXHS6FZ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"CALYX Magnetic Apple Watch Band, Compatible with Full-Size iWatch, Suitable for Apple Watch Ultra 2 SE Series 10 9 8 7 6 5 4 3 Band - Unisex\", \"asin\": \"B0CY58116N\", \"price\": \"$16.77\", \"quantity\": \"\"},\n{\"title\": \"CTYBB Milanese Mesh Loop Compatible with Apple Watch Band 49mm 46mm 45mm 44mm 42mm Men Women, Stainless Steel Wider Metal Strap Magnetic Clasp for iWatch Series Ultra 2/Ultra 10 9 8 7 SE 6 5 4 3 2 1\", \"asin\": \"B0DJX9W3BD\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Marge Plus Compatible with Apple Watch Band Series 10, Ultra 2, SE, Ultra 9 8 7 6 5 4 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women and Men, Stainless Steel Mesh Loop Magnetic Clasp Replacement for iWatch Bands\", \"asin\": \"B09V5N5SPY\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Compatible with Apple Watch Band 49 46 45 44 42 41 40 38mm, Double Sided Wearable S...\", \"asin\": \"B0D3X583MY\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Adorve Stretchy Band Compatible with Apple Watch Band Ultra 2 49mm 46mm 45mm 44mm 42mm 38mm 40mm 41mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Bands Series 10/SE/9/8/7/6/5/4/3/2/1\", \"asin\": \"B096RY7KTN\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"SNBLK Magnetic Watchband Compatible with Apple Watch for Men 44mm 45mm 46mm 49mm 42mm 41mm 40mm 38mm Women, Silicone Sport Strong Magnet Strap for iWatch Series 10 9 ULTRA 2 SE 8 7 6 5 4 3 1\", \"asin\": \"B0DFQ7FC5X\", \"price\": \"$15.29\", \"quantity\": \"\"},\n{\"title\": \"Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men\", \"asin\": \"B0CB5TXHMW\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"SUNFWR Leather Bands Compatible with Apple Watch Band 42mm 44mm 45mm 46mm 49mm for Men Women, Top Grain Genuine Leather Replacement Strap for iWatch Ultra2 Ultra SE2 SE Series 10 9 8 7 6 5 4 3 2 1\", \"asin\": \"B0BXDDWJT7\", \"price\": \"$12.98\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 10 9 8 SE 7 6 5 4 3 2 1Women Men -49/46/45/44mm Black\", \"asin\": \"B09ZP9W14Q\", \"price\": \"$9.99\"},\n{\"title\": \"TRUMiRR Black Band for Apple Watch 10 46mm /44mm 45mm 49mm Men Women, Mesh Stainless Steel Watchband Replacement Strap for iWatch Apple Watch SE Ultra 2 Series 10 9 8 7 6 5 4 44mm 45mm 49mm\", \"asin\": \"B08QHLG36R\", \"price\": \"$15.99\"},\n{\"title\": \"CTYBB Milanese Mesh Loop Compatible with Apple Watch Band 49mm 46mm 45mm 44mm 42mm Men Women, Stainless Steel Wider Metal Strap Magnetic Clasp for iWatch Series Ultra 2/Ultra 10 9 8 7 SE 6 5 4 3 2 1\", \"asin\": \"B0DJX9W3BD\", \"price\": \"$9.99\"},\n{\"title\": \"Marge Plus Compatible with Apple Watch Band Series 10, Ultra 2, SE, Ultra 9 8 7 6 5 4 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women and Men, Stainless Steel Mesh Loop Magnetic Clasp Replacement for iWatch Bands\", \"asin\": \"B09V5N5SPY\", \"price\": \"$9.99\"},\n{\"title\": \"Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men\", \"asin\": \"B0CB5TXHMW\", \"price\": \"$13.99\"},\n{\"title\": \"Astorgos Stainless Steel Mesh Loop Compatible with Apple Watch Band Ultra/Ultra2 49mm/Series 9/8/7/6/5/4/3/2/1/SE 42/44/45mm,Dual Magnetic Clasp Wristband Metal Magnetic Strap for Women Men, Black\", \"asin\": \"B0CZ92TGJK\", \"price\": \"$12.99\"}]\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\": \"2025-04-08T01:16:05.480Z\", // 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
2025-04-08T01:16:05.480Z
click
product_option
rule
train
2,537
2025-04-08T01:16:05.480Z
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": "2025-04-04T20:26:53.926Z", "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"} {"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"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} {"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"} {"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"} {"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"} {"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"} {"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"} {"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"} {"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:15:46.772Z", "action": "click_product", "action_argument": "B0043JTA7S"} {"timestamp": "2025-04-08T00:16:08.041Z", "action": "click_product", "action_argument": "B0777LRN9F"} {"timestamp": "2025-04-08T00:18:56.688Z", "action": "click_product", "action_argument": "B087MC1HW6"} {"timestamp": "2025-04-08T01:08:41.680Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray \u7f16\u7ec7"} {"timestamp": "2025-04-08T01:08:41.865Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:48.494Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray nylon"} {"timestamp": "2025-04-08T01:11:48.790Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:55.067Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:11:59.077Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-08T01:12:05.683Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:12:14.918Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:12.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:22.813Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:28.877Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:14:53.912Z", "action": "purchase", "action_argument": "B09ZPB85JC"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T01:15:56.058Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "apple watch \u8868\u5e26 silver Gray nylon"}], "cart_items": [{"title": "EPULY Compatible with Apple Watch Band 44mm 45mm 46mm(Series 10) 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 9 8 SE 7 6 5 4 Women Men -49/46/45/44mm Space Grey", "asin": "B09ZPB85JC", "price": "$11.89", "quantity": "1"}, {"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 - 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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"}], "product_details": [{"asin": "B09ZP9W14Q"}, {"title": "EPULY Compatible with Apple Watch Band 44mm 45mm 46mm 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 10 9 8 SE 7 6 5 4 3 2 1Women Men -49/46/45/44mm Black"}, {"price": "$9.99"}, {"bullet_list": "\u3010Compatible Model & Fit Wrist Size\u3011\uff1aEpuly magnetic clasp stainless steel mesh Loop fully compatible with apple watch 46mm(2024 series 10), ultra 2 band 49mm 45mm 44mm series 9, series 8, series 7, series SE, series 6, series 5, series 4, series 3, series 2. Fits 6.10-7.3 inch wrist (155mm-185mm) \u3010Material & Design\u3011:EPULY iWatch strap woven of high quality stainless steel, classy and stylish, the smooth mesh loop fluidly around your wrist , and because it`s fully magnetic, the band is adjustable, ensuring a perfect fit \u3010Strong magnetic & Breathable\u3011:Strong magnetic clasp for closure to avoid the stainless steel mesh band from falling off and being loose,and the mesh loop breathable and comfortable, sweat-proof and no rash.[NOTICE:Please buy with caution if you have frequent contact with metal in your life,the magnet clasp will attract other metals \u3010Great Gift for Men & Women\u3011:The Watch band is suitable for daily use, holiday parties, also concerts and very proper to be used as gifts for Wedding, birthday, Valentines' day, Mothers' day, father' day, Christmas, Thanksgiving Day etc \u3010What You Get & 24-Hours Online Service \u3011:1* iWatch band. Any problem with our iWatch bands, please contact us at the first time,we are glad to service for you within 24h"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Space Grey"}, {"Size": "Series10 46mm/Ultra2 49mm/45mm/44mm"}], "promotion_items": [{"title": "Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men", "asin": "B0CB5TXHMW", "price": "$13.99", "quantity": ""}, {"title": "Goton Milanese Magnetic Band Compatible with Apple Watch Band Ultra 2 Ultra for Men Women 49mm 46mm 45mm 44mm 42mm, Stainless Steel Milanese Mesh Loop Strap for iWatch SE Series 10 9 8 7 6 5 4 3 2 1", "asin": "B0DQ7KVL1M", "price": "$17.99", "quantity": ""}, {"title": "Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46m...", "asin": "B09K57JC8W", "price": "$7.57", "quantity": ""}, {"title": "SUNFWR Leather Bands Compatible with Apple Watch Band 42mm 44mm 45mm 46mm 49mm for Men Women, Top Grain Genuine Leather Replacement Strap for iWatch Ultra2 Ultra SE2 SE Series 10 9 8 7 6 5 4 3 2 1", "asin": "B0BXDDWJT7", "price": "$12.98", "quantity": ""}, {"title": "Zedoli Metal Band Compatible with Apple Watch Band 40mm 38mm 41mm 45mm 44mm 42mm 49mm for Women Men, Stainless Steel Milanese Mesh Loop Magnetic Wristbands for iWatch Series 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B09ZXHS6FZ", "price": "$7.99", "quantity": ""}, {"title": "CALYX Magnetic Apple Watch Band, Compatible with Full-Size iWatch, Suitable for Apple Watch Ultra 2 SE Series 10 9 8 7 6 5 4 3 Band - Unisex", "asin": "B0CY58116N", "price": "$16.77", "quantity": ""}, {"title": "CTYBB Milanese Mesh Loop Compatible with Apple Watch Band 49mm 46mm 45mm 44mm 42mm Men Women, Stainless Steel Wider Metal Strap Magnetic Clasp for iWatch Series Ultra 2/Ultra 10 9 8 7 SE 6 5 4 3 2 1", "asin": "B0DJX9W3BD", "price": "$9.99", "quantity": ""}, {"title": "Marge Plus Compatible with Apple Watch Band Series 10, Ultra 2, SE, Ultra 9 8 7 6 5 4 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women and Men, Stainless Steel Mesh Loop Magnetic Clasp Replacement for iWatch Bands", "asin": "B09V5N5SPY", "price": "$9.99", "quantity": ""}, {"title": "Compatible with Apple Watch Band 49 46 45 44 42 41 40 38mm, Double Sided Wearable S...", "asin": "B0D3X583MY", "price": "$21.99", "quantity": ""}, {"title": "Adorve Stretchy Band Compatible with Apple Watch Band Ultra 2 49mm 46mm 45mm 44mm 42mm 38mm 40mm 41mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Bands Series 10/SE/9/8/7/6/5/4/3/2/1", "asin": "B096RY7KTN", "price": "$9.99", "quantity": ""}, {"title": "SNBLK Magnetic Watchband Compatible with Apple Watch for Men 44mm 45mm 46mm 49mm 42mm 41mm 40mm 38mm Women, Silicone Sport Strong Magnet Strap for iWatch Series 10 9 ULTRA 2 SE 8 7 6 5 4 3 1", "asin": "B0DFQ7FC5X", "price": "$15.29", "quantity": ""}, {"title": "Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men", "asin": "B0CB5TXHMW", "price": "$13.99", "quantity": ""}, {"title": "SUNFWR Leather Bands Compatible with Apple Watch Band 42mm 44mm 45mm 46mm 49mm for Men Women, Top Grain Genuine Leather Replacement Strap for iWatch Ultra2 Ultra SE2 SE Series 10 9 8 7 6 5 4 3 2 1", "asin": "B0BXDDWJT7", "price": "$12.98", "quantity": ""}, {"title": "Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men", "asin": "B095K58Z9Y", "price": "$6.23", "quantity": ""}], "comparison_items": [{"title": "EPULY Compatible with Apple Watch Band 44mm 45mm 46mm 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 10 9 8 SE 7 6 5 4 3 2 1Women Men -49/46/45/44mm Black", "asin": "B09ZP9W14Q", "price": "$9.99"}, {"title": "TRUMiRR Black Band for Apple Watch 10 46mm /44mm 45mm 49mm Men Women, Mesh Stainless Steel Watchband Replacement Strap for iWatch Apple Watch SE Ultra 2 Series 10 9 8 7 6 5 4 44mm 45mm 49mm", "asin": "B08QHLG36R", "price": "$15.99"}, {"title": "CTYBB Milanese Mesh Loop Compatible with Apple Watch Band 49mm 46mm 45mm 44mm 42mm Men Women, Stainless Steel Wider Metal Strap Magnetic Clasp for iWatch Series Ultra 2/Ultra 10 9 8 7 SE 6 5 4 3 2 1", "asin": "B0DJX9W3BD", "price": "$9.99"}, {"title": "Marge Plus Compatible with Apple Watch Band Series 10, Ultra 2, SE, Ultra 9 8 7 6 5 4 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women and Men, Stainless Steel Mesh Loop Magnetic Clasp Replacement for iWatch Bands", "asin": "B09V5N5SPY", "price": "$9.99"}, {"title": "Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men", "asin": "B0CB5TXHMW", "price": "$13.99"}, {"title": "Astorgos Stainless Steel Mesh Loop Compatible with Apple Watch Band Ultra/Ultra2 49mm/Series 9/8/7/6/5/4/3/2/1/SE 42/44/45mm,Dual Magnetic Clasp Wristband Metal Magnetic Strap for Women Men, Black", "asin": "B0CZ92TGJK", "price": "$12.99"}] <|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": "2025-04-08T01:16:05.480Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-08T01:16:05.480Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-08T01:16:05.480Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>", "index": 2537, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}],\n\"cart_items\": [{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm(Series 10) 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 9 8 SE 7 6 5 4 Women Men -49/46/45/44mm Space Grey\", \"asin\": \"B09ZPB85JC\", \"price\": \"$11.89\", \"quantity\": \"1\"},\n{\"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\"product_details\": [{\"asin\": \"B09ZP9W14Q\"},\n{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 10 9 8 SE 7 6 5 4 3 2 1Women Men -49/46/45/44mm Black\"},\n{\"price\": \"$9.99\"},\n{\"bullet_list\": \"\\u3010Compatible Model & Fit Wrist Size\\u3011\\uff1aEpuly magnetic clasp stainless steel mesh Loop fully compatible with apple watch 46mm(2024 series 10), ultra 2 band 49mm 45mm 44mm series 9, series 8, series 7, series SE, series 6, series 5, series 4, series 3, series 2. Fits 6.10-7.3 inch wrist (155mm-185mm) \\u3010Material & Design\\u3011:EPULY iWatch strap woven of high quality stainless steel, classy and stylish, the smooth mesh loop fluidly around your wrist , and because it`s fully magnetic, the band is adjustable, ensuring a perfect fit \\u3010Strong magnetic & Breathable\\u3011:Strong magnetic clasp for closure to avoid the stainless steel mesh band from falling off and being loose,and the mesh loop breathable and comfortable, sweat-proof and no rash.[NOTICE:Please buy with caution if you have frequent contact with metal in your life,the magnet clasp will attract other metals \\u3010Great Gift for Men & Women\\u3011:The Watch band is suitable for daily use, holiday parties, also concerts and very proper to be used as gifts for Wedding, birthday, Valentines' day, Mothers' day, father' day, Christmas, Thanksgiving Day etc \\u3010What You Get & 24-Hours Online Service \\u3011:1* iWatch band. Any problem with our iWatch bands, please contact us at the first time,we are glad to service for you within 24h\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Space Grey\"},\n{\"Size\": \"Series10 46mm/Ultra2 49mm/45mm/44mm\"}],\n\"promotion_items\": [{\"title\": \"Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men\", \"asin\": \"B0CB5TXHMW\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Goton Milanese Magnetic Band Compatible with Apple Watch Band Ultra 2 Ultra for Men Women 49mm 46mm 45mm 44mm 42mm, Stainless Steel Milanese Mesh Loop Strap for iWatch SE Series 10 9 8 7 6 5 4 3 2 1\", \"asin\": \"B0DQ7KVL1M\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46m...\", \"asin\": \"B09K57JC8W\", \"price\": \"$7.57\", \"quantity\": \"\"},\n{\"title\": \"SUNFWR Leather Bands Compatible with Apple Watch Band 42mm 44mm 45mm 46mm 49mm for Men Women, Top Grain Genuine Leather Replacement Strap for iWatch Ultra2 Ultra SE2 SE Series 10 9 8 7 6 5 4 3 2 1\", \"asin\": \"B0BXDDWJT7\", \"price\": \"$12.98\", \"quantity\": \"\"},\n{\"title\": \"Zedoli Metal Band Compatible with Apple Watch Band 40mm 38mm 41mm 45mm 44mm 42mm 49mm for Women Men, Stainless Steel Milanese Mesh Loop Magnetic Wristbands for iWatch Series 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B09ZXHS6FZ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"CALYX Magnetic Apple Watch Band, Compatible with Full-Size iWatch, Suitable for Apple Watch Ultra 2 SE Series 10 9 8 7 6 5 4 3 Band - Unisex\", \"asin\": \"B0CY58116N\", \"price\": \"$16.77\", \"quantity\": \"\"},\n{\"title\": \"CTYBB Milanese Mesh Loop Compatible with Apple Watch Band 49mm 46mm 45mm 44mm 42mm Men Women, Stainless Steel Wider Metal Strap Magnetic Clasp for iWatch Series Ultra 2/Ultra 10 9 8 7 SE 6 5 4 3 2 1\", \"asin\": \"B0DJX9W3BD\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Marge Plus Compatible with Apple Watch Band Series 10, Ultra 2, SE, Ultra 9 8 7 6 5 4 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women and Men, Stainless Steel Mesh Loop Magnetic Clasp Replacement for iWatch Bands\", \"asin\": \"B09V5N5SPY\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Compatible with Apple Watch Band 49 46 45 44 42 41 40 38mm, Double Sided Wearable S...\", \"asin\": \"B0D3X583MY\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Adorve Stretchy Band Compatible with Apple Watch Band Ultra 2 49mm 46mm 45mm 44mm 42mm 38mm 40mm 41mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Bands Series 10/SE/9/8/7/6/5/4/3/2/1\", \"asin\": \"B096RY7KTN\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"SNBLK Magnetic Watchband Compatible with Apple Watch for Men 44mm 45mm 46mm 49mm 42mm 41mm 40mm 38mm Women, Silicone Sport Strong Magnet Strap for iWatch Series 10 9 ULTRA 2 SE 8 7 6 5 4 3 1\", \"asin\": \"B0DFQ7FC5X\", \"price\": \"$15.29\", \"quantity\": \"\"},\n{\"title\": \"Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men\", \"asin\": \"B0CB5TXHMW\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"SUNFWR Leather Bands Compatible with Apple Watch Band 42mm 44mm 45mm 46mm 49mm for Men Women, Top Grain Genuine Leather Replacement Strap for iWatch Ultra2 Ultra SE2 SE Series 10 9 8 7 6 5 4 3 2 1\", \"asin\": \"B0BXDDWJT7\", \"price\": \"$12.98\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 10 9 8 SE 7 6 5 4 3 2 1Women Men -49/46/45/44mm Black\", \"asin\": \"B09ZP9W14Q\", \"price\": \"$9.99\"},\n{\"title\": \"TRUMiRR Black Band for Apple Watch 10 46mm /44mm 45mm 49mm Men Women, Mesh Stainless Steel Watchband Replacement Strap for iWatch Apple Watch SE Ultra 2 Series 10 9 8 7 6 5 4 44mm 45mm 49mm\", \"asin\": \"B08QHLG36R\", \"price\": \"$15.99\"},\n{\"title\": \"CTYBB Milanese Mesh Loop Compatible with Apple Watch Band 49mm 46mm 45mm 44mm 42mm Men Women, Stainless Steel Wider Metal Strap Magnetic Clasp for iWatch Series Ultra 2/Ultra 10 9 8 7 SE 6 5 4 3 2 1\", \"asin\": \"B0DJX9W3BD\", \"price\": \"$9.99\"},\n{\"title\": \"Marge Plus Compatible with Apple Watch Band Series 10, Ultra 2, SE, Ultra 9 8 7 6 5 4 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women and Men, Stainless Steel Mesh Loop Magnetic Clasp Replacement for iWatch Bands\", \"asin\": \"B09V5N5SPY\", \"price\": \"$9.99\"},\n{\"title\": \"Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men\", \"asin\": \"B0CB5TXHMW\", \"price\": \"$13.99\"},\n{\"title\": \"Astorgos Stainless Steel Mesh Loop Compatible with Apple Watch Band Ultra/Ultra2 49mm/Series 9/8/7/6/5/4/3/2/1/SE 42/44/45mm,Dual Magnetic Clasp Wristband Metal Magnetic Strap for Women Men, Black\", \"asin\": \"B0CZ92TGJK\", \"price\": \"$12.99\"}]\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\": \"2025-04-08T01:16:05.480Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"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\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}],\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\": \"Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1\", \"asin\": \"B0BXCWB3KR\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 42mm 44mm iWatch Series 6 5 SE 4 3 2 1 Strap, Nylon Velcro Women Men Stretchy Elastic Braided Adjustable Wristband, 38mm 40mm Cape Cod Blue\", \"asin\": \"B098F7CB8C\", \"price\": \"$10.07\", \"quantity\": \"\"},\n{\"title\": \"AMSKY 6 Pack Sport Nylon Loop Bands Compatible with Apple Watch Band 40mm 41mm 38mm 42mm 44mm 45mm 46mm 49mm for Women Men,Stretchy Vel-Cro Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DP1VZYD4\", \"price\": \"$12.33\", \"quantity\": \"\"},\n{\"title\": \"DaQin 3 Pack Adjustable Elastic Band Compatible with Apple Watch Bands 41mm 40mm 38mm 45mm 46mm 44mm 42mm Women Men, Stretchy Soft Nylon Strap for Apple Watch SE iWatch Series 10/9/8/7/6/5/4/3/2/1\", \"asin\": \"B095W4RRWL\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Compatible with Apple Watch Band 49mm 46mm 45mm 44mm 42mm 41mm 40mm 38mm, Silicone Magnetic Adjustable Loop Strap for iWatch Ultra 2 Series 10 9 8 7 SE 6 5 4 (42/41/40/38, Gray Blue)\", \"asin\": \"B0CX48YHCK\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1\", \"asin\": \"B0B857HHFR\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Wearlizer Leather Band Compatible with Apple Watch Bands Women 41mm 40mm 38mm 49mm 46mm 45mm 44mm 42mm, Fancy Dressy Strap for iWatch Series 10 9 8 Ultra SE 7 6 5 4 3 2 1\", \"asin\": \"B0B4NYR26K\", \"price\": \"$16.97\", \"quantity\": \"\"},\n{\"title\": \"JR.DM Resin Stretchy White Tortoise Fancy Beaded Bracelet Light Watch Band Women Compatible with Apple Watch Band 38mm 40mm 41mm Strap Wristband for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE\", \"asin\": \"B0CGLXL9N7\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Sport Bands Compatible with Apple Watch Ultra Band 49mm 45mm 44mm 42mm 41mm 40mm 38mm,Men Women Soft Silicone Waterproof Strap for iWatch Series 8 7 6 5 4 3 2 SE Ultra (42/44/45/49mm, Orange yellow)\", \"asin\": \"B0C71FNHS3\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Slim Silver Band for Women Feminine Elegant Compatible with Apple Watch 38mm 40mm 41mm 42mm (S10) Adjustable Metal Strap Dressy Chain Bracelet for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE\", \"asin\": \"B0CHRWKGBV\", \"price\": \"$16.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"Archer Watch Straps - Top Grain Leather Watch Bands for Apple Watch.\\\" Rated 4.3 out of 5 stars by 298 reviews. Eligible for Prime.\", \"asin\": \"B0BQ5RX2VQ\"}],\n\"search_results\": [{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 10 9 8 SE 7 6 5 4 3 2 1Women Men -49/46/45/44mm Black\", \"asin\": \"B09ZP9W14Q\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Archer Watch Straps - Canvas Straps for Apple Watch\", \"asin\": \"B082MTS2LJ\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Apr 13 - 16 for Prime members\"},\n{\"title\": \"AMANECER Stretchy Nylon Watch Bands Compatible with Apple Watch Series 9/8/7/6/5/4/3 SE 2/1, Adjustable Braided Elastic Sport Loop Rugged Straps for iWatch Women Men (Storm Gray, 38/40/41MM)\", \"asin\": \"B08TCB32XQ\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap\", \"asin\": \"B0CKPB8DNK\", \"price\": \"$7.19\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"SICCIDEN Slim Stretchy Bands Compatible with Apple Watch Band 42mm 41mm 40mm 38mm, Women Elastics Nylon Thin Strap for iWatch SE2 SE Series 10 9 8 7 6 5 4 3 2 1 (Light Gray/Silver)\", \"asin\": \"B098QB6FDG\", \"price\": \"$10.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K39ZYQ\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"4 Pack Stretchy Solo Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Sport Nylon Elastic Straps Braided Wristbands for iWatch Series 10 9 8 7 6 5 4 3 Ultra SE\", \"asin\": \"B0B7JM3SLZ\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1\", \"asin\": \"B0BXCWB3KR\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Braided Stretchy Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Nylon Solo Loop Elastic Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0D972C5QK\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Zedoli Braided Solo Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men,Stretchy Nylon Sport Elastic Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra/Ultra 2\", \"asin\": \"B0CLDF2L63\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Getino Nylon Band Compatible with Apple Watch Bands 40mm 41mm 38mm 42mm 46mm 44mm 45mm 49mm Women Men, Breathable Soft Weave Stretchy Sport Strap for iWatch Series 10 9 8 7 6 5 4 3 SE Ultra 2 1, Gray\", \"asin\": \"B0D6RMS3PK\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Braided Solo Loop Elastic Nylon Sports Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Parachute Buckle Strap for iWatch Series Ultra 2 Ultra 10 9 8 7 6 5 4 3 2 1 se\", \"asin\": \"B0DNZJWHF6\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Adorve Stretchy Band Compatible with Apple Watch Band Ultra 2 49mm 46mm 45mm 44mm 42mm 38mm 40mm 41mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Bands Series 10/SE/9/8/7/6/5/4/3/2/1\", \"asin\": \"B096RY7KTN\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men\", \"asin\": \"B0CB5TXHMW\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"DaQin Nylon Sport Loop Compatible with Apple Watch Band 40mm 38mm 41mm 42mm 44mm 45mm 46mm 49mm, Soft Breathable Braided Wristbands for iWatch Band for Women Men Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DCFSJQ2Q\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Archer Watch Straps - Canvas Straps for Apple Watch\", \"asin\": \"B082MSF4CB\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Hamile Braided Solo Loop Compatible with Apple Watch Bands 40mm 41mm 38mm 42mm 44mm 45mm 49mm for Women Men, Stretchy Soft Nylon Adjustable Sport Strap for iWatch Bands Series 9 8 7 6 5 4 3 SE Ultra 2\", \"asin\": \"B0CR9PK1PR\", \"price\": \"$2.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Stretchy Solo Loop Strap Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Soft Nylon Elastic Strap Wristband for iWatch series 10 9 8 7 6 5 4 3 2 1 se Ultra Twill Weave-Light Gray\", \"asin\": \"B08ZSHTCTJ\", \"price\": \"$8.54\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 42mm 44mm iWatch Series 6 5 SE 4 3 2 1 Strap, Nylon Velcro Women Men Stretchy Elastic Braided Adjustable Wristband, 38mm 40mm Cape Cod Blue\", \"asin\": \"B098F7CB8C\", \"price\": \"$10.07\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Stretchy Sport Band Compatible with Apple Watch 46mm 45mm 44mm 42mm 49mm 41mm 40mm 38mm for Men Women, Elastic Solo Loop Nylon Strap Compatible for iWatch Series SE 10 9 8 7 6 5 4 3 2 Ultra\", \"asin\": \"B0CWD9V2NG\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Stretchy Braided Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Adjustable Elastic Nylon for iWatch Series 10 9 8 7 6 5 4 3 2 Se Ultra Ultra 2\", \"asin\": \"B096SB6GVV\", \"price\": \"$8.54\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Replacement Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2/1\", \"asin\": \"B0DB5FD71J\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Arae Magnetic Stretchy Watch Band Compatible for Apple Watch Band 49mm 45mm 44mm 42mm, Comfortable Adjustable Straps Wristbands for iWatch Series 9 8 7 6 5 4 SE 3 2 1 Ultra Women Men,Space Gray\", \"asin\": \"B0CZDRX9GQ\", \"price\": \"$8.99\", \"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\": \"2025-04-08T01:18:50.961Z\", // 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
2025-04-08T01:18:50.961Z
click_product
B0CKPB8DNK
rule
train
2,538
2025-04-08T01:18:50.961Z
click_product
B0CKPB8DNK
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (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"} {"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"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} {"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"} {"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"} {"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"} {"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"} {"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"} {"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"} {"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:15:46.772Z", "action": "click_product", "action_argument": "B0043JTA7S"} {"timestamp": "2025-04-08T00:16:08.041Z", "action": "click_product", "action_argument": "B0777LRN9F"} {"timestamp": "2025-04-08T00:18:56.688Z", "action": "click_product", "action_argument": "B087MC1HW6"} {"timestamp": "2025-04-08T01:08:41.680Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray \u7f16\u7ec7"} {"timestamp": "2025-04-08T01:08:41.865Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:48.494Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray nylon"} {"timestamp": "2025-04-08T01:11:48.790Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:55.067Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:11:59.077Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-08T01:12:05.683Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:12:14.918Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:12.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:22.813Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:28.877Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:14:53.912Z", "action": "purchase", "action_argument": "B09ZPB85JC"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T01:15:56.058Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:16:05.480Z", "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": "apple watch \u8868\u5e26 silver Gray nylon"}], "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": "Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1", "asin": "B0BXCWB3KR", "price": "$9.99", "quantity": ""}, {"title": "Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 42mm 44mm iWatch Series 6 5 SE 4 3 2 1 Strap, Nylon Velcro Women Men Stretchy Elastic Braided Adjustable Wristband, 38mm 40mm Cape Cod Blue", "asin": "B098F7CB8C", "price": "$10.07", "quantity": ""}, {"title": "AMSKY 6 Pack Sport Nylon Loop Bands Compatible with Apple Watch Band 40mm 41mm 38mm 42mm 44mm 45mm 46mm 49mm for Women Men,Stretchy Vel-Cro Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B0DP1VZYD4", "price": "$12.33", "quantity": ""}, {"title": "DaQin 3 Pack Adjustable Elastic Band Compatible with Apple Watch Bands 41mm 40mm 38mm 45mm 46mm 44mm 42mm Women Men, Stretchy Soft Nylon Strap for Apple Watch SE iWatch Series 10/9/8/7/6/5/4/3/2/1", "asin": "B095W4RRWL", "price": "$12.99", "quantity": ""}, {"title": "Compatible with Apple Watch Band 49mm 46mm 45mm 44mm 42mm 41mm 40mm 38mm, Silicone Magnetic Adjustable Loop Strap for iWatch Ultra 2 Series 10 9 8 7 SE 6 5 4 (42/41/40/38, Gray Blue)", "asin": "B0CX48YHCK", "price": "$19.99", "quantity": ""}, {"title": "Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1", "asin": "B0B857HHFR", "price": "$9.99", "quantity": ""}, {"title": "Wearlizer Leather Band Compatible with Apple Watch Bands Women 41mm 40mm 38mm 49mm 46mm 45mm 44mm 42mm, Fancy Dressy Strap for iWatch Series 10 9 8 Ultra SE 7 6 5 4 3 2 1", "asin": "B0B4NYR26K", "price": "$16.97", "quantity": ""}, {"title": "JR.DM Resin Stretchy White Tortoise Fancy Beaded Bracelet Light Watch Band Women Compatible with Apple Watch Band 38mm 40mm 41mm Strap Wristband for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE", "asin": "B0CGLXL9N7", "price": "$15.99", "quantity": ""}, {"title": "Sport Bands Compatible with Apple Watch Ultra Band 49mm 45mm 44mm 42mm 41mm 40mm 38mm,Men Women Soft Silicone Waterproof Strap for iWatch Series 8 7 6 5 4 3 2 SE Ultra (42/44/45/49mm, Orange yellow)", "asin": "B0C71FNHS3", "price": "$9.99", "quantity": ""}, {"title": "Slim Silver Band for Women Feminine Elegant Compatible with Apple Watch 38mm 40mm 41mm 42mm (S10) Adjustable Metal Strap Dressy Chain Bracelet for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE", "asin": "B0CHRWKGBV", "price": "$16.99", "quantity": ""}], "ads": [{"title": "Go to detail page for \"Archer Watch Straps - Top Grain Leather Watch Bands for Apple Watch.\" Rated 4.3 out of 5 stars by 298 reviews. Eligible for Prime.", "asin": "B0BQ5RX2VQ"}], "search_results": [{"title": "EPULY Compatible with Apple Watch Band 44mm 45mm 46mm 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 10 9 8 SE 7 6 5 4 3 2 1Women Men -49/46/45/44mm Black", "asin": "B09ZP9W14Q", "price": "$9.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Archer Watch Straps - Canvas Straps for Apple Watch", "asin": "B082MTS2LJ", "price": "$29.99", "delivery": "FREE delivery Apr 13 - 16 for Prime members"}, {"title": "AMANECER Stretchy Nylon Watch Bands Compatible with Apple Watch Series 9/8/7/6/5/4/3 SE 2/1, Adjustable Braided Elastic Sport Loop Rugged Straps for iWatch Women Men (Storm Gray, 38/40/41MM)", "asin": "B08TCB32XQ", "price": "$9.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap", "asin": "B0CKPB8DNK", "price": "$7.19", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "SICCIDEN Slim Stretchy Bands Compatible with Apple Watch Band 42mm 41mm 40mm 38mm, Women Elastics Nylon Thin Strap for iWatch SE2 SE Series 10 9 8 7 6 5 4 3 2 1 (Light Gray/Silver)", "asin": "B098QB6FDG", "price": "$10.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men", "asin": "B095K39ZYQ", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "4 Pack Stretchy Solo Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Sport Nylon Elastic Straps Braided Wristbands for iWatch Series 10 9 8 7 6 5 4 3 Ultra SE", "asin": "B0B7JM3SLZ", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1", "asin": "B0BXCWB3KR", "price": "$9.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Braided Stretchy Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Nylon Solo Loop Elastic Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B0D972C5QK", "price": "$5.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Zedoli Braided Solo Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men,Stretchy Nylon Sport Elastic Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra/Ultra 2", "asin": "B0CLDF2L63", "price": "$9.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Getino Nylon Band Compatible with Apple Watch Bands 40mm 41mm 38mm 42mm 46mm 44mm 45mm 49mm Women Men, Breathable Soft Weave Stretchy Sport Strap for iWatch Series 10 9 8 7 6 5 4 3 SE Ultra 2 1, Gray", "asin": "B0D6RMS3PK", "price": "$9.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Braided Solo Loop Elastic Nylon Sports Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Parachute Buckle Strap for iWatch Series Ultra 2 Ultra 10 9 8 7 6 5 4 3 2 1 se", "asin": "B0DNZJWHF6", "price": "$14.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Adorve Stretchy Band Compatible with Apple Watch Band Ultra 2 49mm 46mm 45mm 44mm 42mm 38mm 40mm 41mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Bands Series 10/SE/9/8/7/6/5/4/3/2/1", "asin": "B096RY7KTN", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men", "asin": "B0CB5TXHMW", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "DaQin Nylon Sport Loop Compatible with Apple Watch Band 40mm 38mm 41mm 42mm 44mm 45mm 46mm 49mm, Soft Breathable Braided Wristbands for iWatch Band for Women Men Series 10 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B0DCFSJQ2Q", "price": "$9.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Archer Watch Straps - Canvas Straps for Apple Watch", "asin": "B082MSF4CB", "price": "$29.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Hamile Braided Solo Loop Compatible with Apple Watch Bands 40mm 41mm 38mm 42mm 44mm 45mm 49mm for Women Men, Stretchy Soft Nylon Adjustable Sport Strap for iWatch Bands Series 9 8 7 6 5 4 3 SE Ultra 2", "asin": "B0CR9PK1PR", "price": "$2.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Stretchy Solo Loop Strap Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Soft Nylon Elastic Strap Wristband for iWatch series 10 9 8 7 6 5 4 3 2 1 se Ultra Twill Weave-Light Gray", "asin": "B08ZSHTCTJ", "price": "$8.54", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 42mm 44mm iWatch Series 6 5 SE 4 3 2 1 Strap, Nylon Velcro Women Men Stretchy Elastic Braided Adjustable Wristband, 38mm 40mm Cape Cod Blue", "asin": "B098F7CB8C", "price": "$10.07", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Stretchy Sport Band Compatible with Apple Watch 46mm 45mm 44mm 42mm 49mm 41mm 40mm 38mm for Men Women, Elastic Solo Loop Nylon Strap Compatible for iWatch Series SE 10 9 8 7 6 5 4 3 2 Ultra", "asin": "B0CWD9V2NG", "price": "$7.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Stretchy Braided Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Adjustable Elastic Nylon for iWatch Series 10 9 8 7 6 5 4 3 2 Se Ultra Ultra 2", "asin": "B096SB6GVV", "price": "$8.54", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Replacement Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2/1", "asin": "B0DB5FD71J", "price": "$9.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Arae Magnetic Stretchy Watch Band Compatible for Apple Watch Band 49mm 45mm 44mm 42mm, Comfortable Adjustable Straps Wristbands for iWatch Series 9 8 7 6 5 4 SE 3 2 1 Ultra Women Men,Space Gray", "asin": "B0CZDRX9GQ", "price": "$8.99", "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": "2025-04-08T01:18:50.961Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-08T01:18:50.961Z\",\"action\": \"click_product\",\"acion_argument\": \"B0CKPB8DNK\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-08T01:18:50.961Z\",\"action\": \"click_product\",\"acion_argument\": \"B0CKPB8DNK\",}</answer>", "index": 2538, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"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\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}],\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\": \"Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1\", \"asin\": \"B0BXCWB3KR\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 42mm 44mm iWatch Series 6 5 SE 4 3 2 1 Strap, Nylon Velcro Women Men Stretchy Elastic Braided Adjustable Wristband, 38mm 40mm Cape Cod Blue\", \"asin\": \"B098F7CB8C\", \"price\": \"$10.07\", \"quantity\": \"\"},\n{\"title\": \"AMSKY 6 Pack Sport Nylon Loop Bands Compatible with Apple Watch Band 40mm 41mm 38mm 42mm 44mm 45mm 46mm 49mm for Women Men,Stretchy Vel-Cro Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DP1VZYD4\", \"price\": \"$12.33\", \"quantity\": \"\"},\n{\"title\": \"DaQin 3 Pack Adjustable Elastic Band Compatible with Apple Watch Bands 41mm 40mm 38mm 45mm 46mm 44mm 42mm Women Men, Stretchy Soft Nylon Strap for Apple Watch SE iWatch Series 10/9/8/7/6/5/4/3/2/1\", \"asin\": \"B095W4RRWL\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Compatible with Apple Watch Band 49mm 46mm 45mm 44mm 42mm 41mm 40mm 38mm, Silicone Magnetic Adjustable Loop Strap for iWatch Ultra 2 Series 10 9 8 7 SE 6 5 4 (42/41/40/38, Gray Blue)\", \"asin\": \"B0CX48YHCK\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1\", \"asin\": \"B0B857HHFR\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Wearlizer Leather Band Compatible with Apple Watch Bands Women 41mm 40mm 38mm 49mm 46mm 45mm 44mm 42mm, Fancy Dressy Strap for iWatch Series 10 9 8 Ultra SE 7 6 5 4 3 2 1\", \"asin\": \"B0B4NYR26K\", \"price\": \"$16.97\", \"quantity\": \"\"},\n{\"title\": \"JR.DM Resin Stretchy White Tortoise Fancy Beaded Bracelet Light Watch Band Women Compatible with Apple Watch Band 38mm 40mm 41mm Strap Wristband for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE\", \"asin\": \"B0CGLXL9N7\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Sport Bands Compatible with Apple Watch Ultra Band 49mm 45mm 44mm 42mm 41mm 40mm 38mm,Men Women Soft Silicone Waterproof Strap for iWatch Series 8 7 6 5 4 3 2 SE Ultra (42/44/45/49mm, Orange yellow)\", \"asin\": \"B0C71FNHS3\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Slim Silver Band for Women Feminine Elegant Compatible with Apple Watch 38mm 40mm 41mm 42mm (S10) Adjustable Metal Strap Dressy Chain Bracelet for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE\", \"asin\": \"B0CHRWKGBV\", \"price\": \"$16.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"Archer Watch Straps - Top Grain Leather Watch Bands for Apple Watch.\\\" Rated 4.3 out of 5 stars by 298 reviews. Eligible for Prime.\", \"asin\": \"B0BQ5RX2VQ\"}],\n\"search_results\": [{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 10 9 8 SE 7 6 5 4 3 2 1Women Men -49/46/45/44mm Black\", \"asin\": \"B09ZP9W14Q\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Archer Watch Straps - Canvas Straps for Apple Watch\", \"asin\": \"B082MTS2LJ\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Apr 13 - 16 for Prime members\"},\n{\"title\": \"AMANECER Stretchy Nylon Watch Bands Compatible with Apple Watch Series 9/8/7/6/5/4/3 SE 2/1, Adjustable Braided Elastic Sport Loop Rugged Straps for iWatch Women Men (Storm Gray, 38/40/41MM)\", \"asin\": \"B08TCB32XQ\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap\", \"asin\": \"B0CKPB8DNK\", \"price\": \"$7.19\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"SICCIDEN Slim Stretchy Bands Compatible with Apple Watch Band 42mm 41mm 40mm 38mm, Women Elastics Nylon Thin Strap for iWatch SE2 SE Series 10 9 8 7 6 5 4 3 2 1 (Light Gray/Silver)\", \"asin\": \"B098QB6FDG\", \"price\": \"$10.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K39ZYQ\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"4 Pack Stretchy Solo Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Sport Nylon Elastic Straps Braided Wristbands for iWatch Series 10 9 8 7 6 5 4 3 Ultra SE\", \"asin\": \"B0B7JM3SLZ\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1\", \"asin\": \"B0BXCWB3KR\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Braided Stretchy Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Nylon Solo Loop Elastic Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0D972C5QK\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Zedoli Braided Solo Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men,Stretchy Nylon Sport Elastic Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra/Ultra 2\", \"asin\": \"B0CLDF2L63\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Getino Nylon Band Compatible with Apple Watch Bands 40mm 41mm 38mm 42mm 46mm 44mm 45mm 49mm Women Men, Breathable Soft Weave Stretchy Sport Strap for iWatch Series 10 9 8 7 6 5 4 3 SE Ultra 2 1, Gray\", \"asin\": \"B0D6RMS3PK\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Braided Solo Loop Elastic Nylon Sports Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Parachute Buckle Strap for iWatch Series Ultra 2 Ultra 10 9 8 7 6 5 4 3 2 1 se\", \"asin\": \"B0DNZJWHF6\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Adorve Stretchy Band Compatible with Apple Watch Band Ultra 2 49mm 46mm 45mm 44mm 42mm 38mm 40mm 41mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Bands Series 10/SE/9/8/7/6/5/4/3/2/1\", \"asin\": \"B096RY7KTN\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men\", \"asin\": \"B0CB5TXHMW\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"DaQin Nylon Sport Loop Compatible with Apple Watch Band 40mm 38mm 41mm 42mm 44mm 45mm 46mm 49mm, Soft Breathable Braided Wristbands for iWatch Band for Women Men Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DCFSJQ2Q\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Archer Watch Straps - Canvas Straps for Apple Watch\", \"asin\": \"B082MSF4CB\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Hamile Braided Solo Loop Compatible with Apple Watch Bands 40mm 41mm 38mm 42mm 44mm 45mm 49mm for Women Men, Stretchy Soft Nylon Adjustable Sport Strap for iWatch Bands Series 9 8 7 6 5 4 3 SE Ultra 2\", \"asin\": \"B0CR9PK1PR\", \"price\": \"$2.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Stretchy Solo Loop Strap Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Soft Nylon Elastic Strap Wristband for iWatch series 10 9 8 7 6 5 4 3 2 1 se Ultra Twill Weave-Light Gray\", \"asin\": \"B08ZSHTCTJ\", \"price\": \"$8.54\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 42mm 44mm iWatch Series 6 5 SE 4 3 2 1 Strap, Nylon Velcro Women Men Stretchy Elastic Braided Adjustable Wristband, 38mm 40mm Cape Cod Blue\", \"asin\": \"B098F7CB8C\", \"price\": \"$10.07\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Stretchy Sport Band Compatible with Apple Watch 46mm 45mm 44mm 42mm 49mm 41mm 40mm 38mm for Men Women, Elastic Solo Loop Nylon Strap Compatible for iWatch Series SE 10 9 8 7 6 5 4 3 2 Ultra\", \"asin\": \"B0CWD9V2NG\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Stretchy Braided Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Adjustable Elastic Nylon for iWatch Series 10 9 8 7 6 5 4 3 2 Se Ultra Ultra 2\", \"asin\": \"B096SB6GVV\", \"price\": \"$8.54\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Replacement Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2/1\", \"asin\": \"B0DB5FD71J\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Arae Magnetic Stretchy Watch Band Compatible for Apple Watch Band 49mm 45mm 44mm 42mm, Comfortable Adjustable Straps Wristbands for iWatch Series 9 8 7 6 5 4 SE 3 2 1 Ultra Women Men,Space Gray\", \"asin\": \"B0CZDRX9GQ\", \"price\": \"$8.99\", \"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\": \"2025-04-08T01:18:50.961Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}],\n\"cart_items\": [{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm(Series 10) 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 9 8 SE 7 6 5 4 Women Men -49/46/45/44mm Space Grey\", \"asin\": \"B09ZPB85JC\", \"price\": \"$11.89\", \"quantity\": \"1\"},\n{\"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\"product_details\": [{\"title\": \"Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap\"},\n{\"bullet_list\": \"\\u3010FIT FOR APPLE WATCH ALL MODELS\\u3011Lerobo Elastic Nylon Sport bands compatible with Apple Watch Bands 44mm 45mm 46mm 42mm 41mm 40mm 38mm 49mm, for Apple Watch SE SE2 & iWatch Series 10 Series 9 Series 8 Series 7 Series 6 Series 5 Series 4 Series 3 Series 2 Series 1 for Apple Watch Ultra Band 49mm Ultra 2 Band 49mm for Apple Watch Series 10, works with all versions for Apple Watch. (Note: Smart watch is not included.) \\u3010Breathable & Comfortable Nylon Material\\u3011Lerobo sport watch bands for iWatch bands Series 9 are made of skin-friendly woven nylon elastic material, lightweight and breathable, durable and comfortable for wearing. Elastic braided bracelet wristbands could prevent skin from irritation. Special braided design makes the bands for apple watch looks more youthful fashionable, than original strap. Suitable as a special gift for friends and family on birthdays, Christmas, Valentine's Day or holidays. \\u3010Super Stretchy & Size Adjustable\\u3011The adjustable stretchy nylon solo loop band with super stretchy. One size fits most wrist, 38mm/40mm/41mm/(42mm-Series 10) suits for apple watch 40mm 4.5 inch - 9.5 inch wrists, also works for 41mm/38mm,series 10 42mm.49mm/46mm/45mm/44mm/(42mm-Series 3 2 1) suits for apple watch 44mm 4.5 inch-9.5 inch wrists,also works for 46mm/45mm/42mm/49mm.Simply move the closure to adjust it to the exact size of your wrist.Free size for both women and men on most occasions \\u3010Security & Easy to Install\\u3011Lerobo replacement band come with watch lugs on both ends, which locks onto watch band interface precisely and securely. It can effectively prevent the sport bands from falling off and becoming loose. A secure stretch bracelet strap compatible with Apple Watch Band for men women. The installation is simple and direct, with one-click disassembly, no tool needed. \\u301024h Customer Service\\u3011Lerobo durable wristband replacement for apple watch se bands are available in a variety of colors to match different outfits and suit different occasions and moods. Any problems with our smart sport watch bands, please feel free to contact us. We will solve them for you within 24 hours.\"},\n{\"asin\": \"B0CKPMK2XH\"}],\n\"product_options\": [{\"Color\": \"Gray\"},\n{\"Size\": \"Select\"}],\n\"promotion_items\": [{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 10 9 8 SE 7 6 5 4 3 2 1Women Men -49/46/45/44mm Black\", \"asin\": \"B09ZP9W14Q\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"DaQin Nylon Sport Loop Compatible with Apple Watch Band 40mm 38mm 41mm 42mm 44mm 45mm 46mm 49mm, Soft Breathable Braided Wristbands for iWatch Band for Women Men Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0D7MHG2GY\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Compatible with Apple Watch Band 44mm 45mm 46mm 42mm 49mm Men Women,Soft Silicone Breathable Sport Bands Compatible for Apple Watch Ultra 2 Band SE iWatch Series 10 9 8 7 6 5 4 3 2 1 Black\", \"asin\": \"B09131JLC1\", \"price\": \"$5.21\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DPC29VLW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46m...\", \"asin\": \"B09K57JC8W\", \"price\": \"$7.57\", \"quantity\": \"\"},\n{\"title\": \"Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor\", \"asin\": \"B0DMNTM7VS\", \"price\": \"$6.38\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor\", \"asin\": \"B0DMNTM7VS\", \"price\": \"$6.38\", \"quantity\": \"\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46m...\", \"asin\": \"B09K57JC8W\", \"price\": \"$7.57\", \"quantity\": \"\"},\n{\"title\": \"Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1\", \"asin\": \"B0BXCV38FZ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Stretchy Nylon Solo Loop Bands Compatible with Apple Watch 38mm 40mm 41mm 42mm 44mm...\", \"asin\": \"B08Q3MP34W\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"DaQin Nylon Sport Loop Compatible with Apple Watch Band 40mm 38mm 41mm 42mm 44mm 45mm 46mm 49mm, Soft Breathable Braided Wristbands for iWatch Band for Women Men Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0D7MHG2GY\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"3 Pack Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Breathable Braided Woven Fabric Nylon Sport Loop Strap for iWatch SE Ultra Series 10 9 8 7 6 5 4 3 2 1\", \"asin\": \"B0CW5Q8CYG\", \"price\": \"$7.99\", \"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\": \"2025-04-08T01:19:15.369Z\", // 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
2025-04-08T01:19:15.369Z
click
product_option
rule
train
2,539
2025-04-08T01:19:15.369Z
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": "2025-04-04T20:26:53.926Z", "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"} {"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"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} {"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"} {"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"} {"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"} {"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"} {"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"} {"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"} {"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:15:46.772Z", "action": "click_product", "action_argument": "B0043JTA7S"} {"timestamp": "2025-04-08T00:16:08.041Z", "action": "click_product", "action_argument": "B0777LRN9F"} {"timestamp": "2025-04-08T00:18:56.688Z", "action": "click_product", "action_argument": "B087MC1HW6"} {"timestamp": "2025-04-08T01:08:41.680Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray \u7f16\u7ec7"} {"timestamp": "2025-04-08T01:08:41.865Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:48.494Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray nylon"} {"timestamp": "2025-04-08T01:11:48.790Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:55.067Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:11:59.077Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-08T01:12:05.683Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:12:14.918Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:12.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:22.813Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:28.877Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:14:53.912Z", "action": "purchase", "action_argument": "B09ZPB85JC"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T01:15:56.058Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:16:05.480Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:18:50.961Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "apple watch \u8868\u5e26 silver Gray nylon"}], "cart_items": [{"title": "EPULY Compatible with Apple Watch Band 44mm 45mm 46mm(Series 10) 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 9 8 SE 7 6 5 4 Women Men -49/46/45/44mm Space Grey", "asin": "B09ZPB85JC", "price": "$11.89", "quantity": "1"}, {"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"}], "product_details": [{"title": "Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap"}, {"bullet_list": "\u3010FIT FOR APPLE WATCH ALL MODELS\u3011Lerobo Elastic Nylon Sport bands compatible with Apple Watch Bands 44mm 45mm 46mm 42mm 41mm 40mm 38mm 49mm, for Apple Watch SE SE2 & iWatch Series 10 Series 9 Series 8 Series 7 Series 6 Series 5 Series 4 Series 3 Series 2 Series 1 for Apple Watch Ultra Band 49mm Ultra 2 Band 49mm for Apple Watch Series 10, works with all versions for Apple Watch. (Note: Smart watch is not included.) \u3010Breathable & Comfortable Nylon Material\u3011Lerobo sport watch bands for iWatch bands Series 9 are made of skin-friendly woven nylon elastic material, lightweight and breathable, durable and comfortable for wearing. Elastic braided bracelet wristbands could prevent skin from irritation. Special braided design makes the bands for apple watch looks more youthful fashionable, than original strap. Suitable as a special gift for friends and family on birthdays, Christmas, Valentine's Day or holidays. \u3010Super Stretchy & Size Adjustable\u3011The adjustable stretchy nylon solo loop band with super stretchy. One size fits most wrist, 38mm/40mm/41mm/(42mm-Series 10) suits for apple watch 40mm 4.5 inch - 9.5 inch wrists, also works for 41mm/38mm,series 10 42mm.49mm/46mm/45mm/44mm/(42mm-Series 3 2 1) suits for apple watch 44mm 4.5 inch-9.5 inch wrists,also works for 46mm/45mm/42mm/49mm.Simply move the closure to adjust it to the exact size of your wrist.Free size for both women and men on most occasions \u3010Security & Easy to Install\u3011Lerobo replacement band come with watch lugs on both ends, which locks onto watch band interface precisely and securely. It can effectively prevent the sport bands from falling off and becoming loose. A secure stretch bracelet strap compatible with Apple Watch Band for men women. The installation is simple and direct, with one-click disassembly, no tool needed. \u301024h Customer Service\u3011Lerobo durable wristband replacement for apple watch se bands are available in a variety of colors to match different outfits and suit different occasions and moods. Any problems with our smart sport watch bands, please feel free to contact us. We will solve them for you within 24 hours."}, {"asin": "B0CKPMK2XH"}], "product_options": [{"Color": "Gray"}, {"Size": "Select"}], "promotion_items": [{"title": "EPULY Compatible with Apple Watch Band 44mm 45mm 46mm 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 10 9 8 SE 7 6 5 4 3 2 1Women Men -49/46/45/44mm Black", "asin": "B09ZP9W14Q", "price": "$9.99", "quantity": ""}, {"title": "DaQin Nylon Sport Loop Compatible with Apple Watch Band 40mm 38mm 41mm 42mm 44mm 45mm 46mm 49mm, Soft Breathable Braided Wristbands for iWatch Band for Women Men Series 10 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B0D7MHG2GY", "price": "$4.99", "quantity": ""}, {"title": "Lerobo Compatible with Apple Watch Band 44mm 45mm 46mm 42mm 49mm Men Women,Soft Silicone Breathable Sport Bands Compatible for Apple Watch Ultra 2 Band SE iWatch Series 10 9 8 7 6 5 4 3 2 1 Black", "asin": "B09131JLC1", "price": "$5.21", "quantity": ""}, {"title": "6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B0DPC29VLW", "price": "$12.99", "quantity": ""}, {"title": "Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men", "asin": "B095K58Z9Y", "price": "$6.23", "quantity": ""}, {"title": "Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46m...", "asin": "B09K57JC8W", "price": "$7.57", "quantity": ""}, {"title": "Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor", "asin": "B0DMNTM7VS", "price": "$6.38", "quantity": ""}, {"title": "Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men", "asin": "B095K58Z9Y", "price": "$6.23", "quantity": ""}, {"title": "Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor", "asin": "B0DMNTM7VS", "price": "$6.38", "quantity": ""}, {"title": "Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46m...", "asin": "B09K57JC8W", "price": "$7.57", "quantity": ""}, {"title": "Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1", "asin": "B0BXCV38FZ", "price": "$9.99", "quantity": ""}, {"title": "Stretchy Nylon Solo Loop Bands Compatible with Apple Watch 38mm 40mm 41mm 42mm 44mm...", "asin": "B08Q3MP34W", "price": "$9.99", "quantity": ""}, {"title": "DaQin Nylon Sport Loop Compatible with Apple Watch Band 40mm 38mm 41mm 42mm 44mm 45mm 46mm 49mm, Soft Breathable Braided Wristbands for iWatch Band for Women Men Series 10 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B0D7MHG2GY", "price": "$4.99", "quantity": ""}, {"title": "3 Pack Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Breathable Braided Woven Fabric Nylon Sport Loop Strap for iWatch SE Ultra Series 10 9 8 7 6 5 4 3 2 1", "asin": "B0CW5Q8CYG", "price": "$7.99", "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": "2025-04-08T01:19:15.369Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-08T01:19:15.369Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-08T01:19:15.369Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>", "index": 2539, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}],\n\"cart_items\": [{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm(Series 10) 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 9 8 SE 7 6 5 4 Women Men -49/46/45/44mm Space Grey\", \"asin\": \"B09ZPB85JC\", \"price\": \"$11.89\", \"quantity\": \"1\"},\n{\"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\"product_details\": [{\"title\": \"Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap\"},\n{\"bullet_list\": \"\\u3010FIT FOR APPLE WATCH ALL MODELS\\u3011Lerobo Elastic Nylon Sport bands compatible with Apple Watch Bands 44mm 45mm 46mm 42mm 41mm 40mm 38mm 49mm, for Apple Watch SE SE2 & iWatch Series 10 Series 9 Series 8 Series 7 Series 6 Series 5 Series 4 Series 3 Series 2 Series 1 for Apple Watch Ultra Band 49mm Ultra 2 Band 49mm for Apple Watch Series 10, works with all versions for Apple Watch. (Note: Smart watch is not included.) \\u3010Breathable & Comfortable Nylon Material\\u3011Lerobo sport watch bands for iWatch bands Series 9 are made of skin-friendly woven nylon elastic material, lightweight and breathable, durable and comfortable for wearing. Elastic braided bracelet wristbands could prevent skin from irritation. Special braided design makes the bands for apple watch looks more youthful fashionable, than original strap. Suitable as a special gift for friends and family on birthdays, Christmas, Valentine's Day or holidays. \\u3010Super Stretchy & Size Adjustable\\u3011The adjustable stretchy nylon solo loop band with super stretchy. One size fits most wrist, 38mm/40mm/41mm/(42mm-Series 10) suits for apple watch 40mm 4.5 inch - 9.5 inch wrists, also works for 41mm/38mm,series 10 42mm.49mm/46mm/45mm/44mm/(42mm-Series 3 2 1) suits for apple watch 44mm 4.5 inch-9.5 inch wrists,also works for 46mm/45mm/42mm/49mm.Simply move the closure to adjust it to the exact size of your wrist.Free size for both women and men on most occasions \\u3010Security & Easy to Install\\u3011Lerobo replacement band come with watch lugs on both ends, which locks onto watch band interface precisely and securely. It can effectively prevent the sport bands from falling off and becoming loose. A secure stretch bracelet strap compatible with Apple Watch Band for men women. The installation is simple and direct, with one-click disassembly, no tool needed. \\u301024h Customer Service\\u3011Lerobo durable wristband replacement for apple watch se bands are available in a variety of colors to match different outfits and suit different occasions and moods. Any problems with our smart sport watch bands, please feel free to contact us. We will solve them for you within 24 hours.\"},\n{\"asin\": \"B0CKPMK2XH\"}],\n\"product_options\": [{\"Color\": \"Gray\"},\n{\"Size\": \"Select\"}],\n\"promotion_items\": [{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 10 9 8 SE 7 6 5 4 3 2 1Women Men -49/46/45/44mm Black\", \"asin\": \"B09ZP9W14Q\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"DaQin Nylon Sport Loop Compatible with Apple Watch Band 40mm 38mm 41mm 42mm 44mm 45mm 46mm 49mm, Soft Breathable Braided Wristbands for iWatch Band for Women Men Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0D7MHG2GY\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Compatible with Apple Watch Band 44mm 45mm 46mm 42mm 49mm Men Women,Soft Silicone Breathable Sport Bands Compatible for Apple Watch Ultra 2 Band SE iWatch Series 10 9 8 7 6 5 4 3 2 1 Black\", \"asin\": \"B09131JLC1\", \"price\": \"$5.21\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DPC29VLW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46m...\", \"asin\": \"B09K57JC8W\", \"price\": \"$7.57\", \"quantity\": \"\"},\n{\"title\": \"Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor\", \"asin\": \"B0DMNTM7VS\", \"price\": \"$6.38\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor\", \"asin\": \"B0DMNTM7VS\", \"price\": \"$6.38\", \"quantity\": \"\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46m...\", \"asin\": \"B09K57JC8W\", \"price\": \"$7.57\", \"quantity\": \"\"},\n{\"title\": \"Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1\", \"asin\": \"B0BXCV38FZ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Stretchy Nylon Solo Loop Bands Compatible with Apple Watch 38mm 40mm 41mm 42mm 44mm...\", \"asin\": \"B08Q3MP34W\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"DaQin Nylon Sport Loop Compatible with Apple Watch Band 40mm 38mm 41mm 42mm 44mm 45mm 46mm 49mm, Soft Breathable Braided Wristbands for iWatch Band for Women Men Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0D7MHG2GY\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"3 Pack Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Breathable Braided Woven Fabric Nylon Sport Loop Strap for iWatch SE Ultra Series 10 9 8 7 6 5 4 3 2 1\", \"asin\": \"B0CW5Q8CYG\", \"price\": \"$7.99\", \"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\": \"2025-04-08T01:19:15.369Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"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\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}],\n\"cart_items\": [{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm(Series 10) 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 9 8 SE 7 6 5 4 Women Men -49/46/45/44mm Space Grey\", \"asin\": \"B09ZPB85JC\", \"price\": \"$11.89\", \"quantity\": \"1\"},\n{\"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\"product_details\": [{\"title\": \"Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap\"},\n{\"bullet_list\": \"\\u3010FIT FOR APPLE WATCH ALL MODELS\\u3011Lerobo Elastic Nylon Sport bands compatible with Apple Watch Bands 44mm 45mm 46mm 42mm 41mm 40mm 38mm 49mm, for Apple Watch SE SE2 & iWatch Series 10 Series 9 Series 8 Series 7 Series 6 Series 5 Series 4 Series 3 Series 2 Series 1 for Apple Watch Ultra Band 49mm Ultra 2 Band 49mm for Apple Watch Series 10, works with all versions for Apple Watch. (Note: Smart watch is not included.) \\u3010Breathable & Comfortable Nylon Material\\u3011Lerobo sport watch bands for iWatch bands Series 9 are made of skin-friendly woven nylon elastic material, lightweight and breathable, durable and comfortable for wearing. Elastic braided bracelet wristbands could prevent skin from irritation. Special braided design makes the bands for apple watch looks more youthful fashionable, than original strap. Suitable as a special gift for friends and family on birthdays, Christmas, Valentine's Day or holidays. \\u3010Super Stretchy & Size Adjustable\\u3011The adjustable stretchy nylon solo loop band with super stretchy. One size fits most wrist, 38mm/40mm/41mm/(42mm-Series 10) suits for apple watch 40mm 4.5 inch - 9.5 inch wrists, also works for 41mm/38mm,series 10 42mm.49mm/46mm/45mm/44mm/(42mm-Series 3 2 1) suits for apple watch 44mm 4.5 inch-9.5 inch wrists,also works for 46mm/45mm/42mm/49mm.Simply move the closure to adjust it to the exact size of your wrist.Free size for both women and men on most occasions \\u3010Security & Easy to Install\\u3011Lerobo replacement band come with watch lugs on both ends, which locks onto watch band interface precisely and securely. It can effectively prevent the sport bands from falling off and becoming loose. A secure stretch bracelet strap compatible with Apple Watch Band for men women. The installation is simple and direct, with one-click disassembly, no tool needed. \\u301024h Customer Service\\u3011Lerobo durable wristband replacement for apple watch se bands are available in a variety of colors to match different outfits and suit different occasions and moods. Any problems with our smart sport watch bands, please feel free to contact us. We will solve them for you within 24 hours.\"},\n{\"asin\": \"B0CKPMK2XH\"}],\n\"product_options\": [{\"Color\": \"Gray\"},\n{\"Size\": \"Select\"}],\n\"promotion_items\": [{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 10 9 8 SE 7 6 5 4 3 2 1Women Men -49/46/45/44mm Black\", \"asin\": \"B09ZP9W14Q\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"DaQin Nylon Sport Loop Compatible with Apple Watch Band 40mm 38mm 41mm 42mm 44mm 45mm 46mm 49mm, Soft Breathable Braided Wristbands for iWatch Band for Women Men Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0D7MHG2GY\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Compatible with Apple Watch Band 44mm 45mm 46mm 42mm 49mm Men Women,Soft Silicone Breathable Sport Bands Compatible for Apple Watch Ultra 2 Band SE iWatch Series 10 9 8 7 6 5 4 3 2 1 Black\", \"asin\": \"B09131JLC1\", \"price\": \"$5.21\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DPC29VLW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46m...\", \"asin\": \"B09K57JC8W\", \"price\": \"$7.57\", \"quantity\": \"\"},\n{\"title\": \"Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor\", \"asin\": \"B0DMNTM7VS\", \"price\": \"$6.38\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor\", \"asin\": \"B0DMNTM7VS\", \"price\": \"$6.38\", \"quantity\": \"\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46m...\", \"asin\": \"B09K57JC8W\", \"price\": \"$7.57\", \"quantity\": \"\"},\n{\"title\": \"Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1\", \"asin\": \"B0BXCV38FZ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Stretchy Nylon Solo Loop Bands Compatible with Apple Watch 38mm 40mm 41mm 42mm 44mm...\", \"asin\": \"B08Q3MP34W\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"DaQin Nylon Sport Loop Compatible with Apple Watch Band 40mm 38mm 41mm 42mm 44mm 45mm 46mm 49mm, Soft Breathable Braided Wristbands for iWatch Band for Women Men Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0D7MHG2GY\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"3 Pack Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Breathable Braided Woven Fabric Nylon Sport Loop Strap for iWatch SE Ultra Series 10 9 8 7 6 5 4 3 2 1\", \"asin\": \"B0CW5Q8CYG\", \"price\": \"$7.99\", \"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\": \"2025-04-08T01:19:37.300Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-08T01:19:37.300Z
click
product_option
rule
train
2,540
2025-04-08T01:19:37.300Z
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": "2025-04-04T20:26:53.926Z", "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"} {"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"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} {"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"} {"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"} {"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"} {"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"} {"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"} {"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"} {"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:15:46.772Z", "action": "click_product", "action_argument": "B0043JTA7S"} {"timestamp": "2025-04-08T00:16:08.041Z", "action": "click_product", "action_argument": "B0777LRN9F"} {"timestamp": "2025-04-08T00:18:56.688Z", "action": "click_product", "action_argument": "B087MC1HW6"} {"timestamp": "2025-04-08T01:08:41.680Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray \u7f16\u7ec7"} {"timestamp": "2025-04-08T01:08:41.865Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:48.494Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray nylon"} {"timestamp": "2025-04-08T01:11:48.790Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:55.067Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:11:59.077Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-08T01:12:05.683Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:12:14.918Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:12.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:22.813Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:28.877Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:14:53.912Z", "action": "purchase", "action_argument": "B09ZPB85JC"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T01:15:56.058Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:16:05.480Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:18:50.961Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:19:15.369Z", "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": "apple watch \u8868\u5e26 silver Gray nylon"}], "cart_items": [{"title": "EPULY Compatible with Apple Watch Band 44mm 45mm 46mm(Series 10) 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 9 8 SE 7 6 5 4 Women Men -49/46/45/44mm Space Grey", "asin": "B09ZPB85JC", "price": "$11.89", "quantity": "1"}, {"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"}], "product_details": [{"title": "Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap"}, {"bullet_list": "\u3010FIT FOR APPLE WATCH ALL MODELS\u3011Lerobo Elastic Nylon Sport bands compatible with Apple Watch Bands 44mm 45mm 46mm 42mm 41mm 40mm 38mm 49mm, for Apple Watch SE SE2 & iWatch Series 10 Series 9 Series 8 Series 7 Series 6 Series 5 Series 4 Series 3 Series 2 Series 1 for Apple Watch Ultra Band 49mm Ultra 2 Band 49mm for Apple Watch Series 10, works with all versions for Apple Watch. (Note: Smart watch is not included.) \u3010Breathable & Comfortable Nylon Material\u3011Lerobo sport watch bands for iWatch bands Series 9 are made of skin-friendly woven nylon elastic material, lightweight and breathable, durable and comfortable for wearing. Elastic braided bracelet wristbands could prevent skin from irritation. Special braided design makes the bands for apple watch looks more youthful fashionable, than original strap. Suitable as a special gift for friends and family on birthdays, Christmas, Valentine's Day or holidays. \u3010Super Stretchy & Size Adjustable\u3011The adjustable stretchy nylon solo loop band with super stretchy. One size fits most wrist, 38mm/40mm/41mm/(42mm-Series 10) suits for apple watch 40mm 4.5 inch - 9.5 inch wrists, also works for 41mm/38mm,series 10 42mm.49mm/46mm/45mm/44mm/(42mm-Series 3 2 1) suits for apple watch 44mm 4.5 inch-9.5 inch wrists,also works for 46mm/45mm/42mm/49mm.Simply move the closure to adjust it to the exact size of your wrist.Free size for both women and men on most occasions \u3010Security & Easy to Install\u3011Lerobo replacement band come with watch lugs on both ends, which locks onto watch band interface precisely and securely. It can effectively prevent the sport bands from falling off and becoming loose. A secure stretch bracelet strap compatible with Apple Watch Band for men women. The installation is simple and direct, with one-click disassembly, no tool needed. \u301024h Customer Service\u3011Lerobo durable wristband replacement for apple watch se bands are available in a variety of colors to match different outfits and suit different occasions and moods. Any problems with our smart sport watch bands, please feel free to contact us. We will solve them for you within 24 hours."}, {"asin": "B0CKPMK2XH"}], "product_options": [{"Color": "Gray"}, {"Size": "Select"}], "promotion_items": [{"title": "EPULY Compatible with Apple Watch Band 44mm 45mm 46mm 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 10 9 8 SE 7 6 5 4 3 2 1Women Men -49/46/45/44mm Black", "asin": "B09ZP9W14Q", "price": "$9.99", "quantity": ""}, {"title": "DaQin Nylon Sport Loop Compatible with Apple Watch Band 40mm 38mm 41mm 42mm 44mm 45mm 46mm 49mm, Soft Breathable Braided Wristbands for iWatch Band for Women Men Series 10 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B0D7MHG2GY", "price": "$4.99", "quantity": ""}, {"title": "Lerobo Compatible with Apple Watch Band 44mm 45mm 46mm 42mm 49mm Men Women,Soft Silicone Breathable Sport Bands Compatible for Apple Watch Ultra 2 Band SE iWatch Series 10 9 8 7 6 5 4 3 2 1 Black", "asin": "B09131JLC1", "price": "$5.21", "quantity": ""}, {"title": "6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B0DPC29VLW", "price": "$12.99", "quantity": ""}, {"title": "Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men", "asin": "B095K58Z9Y", "price": "$6.23", "quantity": ""}, {"title": "Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46m...", "asin": "B09K57JC8W", "price": "$7.57", "quantity": ""}, {"title": "Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor", "asin": "B0DMNTM7VS", "price": "$6.38", "quantity": ""}, {"title": "Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men", "asin": "B095K58Z9Y", "price": "$6.23", "quantity": ""}, {"title": "Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor", "asin": "B0DMNTM7VS", "price": "$6.38", "quantity": ""}, {"title": "Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46m...", "asin": "B09K57JC8W", "price": "$7.57", "quantity": ""}, {"title": "Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1", "asin": "B0BXCV38FZ", "price": "$9.99", "quantity": ""}, {"title": "Stretchy Nylon Solo Loop Bands Compatible with Apple Watch 38mm 40mm 41mm 42mm 44mm...", "asin": "B08Q3MP34W", "price": "$9.99", "quantity": ""}, {"title": "DaQin Nylon Sport Loop Compatible with Apple Watch Band 40mm 38mm 41mm 42mm 44mm 45mm 46mm 49mm, Soft Breathable Braided Wristbands for iWatch Band for Women Men Series 10 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B0D7MHG2GY", "price": "$4.99", "quantity": ""}, {"title": "3 Pack Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Breathable Braided Woven Fabric Nylon Sport Loop Strap for iWatch SE Ultra Series 10 9 8 7 6 5 4 3 2 1", "asin": "B0CW5Q8CYG", "price": "$7.99", "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": "2025-04-08T01:19:37.300Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-08T01:19:37.300Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-08T01:19:37.300Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>", "index": 2540, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"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\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}],\n\"cart_items\": [{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm(Series 10) 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 9 8 SE 7 6 5 4 Women Men -49/46/45/44mm Space Grey\", \"asin\": \"B09ZPB85JC\", \"price\": \"$11.89\", \"quantity\": \"1\"},\n{\"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\"product_details\": [{\"title\": \"Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap\"},\n{\"bullet_list\": \"\\u3010FIT FOR APPLE WATCH ALL MODELS\\u3011Lerobo Elastic Nylon Sport bands compatible with Apple Watch Bands 44mm 45mm 46mm 42mm 41mm 40mm 38mm 49mm, for Apple Watch SE SE2 & iWatch Series 10 Series 9 Series 8 Series 7 Series 6 Series 5 Series 4 Series 3 Series 2 Series 1 for Apple Watch Ultra Band 49mm Ultra 2 Band 49mm for Apple Watch Series 10, works with all versions for Apple Watch. (Note: Smart watch is not included.) \\u3010Breathable & Comfortable Nylon Material\\u3011Lerobo sport watch bands for iWatch bands Series 9 are made of skin-friendly woven nylon elastic material, lightweight and breathable, durable and comfortable for wearing. Elastic braided bracelet wristbands could prevent skin from irritation. Special braided design makes the bands for apple watch looks more youthful fashionable, than original strap. Suitable as a special gift for friends and family on birthdays, Christmas, Valentine's Day or holidays. \\u3010Super Stretchy & Size Adjustable\\u3011The adjustable stretchy nylon solo loop band with super stretchy. One size fits most wrist, 38mm/40mm/41mm/(42mm-Series 10) suits for apple watch 40mm 4.5 inch - 9.5 inch wrists, also works for 41mm/38mm,series 10 42mm.49mm/46mm/45mm/44mm/(42mm-Series 3 2 1) suits for apple watch 44mm 4.5 inch-9.5 inch wrists,also works for 46mm/45mm/42mm/49mm.Simply move the closure to adjust it to the exact size of your wrist.Free size for both women and men on most occasions \\u3010Security & Easy to Install\\u3011Lerobo replacement band come with watch lugs on both ends, which locks onto watch band interface precisely and securely. It can effectively prevent the sport bands from falling off and becoming loose. A secure stretch bracelet strap compatible with Apple Watch Band for men women. The installation is simple and direct, with one-click disassembly, no tool needed. \\u301024h Customer Service\\u3011Lerobo durable wristband replacement for apple watch se bands are available in a variety of colors to match different outfits and suit different occasions and moods. Any problems with our smart sport watch bands, please feel free to contact us. We will solve them for you within 24 hours.\"},\n{\"asin\": \"B0CKPMK2XH\"}],\n\"product_options\": [{\"Color\": \"Gray\"},\n{\"Size\": \"Select\"}],\n\"promotion_items\": [{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 10 9 8 SE 7 6 5 4 3 2 1Women Men -49/46/45/44mm Black\", \"asin\": \"B09ZP9W14Q\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"DaQin Nylon Sport Loop Compatible with Apple Watch Band 40mm 38mm 41mm 42mm 44mm 45mm 46mm 49mm, Soft Breathable Braided Wristbands for iWatch Band for Women Men Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0D7MHG2GY\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Compatible with Apple Watch Band 44mm 45mm 46mm 42mm 49mm Men Women,Soft Silicone Breathable Sport Bands Compatible for Apple Watch Ultra 2 Band SE iWatch Series 10 9 8 7 6 5 4 3 2 1 Black\", \"asin\": \"B09131JLC1\", \"price\": \"$5.21\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DPC29VLW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46m...\", \"asin\": \"B09K57JC8W\", \"price\": \"$7.57\", \"quantity\": \"\"},\n{\"title\": \"Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor\", \"asin\": \"B0DMNTM7VS\", \"price\": \"$6.38\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor\", \"asin\": \"B0DMNTM7VS\", \"price\": \"$6.38\", \"quantity\": \"\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46m...\", \"asin\": \"B09K57JC8W\", \"price\": \"$7.57\", \"quantity\": \"\"},\n{\"title\": \"Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1\", \"asin\": \"B0BXCV38FZ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Stretchy Nylon Solo Loop Bands Compatible with Apple Watch 38mm 40mm 41mm 42mm 44mm...\", \"asin\": \"B08Q3MP34W\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"DaQin Nylon Sport Loop Compatible with Apple Watch Band 40mm 38mm 41mm 42mm 44mm 45mm 46mm 49mm, Soft Breathable Braided Wristbands for iWatch Band for Women Men Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0D7MHG2GY\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"3 Pack Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Breathable Braided Woven Fabric Nylon Sport Loop Strap for iWatch SE Ultra Series 10 9 8 7 6 5 4 3 2 1\", \"asin\": \"B0CW5Q8CYG\", \"price\": \"$7.99\", \"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\": \"2025-04-08T01:19:37.300Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"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\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}],\n\"cart_items\": [{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm(Series 10) 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 9 8 SE 7 6 5 4 Women Men -49/46/45/44mm Space Grey\", \"asin\": \"B09ZPB85JC\", \"price\": \"$11.89\", \"quantity\": \"1\"},\n{\"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\"product_details\": [{\"title\": \"Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap\"},\n{\"bullet_list\": \"\\u3010FIT FOR APPLE WATCH ALL MODELS\\u3011Lerobo Elastic Nylon Sport bands compatible with Apple Watch Bands 44mm 45mm 46mm 42mm 41mm 40mm 38mm 49mm, for Apple Watch SE SE2 & iWatch Series 10 Series 9 Series 8 Series 7 Series 6 Series 5 Series 4 Series 3 Series 2 Series 1 for Apple Watch Ultra Band 49mm Ultra 2 Band 49mm for Apple Watch Series 10, works with all versions for Apple Watch. (Note: Smart watch is not included.) \\u3010Breathable & Comfortable Nylon Material\\u3011Lerobo sport watch bands for iWatch bands Series 9 are made of skin-friendly woven nylon elastic material, lightweight and breathable, durable and comfortable for wearing. Elastic braided bracelet wristbands could prevent skin from irritation. Special braided design makes the bands for apple watch looks more youthful fashionable, than original strap. Suitable as a special gift for friends and family on birthdays, Christmas, Valentine's Day or holidays. \\u3010Super Stretchy & Size Adjustable\\u3011The adjustable stretchy nylon solo loop band with super stretchy. One size fits most wrist, 38mm/40mm/41mm/(42mm-Series 10) suits for apple watch 40mm 4.5 inch - 9.5 inch wrists, also works for 41mm/38mm,series 10 42mm.49mm/46mm/45mm/44mm/(42mm-Series 3 2 1) suits for apple watch 44mm 4.5 inch-9.5 inch wrists,also works for 46mm/45mm/42mm/49mm.Simply move the closure to adjust it to the exact size of your wrist.Free size for both women and men on most occasions \\u3010Security & Easy to Install\\u3011Lerobo replacement band come with watch lugs on both ends, which locks onto watch band interface precisely and securely. It can effectively prevent the sport bands from falling off and becoming loose. A secure stretch bracelet strap compatible with Apple Watch Band for men women. The installation is simple and direct, with one-click disassembly, no tool needed. \\u301024h Customer Service\\u3011Lerobo durable wristband replacement for apple watch se bands are available in a variety of colors to match different outfits and suit different occasions and moods. Any problems with our smart sport watch bands, please feel free to contact us. We will solve them for you within 24 hours.\"},\n{\"asin\": \"B0CKPMK2XH\"}],\n\"product_options\": [{\"Color\": \"Gray\"},\n{\"Size\": \"Select\"}],\n\"promotion_items\": [{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 10 9 8 SE 7 6 5 4 3 2 1Women Men -49/46/45/44mm Black\", \"asin\": \"B09ZP9W14Q\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"DaQin Nylon Sport Loop Compatible with Apple Watch Band 40mm 38mm 41mm 42mm 44mm 45mm 46mm 49mm, Soft Breathable Braided Wristbands for iWatch Band for Women Men Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0D7MHG2GY\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Compatible with Apple Watch Band 44mm 45mm 46mm 42mm 49mm Men Women,Soft Silicone Breathable Sport Bands Compatible for Apple Watch Ultra 2 Band SE iWatch Series 10 9 8 7 6 5 4 3 2 1 Black\", \"asin\": \"B09131JLC1\", \"price\": \"$5.21\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DPC29VLW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46m...\", \"asin\": \"B09K57JC8W\", \"price\": \"$7.57\", \"quantity\": \"\"},\n{\"title\": \"Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor\", \"asin\": \"B0DMNTM7VS\", \"price\": \"$6.38\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor\", \"asin\": \"B0DMNTM7VS\", \"price\": \"$6.38\", \"quantity\": \"\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46m...\", \"asin\": \"B09K57JC8W\", \"price\": \"$7.57\", \"quantity\": \"\"},\n{\"title\": \"Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1\", \"asin\": \"B0BXCV38FZ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Stretchy Nylon Solo Loop Bands Compatible with Apple Watch 38mm 40mm 41mm 42mm 44mm...\", \"asin\": \"B08Q3MP34W\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"DaQin Nylon Sport Loop Compatible with Apple Watch Band 40mm 38mm 41mm 42mm 44mm 45mm 46mm 49mm, Soft Breathable Braided Wristbands for iWatch Band for Women Men Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0D7MHG2GY\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"3 Pack Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Breathable Braided Woven Fabric Nylon Sport Loop Strap for iWatch SE Ultra Series 10 9 8 7 6 5 4 3 2 1\", \"asin\": \"B0CW5Q8CYG\", \"price\": \"$7.99\", \"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\": \"2025-04-08T01:19:40.777Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-08T01:19:40.777Z
click
product_option
rule
train
2,541
2025-04-08T01:19:40.777Z
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": "2025-04-04T20:26:53.926Z", "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"} {"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"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} {"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"} {"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"} {"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"} {"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"} {"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"} {"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"} {"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:15:46.772Z", "action": "click_product", "action_argument": "B0043JTA7S"} {"timestamp": "2025-04-08T00:16:08.041Z", "action": "click_product", "action_argument": "B0777LRN9F"} {"timestamp": "2025-04-08T00:18:56.688Z", "action": "click_product", "action_argument": "B087MC1HW6"} {"timestamp": "2025-04-08T01:08:41.680Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray \u7f16\u7ec7"} {"timestamp": "2025-04-08T01:08:41.865Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:48.494Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray nylon"} {"timestamp": "2025-04-08T01:11:48.790Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:55.067Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:11:59.077Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-08T01:12:05.683Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:12:14.918Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:12.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:22.813Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:28.877Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:14:53.912Z", "action": "purchase", "action_argument": "B09ZPB85JC"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T01:15:56.058Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:16:05.480Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:18:50.961Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:19:15.369Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:37.300Z", "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": "apple watch \u8868\u5e26 silver Gray nylon"}], "cart_items": [{"title": "EPULY Compatible with Apple Watch Band 44mm 45mm 46mm(Series 10) 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 9 8 SE 7 6 5 4 Women Men -49/46/45/44mm Space Grey", "asin": "B09ZPB85JC", "price": "$11.89", "quantity": "1"}, {"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"}], "product_details": [{"title": "Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap"}, {"bullet_list": "\u3010FIT FOR APPLE WATCH ALL MODELS\u3011Lerobo Elastic Nylon Sport bands compatible with Apple Watch Bands 44mm 45mm 46mm 42mm 41mm 40mm 38mm 49mm, for Apple Watch SE SE2 & iWatch Series 10 Series 9 Series 8 Series 7 Series 6 Series 5 Series 4 Series 3 Series 2 Series 1 for Apple Watch Ultra Band 49mm Ultra 2 Band 49mm for Apple Watch Series 10, works with all versions for Apple Watch. (Note: Smart watch is not included.) \u3010Breathable & Comfortable Nylon Material\u3011Lerobo sport watch bands for iWatch bands Series 9 are made of skin-friendly woven nylon elastic material, lightweight and breathable, durable and comfortable for wearing. Elastic braided bracelet wristbands could prevent skin from irritation. Special braided design makes the bands for apple watch looks more youthful fashionable, than original strap. Suitable as a special gift for friends and family on birthdays, Christmas, Valentine's Day or holidays. \u3010Super Stretchy & Size Adjustable\u3011The adjustable stretchy nylon solo loop band with super stretchy. One size fits most wrist, 38mm/40mm/41mm/(42mm-Series 10) suits for apple watch 40mm 4.5 inch - 9.5 inch wrists, also works for 41mm/38mm,series 10 42mm.49mm/46mm/45mm/44mm/(42mm-Series 3 2 1) suits for apple watch 44mm 4.5 inch-9.5 inch wrists,also works for 46mm/45mm/42mm/49mm.Simply move the closure to adjust it to the exact size of your wrist.Free size for both women and men on most occasions \u3010Security & Easy to Install\u3011Lerobo replacement band come with watch lugs on both ends, which locks onto watch band interface precisely and securely. It can effectively prevent the sport bands from falling off and becoming loose. A secure stretch bracelet strap compatible with Apple Watch Band for men women. The installation is simple and direct, with one-click disassembly, no tool needed. \u301024h Customer Service\u3011Lerobo durable wristband replacement for apple watch se bands are available in a variety of colors to match different outfits and suit different occasions and moods. Any problems with our smart sport watch bands, please feel free to contact us. We will solve them for you within 24 hours."}, {"asin": "B0CKPMK2XH"}], "product_options": [{"Color": "Gray"}, {"Size": "Select"}], "promotion_items": [{"title": "EPULY Compatible with Apple Watch Band 44mm 45mm 46mm 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 10 9 8 SE 7 6 5 4 3 2 1Women Men -49/46/45/44mm Black", "asin": "B09ZP9W14Q", "price": "$9.99", "quantity": ""}, {"title": "DaQin Nylon Sport Loop Compatible with Apple Watch Band 40mm 38mm 41mm 42mm 44mm 45mm 46mm 49mm, Soft Breathable Braided Wristbands for iWatch Band for Women Men Series 10 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B0D7MHG2GY", "price": "$4.99", "quantity": ""}, {"title": "Lerobo Compatible with Apple Watch Band 44mm 45mm 46mm 42mm 49mm Men Women,Soft Silicone Breathable Sport Bands Compatible for Apple Watch Ultra 2 Band SE iWatch Series 10 9 8 7 6 5 4 3 2 1 Black", "asin": "B09131JLC1", "price": "$5.21", "quantity": ""}, {"title": "6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B0DPC29VLW", "price": "$12.99", "quantity": ""}, {"title": "Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men", "asin": "B095K58Z9Y", "price": "$6.23", "quantity": ""}, {"title": "Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46m...", "asin": "B09K57JC8W", "price": "$7.57", "quantity": ""}, {"title": "Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor", "asin": "B0DMNTM7VS", "price": "$6.38", "quantity": ""}, {"title": "Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men", "asin": "B095K58Z9Y", "price": "$6.23", "quantity": ""}, {"title": "Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor", "asin": "B0DMNTM7VS", "price": "$6.38", "quantity": ""}, {"title": "Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46m...", "asin": "B09K57JC8W", "price": "$7.57", "quantity": ""}, {"title": "Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1", "asin": "B0BXCV38FZ", "price": "$9.99", "quantity": ""}, {"title": "Stretchy Nylon Solo Loop Bands Compatible with Apple Watch 38mm 40mm 41mm 42mm 44mm...", "asin": "B08Q3MP34W", "price": "$9.99", "quantity": ""}, {"title": "DaQin Nylon Sport Loop Compatible with Apple Watch Band 40mm 38mm 41mm 42mm 44mm 45mm 46mm 49mm, Soft Breathable Braided Wristbands for iWatch Band for Women Men Series 10 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B0D7MHG2GY", "price": "$4.99", "quantity": ""}, {"title": "3 Pack Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Breathable Braided Woven Fabric Nylon Sport Loop Strap for iWatch SE Ultra Series 10 9 8 7 6 5 4 3 2 1", "asin": "B0CW5Q8CYG", "price": "$7.99", "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": "2025-04-08T01:19:40.777Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-08T01:19:40.777Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-08T01:19:40.777Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>", "index": 2541, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"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\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}],\n\"cart_items\": [{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm(Series 10) 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 9 8 SE 7 6 5 4 Women Men -49/46/45/44mm Space Grey\", \"asin\": \"B09ZPB85JC\", \"price\": \"$11.89\", \"quantity\": \"1\"},\n{\"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\"product_details\": [{\"title\": \"Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap\"},\n{\"bullet_list\": \"\\u3010FIT FOR APPLE WATCH ALL MODELS\\u3011Lerobo Elastic Nylon Sport bands compatible with Apple Watch Bands 44mm 45mm 46mm 42mm 41mm 40mm 38mm 49mm, for Apple Watch SE SE2 & iWatch Series 10 Series 9 Series 8 Series 7 Series 6 Series 5 Series 4 Series 3 Series 2 Series 1 for Apple Watch Ultra Band 49mm Ultra 2 Band 49mm for Apple Watch Series 10, works with all versions for Apple Watch. (Note: Smart watch is not included.) \\u3010Breathable & Comfortable Nylon Material\\u3011Lerobo sport watch bands for iWatch bands Series 9 are made of skin-friendly woven nylon elastic material, lightweight and breathable, durable and comfortable for wearing. Elastic braided bracelet wristbands could prevent skin from irritation. Special braided design makes the bands for apple watch looks more youthful fashionable, than original strap. Suitable as a special gift for friends and family on birthdays, Christmas, Valentine's Day or holidays. \\u3010Super Stretchy & Size Adjustable\\u3011The adjustable stretchy nylon solo loop band with super stretchy. One size fits most wrist, 38mm/40mm/41mm/(42mm-Series 10) suits for apple watch 40mm 4.5 inch - 9.5 inch wrists, also works for 41mm/38mm,series 10 42mm.49mm/46mm/45mm/44mm/(42mm-Series 3 2 1) suits for apple watch 44mm 4.5 inch-9.5 inch wrists,also works for 46mm/45mm/42mm/49mm.Simply move the closure to adjust it to the exact size of your wrist.Free size for both women and men on most occasions \\u3010Security & Easy to Install\\u3011Lerobo replacement band come with watch lugs on both ends, which locks onto watch band interface precisely and securely. It can effectively prevent the sport bands from falling off and becoming loose. A secure stretch bracelet strap compatible with Apple Watch Band for men women. The installation is simple and direct, with one-click disassembly, no tool needed. \\u301024h Customer Service\\u3011Lerobo durable wristband replacement for apple watch se bands are available in a variety of colors to match different outfits and suit different occasions and moods. Any problems with our smart sport watch bands, please feel free to contact us. We will solve them for you within 24 hours.\"},\n{\"asin\": \"B0CKPMK2XH\"}],\n\"product_options\": [{\"Color\": \"Gray\"},\n{\"Size\": \"Select\"}],\n\"promotion_items\": [{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 10 9 8 SE 7 6 5 4 3 2 1Women Men -49/46/45/44mm Black\", \"asin\": \"B09ZP9W14Q\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"DaQin Nylon Sport Loop Compatible with Apple Watch Band 40mm 38mm 41mm 42mm 44mm 45mm 46mm 49mm, Soft Breathable Braided Wristbands for iWatch Band for Women Men Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0D7MHG2GY\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Compatible with Apple Watch Band 44mm 45mm 46mm 42mm 49mm Men Women,Soft Silicone Breathable Sport Bands Compatible for Apple Watch Ultra 2 Band SE iWatch Series 10 9 8 7 6 5 4 3 2 1 Black\", \"asin\": \"B09131JLC1\", \"price\": \"$5.21\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DPC29VLW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46m...\", \"asin\": \"B09K57JC8W\", \"price\": \"$7.57\", \"quantity\": \"\"},\n{\"title\": \"Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor\", \"asin\": \"B0DMNTM7VS\", \"price\": \"$6.38\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor\", \"asin\": \"B0DMNTM7VS\", \"price\": \"$6.38\", \"quantity\": \"\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46m...\", \"asin\": \"B09K57JC8W\", \"price\": \"$7.57\", \"quantity\": \"\"},\n{\"title\": \"Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1\", \"asin\": \"B0BXCV38FZ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Stretchy Nylon Solo Loop Bands Compatible with Apple Watch 38mm 40mm 41mm 42mm 44mm...\", \"asin\": \"B08Q3MP34W\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"DaQin Nylon Sport Loop Compatible with Apple Watch Band 40mm 38mm 41mm 42mm 44mm 45mm 46mm 49mm, Soft Breathable Braided Wristbands for iWatch Band for Women Men Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0D7MHG2GY\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"3 Pack Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Breathable Braided Woven Fabric Nylon Sport Loop Strap for iWatch SE Ultra Series 10 9 8 7 6 5 4 3 2 1\", \"asin\": \"B0CW5Q8CYG\", \"price\": \"$7.99\", \"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\": \"2025-04-08T01:19:40.777Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"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\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}],\n\"cart_items\": [{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm(Series 10) 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 9 8 SE 7 6 5 4 Women Men -49/46/45/44mm Space Grey\", \"asin\": \"B09ZPB85JC\", \"price\": \"$11.89\", \"quantity\": \"1\"},\n{\"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\"product_details\": [{\"title\": \"Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap\"},\n{\"price\": \"$7.19\"},\n{\"bullet_list\": \"\\u3010FIT FOR APPLE WATCH ALL MODELS\\u3011Lerobo Elastic Nylon Sport bands compatible with Apple Watch Bands 44mm 45mm 46mm 42mm 41mm 40mm 38mm 49mm, for Apple Watch SE SE2 & iWatch Series 10 Series 9 Series 8 Series 7 Series 6 Series 5 Series 4 Series 3 Series 2 Series 1 for Apple Watch Ultra Band 49mm Ultra 2 Band 49mm for Apple Watch Series 10, works with all versions for Apple Watch. (Note: Smart watch is not included.) \\u3010Breathable & Comfortable Nylon Material\\u3011Lerobo sport watch bands for iWatch bands Series 9 are made of skin-friendly woven nylon elastic material, lightweight and breathable, durable and comfortable for wearing. Elastic braided bracelet wristbands could prevent skin from irritation. Special braided design makes the bands for apple watch looks more youthful fashionable, than original strap. Suitable as a special gift for friends and family on birthdays, Christmas, Valentine's Day or holidays. \\u3010Super Stretchy & Size Adjustable\\u3011The adjustable stretchy nylon solo loop band with super stretchy. One size fits most wrist, 38mm/40mm/41mm/(42mm-Series 10) suits for apple watch 40mm 4.5 inch - 9.5 inch wrists, also works for 41mm/38mm,series 10 42mm.49mm/46mm/45mm/44mm/(42mm-Series 3 2 1) suits for apple watch 44mm 4.5 inch-9.5 inch wrists,also works for 46mm/45mm/42mm/49mm.Simply move the closure to adjust it to the exact size of your wrist.Free size for both women and men on most occasions \\u3010Security & Easy to Install\\u3011Lerobo replacement band come with watch lugs on both ends, which locks onto watch band interface precisely and securely. It can effectively prevent the sport bands from falling off and becoming loose. A secure stretch bracelet strap compatible with Apple Watch Band for men women. The installation is simple and direct, with one-click disassembly, no tool needed. \\u301024h Customer Service\\u3011Lerobo durable wristband replacement for apple watch se bands are available in a variety of colors to match different outfits and suit different occasions and moods. Any problems with our smart sport watch bands, please feel free to contact us. We will solve them for you within 24 hours.\"},\n{\"asin\": \"B0CKPB8DNK\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Gray\"},\n{\"Size\": \"Select\"}],\n\"promotion_items\": [{\"title\": \"DaQin Nylon Sport Loop Compatible with Apple Watch Band 40mm 38mm 41mm 42mm 44mm 45mm 46mm 49mm, Soft Breathable Braided Wristbands for iWatch Band for Women Men Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0D7MHG2GY\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Compatible with Apple Watch Band 44mm 45mm 46mm 42mm 49mm Men Women,Soft Silicone Breathable Sport Bands Compatible for Apple Watch Ultra 2 Band SE iWatch Series 10 9 8 7 6 5 4 3 2 1 Black\", \"asin\": \"B09131JLC1\", \"price\": \"$5.21\", \"quantity\": \"\"},\n{\"title\": \"3 Pack Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Breathable Braided Woven Fabric Nylon Sport Loop Strap for iWatch SE Ultra Series 10 9 8 7 6 5 4 3 2 1\", \"asin\": \"B0CW5Q8CYG\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"SUNFWR Leather Bands Compatible with Apple Watch Band 42mm 44mm 45mm 46mm 49mm for Men Women, Top Grain Genuine Leather Replacement Strap for iWatch Ultra2 Ultra SE2 SE Series 10 9 8 7 6 5 4 3 2 1\", \"asin\": \"B0BXDDWJT7\", \"price\": \"$12.98\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46m...\", \"asin\": \"B09K57JC8W\", \"price\": \"$7.57\", \"quantity\": \"\"},\n{\"title\": \"Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor\", \"asin\": \"B0DMNTM7VS\", \"price\": \"$6.38\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46m...\", \"asin\": \"B09K57JC8W\", \"price\": \"$7.57\", \"quantity\": \"\"},\n{\"title\": \"Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor\", \"asin\": \"B0DMNTM7VS\", \"price\": \"$6.38\", \"quantity\": \"\"},\n{\"title\": \"DaQin Nylon Sport Loop Compatible with Apple Watch Band 40mm 38mm 41mm 42mm 44mm 45mm 46mm 49mm, Soft Breathable Braided Wristbands for iWatch Band for Women Men Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0D7MHG2GY\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"3 Pack Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Breathable Braided Woven Fabric Nylon Sport Loop Strap for iWatch SE Ultra Series 10 9 8 7 6 5 4 3 2 1\", \"asin\": \"B0CW5Q8CYG\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1\", \"asin\": \"B0BXCV38FZ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DPC29VLW\", \"price\": \"$12.99\", \"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\": \"2025-04-08T01:20:10.780Z\", // 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
2025-04-08T01:20:10.780Z
purchase
B0CKPB8DNK
rule
train
2,542
2025-04-08T01:20:10.780Z
purchase
B0CKPB8DNK
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (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"} {"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"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} {"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"} {"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"} {"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"} {"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"} {"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"} {"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"} {"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:15:46.772Z", "action": "click_product", "action_argument": "B0043JTA7S"} {"timestamp": "2025-04-08T00:16:08.041Z", "action": "click_product", "action_argument": "B0777LRN9F"} {"timestamp": "2025-04-08T00:18:56.688Z", "action": "click_product", "action_argument": "B087MC1HW6"} {"timestamp": "2025-04-08T01:08:41.680Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray \u7f16\u7ec7"} {"timestamp": "2025-04-08T01:08:41.865Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:48.494Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray nylon"} {"timestamp": "2025-04-08T01:11:48.790Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:55.067Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:11:59.077Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-08T01:12:05.683Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:12:14.918Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:12.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:22.813Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:28.877Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:14:53.912Z", "action": "purchase", "action_argument": "B09ZPB85JC"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T01:15:56.058Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:16:05.480Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:18:50.961Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:19:15.369Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:37.300Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:40.777Z", "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": "apple watch \u8868\u5e26 silver Gray nylon"}], "cart_items": [{"title": "EPULY Compatible with Apple Watch Band 44mm 45mm 46mm(Series 10) 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 9 8 SE 7 6 5 4 Women Men -49/46/45/44mm Space Grey", "asin": "B09ZPB85JC", "price": "$11.89", "quantity": "1"}, {"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"}], "product_details": [{"title": "Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap"}, {"price": "$7.19"}, {"bullet_list": "\u3010FIT FOR APPLE WATCH ALL MODELS\u3011Lerobo Elastic Nylon Sport bands compatible with Apple Watch Bands 44mm 45mm 46mm 42mm 41mm 40mm 38mm 49mm, for Apple Watch SE SE2 & iWatch Series 10 Series 9 Series 8 Series 7 Series 6 Series 5 Series 4 Series 3 Series 2 Series 1 for Apple Watch Ultra Band 49mm Ultra 2 Band 49mm for Apple Watch Series 10, works with all versions for Apple Watch. (Note: Smart watch is not included.) \u3010Breathable & Comfortable Nylon Material\u3011Lerobo sport watch bands for iWatch bands Series 9 are made of skin-friendly woven nylon elastic material, lightweight and breathable, durable and comfortable for wearing. Elastic braided bracelet wristbands could prevent skin from irritation. Special braided design makes the bands for apple watch looks more youthful fashionable, than original strap. Suitable as a special gift for friends and family on birthdays, Christmas, Valentine's Day or holidays. \u3010Super Stretchy & Size Adjustable\u3011The adjustable stretchy nylon solo loop band with super stretchy. One size fits most wrist, 38mm/40mm/41mm/(42mm-Series 10) suits for apple watch 40mm 4.5 inch - 9.5 inch wrists, also works for 41mm/38mm,series 10 42mm.49mm/46mm/45mm/44mm/(42mm-Series 3 2 1) suits for apple watch 44mm 4.5 inch-9.5 inch wrists,also works for 46mm/45mm/42mm/49mm.Simply move the closure to adjust it to the exact size of your wrist.Free size for both women and men on most occasions \u3010Security & Easy to Install\u3011Lerobo replacement band come with watch lugs on both ends, which locks onto watch band interface precisely and securely. It can effectively prevent the sport bands from falling off and becoming loose. A secure stretch bracelet strap compatible with Apple Watch Band for men women. The installation is simple and direct, with one-click disassembly, no tool needed. \u301024h Customer Service\u3011Lerobo durable wristband replacement for apple watch se bands are available in a variety of colors to match different outfits and suit different occasions and moods. Any problems with our smart sport watch bands, please feel free to contact us. We will solve them for you within 24 hours."}, {"asin": "B0CKPB8DNK"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Gray"}, {"Size": "Select"}], "promotion_items": [{"title": "DaQin Nylon Sport Loop Compatible with Apple Watch Band 40mm 38mm 41mm 42mm 44mm 45mm 46mm 49mm, Soft Breathable Braided Wristbands for iWatch Band for Women Men Series 10 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B0D7MHG2GY", "price": "$4.99", "quantity": ""}, {"title": "Lerobo Compatible with Apple Watch Band 44mm 45mm 46mm 42mm 49mm Men Women,Soft Silicone Breathable Sport Bands Compatible for Apple Watch Ultra 2 Band SE iWatch Series 10 9 8 7 6 5 4 3 2 1 Black", "asin": "B09131JLC1", "price": "$5.21", "quantity": ""}, {"title": "3 Pack Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Breathable Braided Woven Fabric Nylon Sport Loop Strap for iWatch SE Ultra Series 10 9 8 7 6 5 4 3 2 1", "asin": "B0CW5Q8CYG", "price": "$7.99", "quantity": ""}, {"title": "SUNFWR Leather Bands Compatible with Apple Watch Band 42mm 44mm 45mm 46mm 49mm for Men Women, Top Grain Genuine Leather Replacement Strap for iWatch Ultra2 Ultra SE2 SE Series 10 9 8 7 6 5 4 3 2 1", "asin": "B0BXDDWJT7", "price": "$12.98", "quantity": ""}, {"title": "Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men", "asin": "B095K58Z9Y", "price": "$6.23", "quantity": ""}, {"title": "Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46m...", "asin": "B09K57JC8W", "price": "$7.57", "quantity": ""}, {"title": "Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor", "asin": "B0DMNTM7VS", "price": "$6.38", "quantity": ""}, {"title": "Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men", "asin": "B095K58Z9Y", "price": "$6.23", "quantity": ""}, {"title": "Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46m...", "asin": "B09K57JC8W", "price": "$7.57", "quantity": ""}, {"title": "Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor", "asin": "B0DMNTM7VS", "price": "$6.38", "quantity": ""}, {"title": "DaQin Nylon Sport Loop Compatible with Apple Watch Band 40mm 38mm 41mm 42mm 44mm 45mm 46mm 49mm, Soft Breathable Braided Wristbands for iWatch Band for Women Men Series 10 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B0D7MHG2GY", "price": "$4.99", "quantity": ""}, {"title": "3 Pack Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Breathable Braided Woven Fabric Nylon Sport Loop Strap for iWatch SE Ultra Series 10 9 8 7 6 5 4 3 2 1", "asin": "B0CW5Q8CYG", "price": "$7.99", "quantity": ""}, {"title": "Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1", "asin": "B0BXCV38FZ", "price": "$9.99", "quantity": ""}, {"title": "6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B0DPC29VLW", "price": "$12.99", "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": "2025-04-08T01:20:10.780Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-08T01:20:10.780Z\",\"action\": \"purchase\",\"acion_argument\": \"B0CKPB8DNK\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-08T01:20:10.780Z\",\"action\": \"purchase\",\"acion_argument\": \"B0CKPB8DNK\",}</answer>", "index": 2542, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"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\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}],\n\"cart_items\": [{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm(Series 10) 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 9 8 SE 7 6 5 4 Women Men -49/46/45/44mm Space Grey\", \"asin\": \"B09ZPB85JC\", \"price\": \"$11.89\", \"quantity\": \"1\"},\n{\"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\"product_details\": [{\"title\": \"Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap\"},\n{\"price\": \"$7.19\"},\n{\"bullet_list\": \"\\u3010FIT FOR APPLE WATCH ALL MODELS\\u3011Lerobo Elastic Nylon Sport bands compatible with Apple Watch Bands 44mm 45mm 46mm 42mm 41mm 40mm 38mm 49mm, for Apple Watch SE SE2 & iWatch Series 10 Series 9 Series 8 Series 7 Series 6 Series 5 Series 4 Series 3 Series 2 Series 1 for Apple Watch Ultra Band 49mm Ultra 2 Band 49mm for Apple Watch Series 10, works with all versions for Apple Watch. (Note: Smart watch is not included.) \\u3010Breathable & Comfortable Nylon Material\\u3011Lerobo sport watch bands for iWatch bands Series 9 are made of skin-friendly woven nylon elastic material, lightweight and breathable, durable and comfortable for wearing. Elastic braided bracelet wristbands could prevent skin from irritation. Special braided design makes the bands for apple watch looks more youthful fashionable, than original strap. Suitable as a special gift for friends and family on birthdays, Christmas, Valentine's Day or holidays. \\u3010Super Stretchy & Size Adjustable\\u3011The adjustable stretchy nylon solo loop band with super stretchy. One size fits most wrist, 38mm/40mm/41mm/(42mm-Series 10) suits for apple watch 40mm 4.5 inch - 9.5 inch wrists, also works for 41mm/38mm,series 10 42mm.49mm/46mm/45mm/44mm/(42mm-Series 3 2 1) suits for apple watch 44mm 4.5 inch-9.5 inch wrists,also works for 46mm/45mm/42mm/49mm.Simply move the closure to adjust it to the exact size of your wrist.Free size for both women and men on most occasions \\u3010Security & Easy to Install\\u3011Lerobo replacement band come with watch lugs on both ends, which locks onto watch band interface precisely and securely. It can effectively prevent the sport bands from falling off and becoming loose. A secure stretch bracelet strap compatible with Apple Watch Band for men women. The installation is simple and direct, with one-click disassembly, no tool needed. \\u301024h Customer Service\\u3011Lerobo durable wristband replacement for apple watch se bands are available in a variety of colors to match different outfits and suit different occasions and moods. Any problems with our smart sport watch bands, please feel free to contact us. We will solve them for you within 24 hours.\"},\n{\"asin\": \"B0CKPB8DNK\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Gray\"},\n{\"Size\": \"Select\"}],\n\"promotion_items\": [{\"title\": \"DaQin Nylon Sport Loop Compatible with Apple Watch Band 40mm 38mm 41mm 42mm 44mm 45mm 46mm 49mm, Soft Breathable Braided Wristbands for iWatch Band for Women Men Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0D7MHG2GY\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Compatible with Apple Watch Band 44mm 45mm 46mm 42mm 49mm Men Women,Soft Silicone Breathable Sport Bands Compatible for Apple Watch Ultra 2 Band SE iWatch Series 10 9 8 7 6 5 4 3 2 1 Black\", \"asin\": \"B09131JLC1\", \"price\": \"$5.21\", \"quantity\": \"\"},\n{\"title\": \"3 Pack Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Breathable Braided Woven Fabric Nylon Sport Loop Strap for iWatch SE Ultra Series 10 9 8 7 6 5 4 3 2 1\", \"asin\": \"B0CW5Q8CYG\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"SUNFWR Leather Bands Compatible with Apple Watch Band 42mm 44mm 45mm 46mm 49mm for Men Women, Top Grain Genuine Leather Replacement Strap for iWatch Ultra2 Ultra SE2 SE Series 10 9 8 7 6 5 4 3 2 1\", \"asin\": \"B0BXDDWJT7\", \"price\": \"$12.98\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46m...\", \"asin\": \"B09K57JC8W\", \"price\": \"$7.57\", \"quantity\": \"\"},\n{\"title\": \"Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor\", \"asin\": \"B0DMNTM7VS\", \"price\": \"$6.38\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46m...\", \"asin\": \"B09K57JC8W\", \"price\": \"$7.57\", \"quantity\": \"\"},\n{\"title\": \"Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor\", \"asin\": \"B0DMNTM7VS\", \"price\": \"$6.38\", \"quantity\": \"\"},\n{\"title\": \"DaQin Nylon Sport Loop Compatible with Apple Watch Band 40mm 38mm 41mm 42mm 44mm 45mm 46mm 49mm, Soft Breathable Braided Wristbands for iWatch Band for Women Men Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0D7MHG2GY\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"3 Pack Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Breathable Braided Woven Fabric Nylon Sport Loop Strap for iWatch SE Ultra Series 10 9 8 7 6 5 4 3 2 1\", \"asin\": \"B0CW5Q8CYG\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1\", \"asin\": \"B0BXCV38FZ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DPC29VLW\", \"price\": \"$12.99\", \"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\": \"2025-04-08T01:20:10.780Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-05T19:02:57.880Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\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\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}],\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\": \"Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1\", \"asin\": \"B0BXCWB3KR\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 42mm 44mm iWatch Series 6 5 SE 4 3 2 1 Strap, Nylon Velcro Women Men Stretchy Elastic Braided Adjustable Wristband, 38mm 40mm Cape Cod Blue\", \"asin\": \"B098F7CB8C\", \"price\": \"$10.07\", \"quantity\": \"\"},\n{\"title\": \"AMSKY 6 Pack Sport Nylon Loop Bands Compatible with Apple Watch Band 40mm 41mm 38mm 42mm 44mm 45mm 46mm 49mm for Women Men,Stretchy Vel-Cro Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DP1VZYD4\", \"price\": \"$12.33\", \"quantity\": \"\"},\n{\"title\": \"DaQin 3 Pack Adjustable Elastic Band Compatible with Apple Watch Bands 41mm 40mm 38mm 45mm 46mm 44mm 42mm Women Men, Stretchy Soft Nylon Strap for Apple Watch SE iWatch Series 10/9/8/7/6/5/4/3/2/1\", \"asin\": \"B095W4RRWL\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Compatible with Apple Watch Band 49mm 46mm 45mm 44mm 42mm 41mm 40mm 38mm, Silicone Magnetic Adjustable Loop Strap for iWatch Ultra 2 Series 10 9 8 7 SE 6 5 4 (42/41/40/38, Gray Blue)\", \"asin\": \"B0CX48YHCK\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1\", \"asin\": \"B0B857HHFR\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Wearlizer Leather Band Compatible with Apple Watch Bands Women 41mm 40mm 38mm 49mm 46mm 45mm 44mm 42mm, Fancy Dressy Strap for iWatch Series 10 9 8 Ultra SE 7 6 5 4 3 2 1\", \"asin\": \"B0B4NYR26K\", \"price\": \"$16.97\", \"quantity\": \"\"},\n{\"title\": \"JR.DM Resin Stretchy White Tortoise Fancy Beaded Bracelet Light Watch Band Women Compatible with Apple Watch Band 38mm 40mm 41mm Strap Wristband for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE\", \"asin\": \"B0CGLXL9N7\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Sport Bands Compatible with Apple Watch Ultra Band 49mm 45mm 44mm 42mm 41mm 40mm 38mm,Men Women Soft Silicone Waterproof Strap for iWatch Series 8 7 6 5 4 3 2 SE Ultra (42/44/45/49mm, Orange yellow)\", \"asin\": \"B0C71FNHS3\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Slim Silver Band for Women Feminine Elegant Compatible with Apple Watch 38mm 40mm 41mm 42mm (S10) Adjustable Metal Strap Dressy Chain Bracelet for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE\", \"asin\": \"B0CHRWKGBV\", \"price\": \"$16.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"Archer Watch Straps - Top Grain Leather Watch Bands for Apple Watch.\\\" Rated 4.3 out of 5 stars by 298 reviews. Eligible for Prime.\", \"asin\": \"B0BQ5RX2VQ\"}],\n\"search_results\": [{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 10 9 8 SE 7 6 5 4 3 2 1Women Men -49/46/45/44mm Black\", \"asin\": \"B09ZP9W14Q\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Archer Watch Straps - Canvas Straps for Apple Watch\", \"asin\": \"B082MTS2LJ\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Apr 13 - 16 for Prime members\"},\n{\"title\": \"AMANECER Stretchy Nylon Watch Bands Compatible with Apple Watch Series 9/8/7/6/5/4/3 SE 2/1, Adjustable Braided Elastic Sport Loop Rugged Straps for iWatch Women Men (Storm Gray, 38/40/41MM)\", \"asin\": \"B08TCB32XQ\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap\", \"asin\": \"B0CKPB8DNK\", \"price\": \"$7.19\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"SICCIDEN Slim Stretchy Bands Compatible with Apple Watch Band 42mm 41mm 40mm 38mm, Women Elastics Nylon Thin Strap for iWatch SE2 SE Series 10 9 8 7 6 5 4 3 2 1 (Light Gray/Silver)\", \"asin\": \"B098QB6FDG\", \"price\": \"$10.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K39ZYQ\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"4 Pack Stretchy Solo Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Sport Nylon Elastic Straps Braided Wristbands for iWatch Series 10 9 8 7 6 5 4 3 Ultra SE\", \"asin\": \"B0B7JM3SLZ\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1\", \"asin\": \"B0BXCWB3KR\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Braided Stretchy Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Nylon Solo Loop Elastic Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0D972C5QK\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Zedoli Braided Solo Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men,Stretchy Nylon Sport Elastic Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra/Ultra 2\", \"asin\": \"B0CLDF2L63\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Getino Nylon Band Compatible with Apple Watch Bands 40mm 41mm 38mm 42mm 46mm 44mm 45mm 49mm Women Men, Breathable Soft Weave Stretchy Sport Strap for iWatch Series 10 9 8 7 6 5 4 3 SE Ultra 2 1, Gray\", \"asin\": \"B0D6RMS3PK\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Braided Solo Loop Elastic Nylon Sports Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Parachute Buckle Strap for iWatch Series Ultra 2 Ultra 10 9 8 7 6 5 4 3 2 1 se\", \"asin\": \"B0DNZJWHF6\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Adorve Stretchy Band Compatible with Apple Watch Band Ultra 2 49mm 46mm 45mm 44mm 42mm 38mm 40mm 41mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Bands Series 10/SE/9/8/7/6/5/4/3/2/1\", \"asin\": \"B096RY7KTN\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men\", \"asin\": \"B0CB5TXHMW\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"DaQin Nylon Sport Loop Compatible with Apple Watch Band 40mm 38mm 41mm 42mm 44mm 45mm 46mm 49mm, Soft Breathable Braided Wristbands for iWatch Band for Women Men Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DCFSJQ2Q\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Archer Watch Straps - Canvas Straps for Apple Watch\", \"asin\": \"B082MSF4CB\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Hamile Braided Solo Loop Compatible with Apple Watch Bands 40mm 41mm 38mm 42mm 44mm 45mm 49mm for Women Men, Stretchy Soft Nylon Adjustable Sport Strap for iWatch Bands Series 9 8 7 6 5 4 3 SE Ultra 2\", \"asin\": \"B0CR9PK1PR\", \"price\": \"$2.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Stretchy Solo Loop Strap Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Soft Nylon Elastic Strap Wristband for iWatch series 10 9 8 7 6 5 4 3 2 1 se Ultra Twill Weave-Light Gray\", \"asin\": \"B08ZSHTCTJ\", \"price\": \"$8.54\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 42mm 44mm iWatch Series 6 5 SE 4 3 2 1 Strap, Nylon Velcro Women Men Stretchy Elastic Braided Adjustable Wristband, 38mm 40mm Cape Cod Blue\", \"asin\": \"B098F7CB8C\", \"price\": \"$10.07\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Stretchy Sport Band Compatible with Apple Watch 46mm 45mm 44mm 42mm 49mm 41mm 40mm 38mm for Men Women, Elastic Solo Loop Nylon Strap Compatible for iWatch Series SE 10 9 8 7 6 5 4 3 2 Ultra\", \"asin\": \"B0CWD9V2NG\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Stretchy Braided Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Adjustable Elastic Nylon for iWatch Series 10 9 8 7 6 5 4 3 2 Se Ultra Ultra 2\", \"asin\": \"B096SB6GVV\", \"price\": \"$8.54\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Replacement Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2/1\", \"asin\": \"B0DB5FD71J\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Arae Magnetic Stretchy Watch Band Compatible for Apple Watch Band 49mm 45mm 44mm 42mm, Comfortable Adjustable Straps Wristbands for iWatch Series 9 8 7 6 5 4 SE 3 2 1 Ultra Women Men,Space Gray\", \"asin\": \"B0CZDRX9GQ\", \"price\": \"$8.99\", \"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\": \"2025-04-08T01:31:25.004Z\", // 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
2025-04-08T01:31:25.004Z
input
平安扣
rule
train
2,543
2025-04-08T01:31:25.004Z
input
平安扣
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_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"} {"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"} {"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"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} {"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"} {"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"} {"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"} {"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"} {"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"} {"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"} {"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:15:46.772Z", "action": "click_product", "action_argument": "B0043JTA7S"} {"timestamp": "2025-04-08T00:16:08.041Z", "action": "click_product", "action_argument": "B0777LRN9F"} {"timestamp": "2025-04-08T00:18:56.688Z", "action": "click_product", "action_argument": "B087MC1HW6"} {"timestamp": "2025-04-08T01:08:41.680Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray \u7f16\u7ec7"} {"timestamp": "2025-04-08T01:08:41.865Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:48.494Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray nylon"} {"timestamp": "2025-04-08T01:11:48.790Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:55.067Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:11:59.077Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-08T01:12:05.683Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:12:14.918Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:12.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:22.813Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:28.877Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:14:53.912Z", "action": "purchase", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T01:15:56.058Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:16:05.480Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:18:50.961Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:19:15.369Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:37.300Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:40.777Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:20:10.780Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} <|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": "apple watch \u8868\u5e26 silver Gray nylon"}], "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 - 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Canvas Straps for Apple Watch", "asin": "B082MSF4CB", "price": "$29.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Hamile Braided Solo Loop Compatible with Apple Watch Bands 40mm 41mm 38mm 42mm 44mm 45mm 49mm for Women Men, Stretchy Soft Nylon Adjustable Sport Strap for iWatch Bands Series 9 8 7 6 5 4 3 SE Ultra 2", "asin": "B0CR9PK1PR", "price": "$2.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Stretchy Solo Loop Strap Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Soft Nylon Elastic Strap Wristband for iWatch series 10 9 8 7 6 5 4 3 2 1 se Ultra Twill Weave-Light Gray", "asin": "B08ZSHTCTJ", "price": "$8.54", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 42mm 44mm iWatch Series 6 5 SE 4 3 2 1 Strap, Nylon Velcro Women Men Stretchy Elastic Braided Adjustable Wristband, 38mm 40mm Cape Cod Blue", "asin": "B098F7CB8C", "price": "$10.07", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Stretchy Sport Band Compatible with Apple Watch 46mm 45mm 44mm 42mm 49mm 41mm 40mm 38mm for Men Women, Elastic Solo Loop Nylon Strap Compatible for iWatch Series SE 10 9 8 7 6 5 4 3 2 Ultra", "asin": "B0CWD9V2NG", "price": "$7.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Stretchy Braided Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Adjustable Elastic Nylon for iWatch Series 10 9 8 7 6 5 4 3 2 Se Ultra Ultra 2", "asin": "B096SB6GVV", "price": "$8.54", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Replacement Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2/1", "asin": "B0DB5FD71J", "price": "$9.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Arae Magnetic Stretchy Watch Band Compatible for Apple Watch Band 49mm 45mm 44mm 42mm, Comfortable Adjustable Straps Wristbands for iWatch Series 9 8 7 6 5 4 SE 3 2 1 Ultra Women Men,Space Gray", "asin": "B0CZDRX9GQ", "price": "$8.99", "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": "2025-04-08T01:31:25.004Z", // 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>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-08T01:31:25.004Z\",\"action\": \"input\",\"acion_argument\": \"平安扣\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-08T01:31:25.004Z\",\"action\": \"input\",\"acion_argument\": \"平安扣\",}</answer>", "index": 2543, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-05T19:02:57.880Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\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\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}],\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\": \"Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1\", \"asin\": \"B0BXCWB3KR\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 42mm 44mm iWatch Series 6 5 SE 4 3 2 1 Strap, Nylon Velcro Women Men Stretchy Elastic Braided Adjustable Wristband, 38mm 40mm Cape Cod Blue\", \"asin\": \"B098F7CB8C\", \"price\": \"$10.07\", \"quantity\": \"\"},\n{\"title\": \"AMSKY 6 Pack Sport Nylon Loop Bands Compatible with Apple Watch Band 40mm 41mm 38mm 42mm 44mm 45mm 46mm 49mm for Women Men,Stretchy Vel-Cro Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DP1VZYD4\", \"price\": \"$12.33\", \"quantity\": \"\"},\n{\"title\": \"DaQin 3 Pack Adjustable Elastic Band Compatible with Apple Watch Bands 41mm 40mm 38mm 45mm 46mm 44mm 42mm Women Men, Stretchy Soft Nylon Strap for Apple Watch SE iWatch Series 10/9/8/7/6/5/4/3/2/1\", \"asin\": \"B095W4RRWL\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Compatible with Apple Watch Band 49mm 46mm 45mm 44mm 42mm 41mm 40mm 38mm, Silicone Magnetic Adjustable Loop Strap for iWatch Ultra 2 Series 10 9 8 7 SE 6 5 4 (42/41/40/38, Gray Blue)\", \"asin\": \"B0CX48YHCK\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1\", \"asin\": \"B0B857HHFR\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Wearlizer Leather Band Compatible with Apple Watch Bands Women 41mm 40mm 38mm 49mm 46mm 45mm 44mm 42mm, Fancy Dressy Strap for iWatch Series 10 9 8 Ultra SE 7 6 5 4 3 2 1\", \"asin\": \"B0B4NYR26K\", \"price\": \"$16.97\", \"quantity\": \"\"},\n{\"title\": \"JR.DM Resin Stretchy White Tortoise Fancy Beaded Bracelet Light Watch Band Women Compatible with Apple Watch Band 38mm 40mm 41mm Strap Wristband for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE\", \"asin\": \"B0CGLXL9N7\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Sport Bands Compatible with Apple Watch Ultra Band 49mm 45mm 44mm 42mm 41mm 40mm 38mm,Men Women Soft Silicone Waterproof Strap for iWatch Series 8 7 6 5 4 3 2 SE Ultra (42/44/45/49mm, Orange yellow)\", \"asin\": \"B0C71FNHS3\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Slim Silver Band for Women Feminine Elegant Compatible with Apple Watch 38mm 40mm 41mm 42mm (S10) Adjustable Metal Strap Dressy Chain Bracelet for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE\", \"asin\": \"B0CHRWKGBV\", \"price\": \"$16.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"Archer Watch Straps - Top Grain Leather Watch Bands for Apple Watch.\\\" Rated 4.3 out of 5 stars by 298 reviews. Eligible for Prime.\", \"asin\": \"B0BQ5RX2VQ\"}],\n\"search_results\": [{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 10 9 8 SE 7 6 5 4 3 2 1Women Men -49/46/45/44mm Black\", \"asin\": \"B09ZP9W14Q\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Archer Watch Straps - Canvas Straps for Apple Watch\", \"asin\": \"B082MTS2LJ\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Apr 13 - 16 for Prime members\"},\n{\"title\": \"AMANECER Stretchy Nylon Watch Bands Compatible with Apple Watch Series 9/8/7/6/5/4/3 SE 2/1, Adjustable Braided Elastic Sport Loop Rugged Straps for iWatch Women Men (Storm Gray, 38/40/41MM)\", \"asin\": \"B08TCB32XQ\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap\", \"asin\": \"B0CKPB8DNK\", \"price\": \"$7.19\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"SICCIDEN Slim Stretchy Bands Compatible with Apple Watch Band 42mm 41mm 40mm 38mm, Women Elastics Nylon Thin Strap for iWatch SE2 SE Series 10 9 8 7 6 5 4 3 2 1 (Light Gray/Silver)\", \"asin\": \"B098QB6FDG\", \"price\": \"$10.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K39ZYQ\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"4 Pack Stretchy Solo Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Sport Nylon Elastic Straps Braided Wristbands for iWatch Series 10 9 8 7 6 5 4 3 Ultra SE\", \"asin\": \"B0B7JM3SLZ\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1\", \"asin\": \"B0BXCWB3KR\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Braided Stretchy Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Nylon Solo Loop Elastic Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0D972C5QK\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Zedoli Braided Solo Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men,Stretchy Nylon Sport Elastic Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra/Ultra 2\", \"asin\": \"B0CLDF2L63\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Getino Nylon Band Compatible with Apple Watch Bands 40mm 41mm 38mm 42mm 46mm 44mm 45mm 49mm Women Men, Breathable Soft Weave Stretchy Sport Strap for iWatch Series 10 9 8 7 6 5 4 3 SE Ultra 2 1, Gray\", \"asin\": \"B0D6RMS3PK\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Braided Solo Loop Elastic Nylon Sports Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Parachute Buckle Strap for iWatch Series Ultra 2 Ultra 10 9 8 7 6 5 4 3 2 1 se\", \"asin\": \"B0DNZJWHF6\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Adorve Stretchy Band Compatible with Apple Watch Band Ultra 2 49mm 46mm 45mm 44mm 42mm 38mm 40mm 41mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Bands Series 10/SE/9/8/7/6/5/4/3/2/1\", \"asin\": \"B096RY7KTN\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men\", \"asin\": \"B0CB5TXHMW\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"DaQin Nylon Sport Loop Compatible with Apple Watch Band 40mm 38mm 41mm 42mm 44mm 45mm 46mm 49mm, Soft Breathable Braided Wristbands for iWatch Band for Women Men Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DCFSJQ2Q\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Archer Watch Straps - Canvas Straps for Apple Watch\", \"asin\": \"B082MSF4CB\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Hamile Braided Solo Loop Compatible with Apple Watch Bands 40mm 41mm 38mm 42mm 44mm 45mm 49mm for Women Men, Stretchy Soft Nylon Adjustable Sport Strap for iWatch Bands Series 9 8 7 6 5 4 3 SE Ultra 2\", \"asin\": \"B0CR9PK1PR\", \"price\": \"$2.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Stretchy Solo Loop Strap Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Soft Nylon Elastic Strap Wristband for iWatch series 10 9 8 7 6 5 4 3 2 1 se Ultra Twill Weave-Light Gray\", \"asin\": \"B08ZSHTCTJ\", \"price\": \"$8.54\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 42mm 44mm iWatch Series 6 5 SE 4 3 2 1 Strap, Nylon Velcro Women Men Stretchy Elastic Braided Adjustable Wristband, 38mm 40mm Cape Cod Blue\", \"asin\": \"B098F7CB8C\", \"price\": \"$10.07\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Stretchy Sport Band Compatible with Apple Watch 46mm 45mm 44mm 42mm 49mm 41mm 40mm 38mm for Men Women, Elastic Solo Loop Nylon Strap Compatible for iWatch Series SE 10 9 8 7 6 5 4 3 2 Ultra\", \"asin\": \"B0CWD9V2NG\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Stretchy Braided Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Adjustable Elastic Nylon for iWatch Series 10 9 8 7 6 5 4 3 2 Se Ultra Ultra 2\", \"asin\": \"B096SB6GVV\", \"price\": \"$8.54\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Replacement Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2/1\", \"asin\": \"B0DB5FD71J\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Arae Magnetic Stretchy Watch Band Compatible for Apple Watch Band 49mm 45mm 44mm 42mm, Comfortable Adjustable Straps Wristbands for iWatch Series 9 8 7 6 5 4 SE 3 2 1 Ultra Women Men,Space Gray\", \"asin\": \"B0CZDRX9GQ\", \"price\": \"$8.99\", \"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\": \"2025-04-08T01:31:25.004Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-05T19:02:57.880Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"\\u5e73\\u5b89\\u6263\"}],\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 - 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Top Grain Leather Watch Bands for Apple Watch.\\\" Rated 4.3 out of 5 stars by 298 reviews. Eligible for Prime.\", \"asin\": \"B0BQ5RX2VQ\"}],\n\"search_results\": [{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 10 9 8 SE 7 6 5 4 3 2 1Women Men -49/46/45/44mm Black\", \"asin\": \"B09ZP9W14Q\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Archer Watch Straps - Canvas Straps for Apple Watch\", \"asin\": \"B082MTS2LJ\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Apr 13 - 16 for Prime members\"},\n{\"title\": \"AMANECER Stretchy Nylon Watch Bands Compatible with Apple Watch Series 9/8/7/6/5/4/3 SE 2/1, Adjustable Braided Elastic Sport Loop Rugged Straps for iWatch Women Men (Storm Gray, 38/40/41MM)\", \"asin\": \"B08TCB32XQ\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap\", \"asin\": \"B0CKPB8DNK\", \"price\": \"$7.19\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"SICCIDEN Slim Stretchy Bands Compatible with Apple Watch Band 42mm 41mm 40mm 38mm, Women Elastics Nylon Thin Strap for iWatch SE2 SE Series 10 9 8 7 6 5 4 3 2 1 (Light Gray/Silver)\", \"asin\": \"B098QB6FDG\", \"price\": \"$10.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K39ZYQ\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"4 Pack Stretchy Solo Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Sport Nylon Elastic Straps Braided Wristbands for iWatch Series 10 9 8 7 6 5 4 3 Ultra SE\", \"asin\": \"B0B7JM3SLZ\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1\", \"asin\": \"B0BXCWB3KR\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Braided Stretchy Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Nylon Solo Loop Elastic Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0D972C5QK\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Zedoli Braided Solo Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men,Stretchy Nylon Sport Elastic Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra/Ultra 2\", \"asin\": \"B0CLDF2L63\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Getino Nylon Band Compatible with Apple Watch Bands 40mm 41mm 38mm 42mm 46mm 44mm 45mm 49mm Women Men, Breathable Soft Weave Stretchy Sport Strap for iWatch Series 10 9 8 7 6 5 4 3 SE Ultra 2 1, Gray\", \"asin\": \"B0D6RMS3PK\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Braided Solo Loop Elastic Nylon Sports Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Parachute Buckle Strap for iWatch Series Ultra 2 Ultra 10 9 8 7 6 5 4 3 2 1 se\", \"asin\": \"B0DNZJWHF6\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Adorve Stretchy Band Compatible with Apple Watch Band Ultra 2 49mm 46mm 45mm 44mm 42mm 38mm 40mm 41mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Bands Series 10/SE/9/8/7/6/5/4/3/2/1\", \"asin\": \"B096RY7KTN\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men\", \"asin\": \"B0CB5TXHMW\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"DaQin Nylon Sport Loop Compatible with Apple Watch Band 40mm 38mm 41mm 42mm 44mm 45mm 46mm 49mm, Soft Breathable Braided Wristbands for iWatch Band for Women Men Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DCFSJQ2Q\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Archer Watch Straps - Canvas Straps for Apple Watch\", \"asin\": \"B082MSF4CB\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Hamile Braided Solo Loop Compatible with Apple Watch Bands 40mm 41mm 38mm 42mm 44mm 45mm 49mm for Women Men, Stretchy Soft Nylon Adjustable Sport Strap for iWatch Bands Series 9 8 7 6 5 4 3 SE Ultra 2\", \"asin\": \"B0CR9PK1PR\", \"price\": \"$2.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Stretchy Solo Loop Strap Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Soft Nylon Elastic Strap Wristband for iWatch series 10 9 8 7 6 5 4 3 2 1 se Ultra Twill Weave-Light Gray\", \"asin\": \"B08ZSHTCTJ\", \"price\": \"$8.54\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 42mm 44mm iWatch Series 6 5 SE 4 3 2 1 Strap, Nylon Velcro Women Men Stretchy Elastic Braided Adjustable Wristband, 38mm 40mm Cape Cod Blue\", \"asin\": \"B098F7CB8C\", \"price\": \"$10.07\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Stretchy Sport Band Compatible with Apple Watch 46mm 45mm 44mm 42mm 49mm 41mm 40mm 38mm for Men Women, Elastic Solo Loop Nylon Strap Compatible for iWatch Series SE 10 9 8 7 6 5 4 3 2 Ultra\", \"asin\": \"B0CWD9V2NG\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Stretchy Braided Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Adjustable Elastic Nylon for iWatch Series 10 9 8 7 6 5 4 3 2 Se Ultra Ultra 2\", \"asin\": \"B096SB6GVV\", \"price\": \"$8.54\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Replacement Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2/1\", \"asin\": \"B0DB5FD71J\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Arae Magnetic Stretchy Watch Band Compatible for Apple Watch Band 49mm 45mm 44mm 42mm, Comfortable Adjustable Straps Wristbands for iWatch Series 9 8 7 6 5 4 SE 3 2 1 Ultra Women Men,Space Gray\", \"asin\": \"B0CZDRX9GQ\", \"price\": \"$8.99\", \"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\": \"2025-04-08T01:31:25.253Z\", // 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
2025-04-08T01:31:25.253Z
click
search
rule
train
2,544
2025-04-08T01:31:25.253Z
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": "2025-04-05T19:02:57.880Z", "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"} {"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"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} {"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"} {"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"} {"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"} {"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"} {"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"} {"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"} {"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:15:46.772Z", "action": "click_product", "action_argument": "B0043JTA7S"} {"timestamp": "2025-04-08T00:16:08.041Z", "action": "click_product", "action_argument": "B0777LRN9F"} {"timestamp": "2025-04-08T00:18:56.688Z", "action": "click_product", "action_argument": "B087MC1HW6"} {"timestamp": "2025-04-08T01:08:41.680Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray \u7f16\u7ec7"} {"timestamp": "2025-04-08T01:08:41.865Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:48.494Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray nylon"} {"timestamp": "2025-04-08T01:11:48.790Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:55.067Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:11:59.077Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-08T01:12:05.683Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:12:14.918Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:12.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:22.813Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:28.877Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:14:53.912Z", "action": "purchase", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T01:15:56.058Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:16:05.480Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:18:50.961Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:19:15.369Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:37.300Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:40.777Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:20:10.780Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T01:31:25.004Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "\u5e73\u5b89\u6263"}], "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 - 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"action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-08T01:31:25.253Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-08T01:31:25.253Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "index": 2544, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-05T19:02:57.880Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"\\u5e73\\u5b89\\u6263\"}],\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\": \"Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1\", \"asin\": \"B0BXCWB3KR\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 42mm 44mm iWatch Series 6 5 SE 4 3 2 1 Strap, Nylon Velcro Women Men Stretchy Elastic Braided Adjustable Wristband, 38mm 40mm Cape Cod Blue\", \"asin\": \"B098F7CB8C\", \"price\": \"$10.07\", \"quantity\": \"\"},\n{\"title\": \"AMSKY 6 Pack Sport Nylon Loop Bands Compatible with Apple Watch Band 40mm 41mm 38mm 42mm 44mm 45mm 46mm 49mm for Women Men,Stretchy Vel-Cro Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DP1VZYD4\", \"price\": \"$12.33\", \"quantity\": \"\"},\n{\"title\": \"DaQin 3 Pack Adjustable Elastic Band Compatible with Apple Watch Bands 41mm 40mm 38mm 45mm 46mm 44mm 42mm Women Men, Stretchy Soft Nylon Strap for Apple Watch SE iWatch Series 10/9/8/7/6/5/4/3/2/1\", \"asin\": \"B095W4RRWL\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Compatible with Apple Watch Band 49mm 46mm 45mm 44mm 42mm 41mm 40mm 38mm, Silicone Magnetic Adjustable Loop Strap for iWatch Ultra 2 Series 10 9 8 7 SE 6 5 4 (42/41/40/38, Gray Blue)\", \"asin\": \"B0CX48YHCK\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1\", \"asin\": \"B0B857HHFR\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Wearlizer Leather Band Compatible with Apple Watch Bands Women 41mm 40mm 38mm 49mm 46mm 45mm 44mm 42mm, Fancy Dressy Strap for iWatch Series 10 9 8 Ultra SE 7 6 5 4 3 2 1\", \"asin\": \"B0B4NYR26K\", \"price\": \"$16.97\", \"quantity\": \"\"},\n{\"title\": \"JR.DM Resin Stretchy White Tortoise Fancy Beaded Bracelet Light Watch Band Women Compatible with Apple Watch Band 38mm 40mm 41mm Strap Wristband for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE\", \"asin\": \"B0CGLXL9N7\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Sport Bands Compatible with Apple Watch Ultra Band 49mm 45mm 44mm 42mm 41mm 40mm 38mm,Men Women Soft Silicone Waterproof Strap for iWatch Series 8 7 6 5 4 3 2 SE Ultra (42/44/45/49mm, Orange yellow)\", \"asin\": \"B0C71FNHS3\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Slim Silver Band for Women Feminine Elegant Compatible with Apple Watch 38mm 40mm 41mm 42mm (S10) Adjustable Metal Strap Dressy Chain Bracelet for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE\", \"asin\": \"B0CHRWKGBV\", \"price\": \"$16.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"Archer Watch Straps - Top Grain Leather Watch Bands for Apple Watch.\\\" Rated 4.3 out of 5 stars by 298 reviews. Eligible for Prime.\", \"asin\": \"B0BQ5RX2VQ\"}],\n\"search_results\": [{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 10 9 8 SE 7 6 5 4 3 2 1Women Men -49/46/45/44mm Black\", \"asin\": \"B09ZP9W14Q\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Archer Watch Straps - Canvas Straps for Apple Watch\", \"asin\": \"B082MTS2LJ\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Apr 13 - 16 for Prime members\"},\n{\"title\": \"AMANECER Stretchy Nylon Watch Bands Compatible with Apple Watch Series 9/8/7/6/5/4/3 SE 2/1, Adjustable Braided Elastic Sport Loop Rugged Straps for iWatch Women Men (Storm Gray, 38/40/41MM)\", \"asin\": \"B08TCB32XQ\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap\", \"asin\": \"B0CKPB8DNK\", \"price\": \"$7.19\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"SICCIDEN Slim Stretchy Bands Compatible with Apple Watch Band 42mm 41mm 40mm 38mm, Women Elastics Nylon Thin Strap for iWatch SE2 SE Series 10 9 8 7 6 5 4 3 2 1 (Light Gray/Silver)\", \"asin\": \"B098QB6FDG\", \"price\": \"$10.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K39ZYQ\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"4 Pack Stretchy Solo Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Sport Nylon Elastic Straps Braided Wristbands for iWatch Series 10 9 8 7 6 5 4 3 Ultra SE\", \"asin\": \"B0B7JM3SLZ\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1\", \"asin\": \"B0BXCWB3KR\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Braided Stretchy Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Nylon Solo Loop Elastic Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0D972C5QK\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Zedoli Braided Solo Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men,Stretchy Nylon Sport Elastic Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra/Ultra 2\", \"asin\": \"B0CLDF2L63\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Getino Nylon Band Compatible with Apple Watch Bands 40mm 41mm 38mm 42mm 46mm 44mm 45mm 49mm Women Men, Breathable Soft Weave Stretchy Sport Strap for iWatch Series 10 9 8 7 6 5 4 3 SE Ultra 2 1, Gray\", \"asin\": \"B0D6RMS3PK\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Braided Solo Loop Elastic Nylon Sports Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Parachute Buckle Strap for iWatch Series Ultra 2 Ultra 10 9 8 7 6 5 4 3 2 1 se\", \"asin\": \"B0DNZJWHF6\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Adorve Stretchy Band Compatible with Apple Watch Band Ultra 2 49mm 46mm 45mm 44mm 42mm 38mm 40mm 41mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Bands Series 10/SE/9/8/7/6/5/4/3/2/1\", \"asin\": \"B096RY7KTN\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men\", \"asin\": \"B0CB5TXHMW\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"DaQin Nylon Sport Loop Compatible with Apple Watch Band 40mm 38mm 41mm 42mm 44mm 45mm 46mm 49mm, Soft Breathable Braided Wristbands for iWatch Band for Women Men Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DCFSJQ2Q\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Archer Watch Straps - Canvas Straps for Apple Watch\", \"asin\": \"B082MSF4CB\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Hamile Braided Solo Loop Compatible with Apple Watch Bands 40mm 41mm 38mm 42mm 44mm 45mm 49mm for Women Men, Stretchy Soft Nylon Adjustable Sport Strap for iWatch Bands Series 9 8 7 6 5 4 3 SE Ultra 2\", \"asin\": \"B0CR9PK1PR\", \"price\": \"$2.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Stretchy Solo Loop Strap Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Soft Nylon Elastic Strap Wristband for iWatch series 10 9 8 7 6 5 4 3 2 1 se Ultra Twill Weave-Light Gray\", \"asin\": \"B08ZSHTCTJ\", \"price\": \"$8.54\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 42mm 44mm iWatch Series 6 5 SE 4 3 2 1 Strap, Nylon Velcro Women Men Stretchy Elastic Braided Adjustable Wristband, 38mm 40mm Cape Cod Blue\", \"asin\": \"B098F7CB8C\", \"price\": \"$10.07\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Stretchy Sport Band Compatible with Apple Watch 46mm 45mm 44mm 42mm 49mm 41mm 40mm 38mm for Men Women, Elastic Solo Loop Nylon Strap Compatible for iWatch Series SE 10 9 8 7 6 5 4 3 2 Ultra\", \"asin\": \"B0CWD9V2NG\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Stretchy Braided Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Adjustable Elastic Nylon for iWatch Series 10 9 8 7 6 5 4 3 2 Se Ultra Ultra 2\", \"asin\": \"B096SB6GVV\", \"price\": \"$8.54\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Replacement Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2/1\", \"asin\": \"B0DB5FD71J\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Arae Magnetic Stretchy Watch Band Compatible for Apple Watch Band 49mm 45mm 44mm 42mm, Comfortable Adjustable Straps Wristbands for iWatch Series 9 8 7 6 5 4 SE 3 2 1 Ultra Women Men,Space Gray\", \"asin\": \"B0CZDRX9GQ\", \"price\": \"$8.99\", \"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\": \"2025-04-08T01:31:25.253Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-05T19:02:57.880Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"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\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}],\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 - 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Top Grain Leather Watch Bands for Apple Watch.\\\" Rated 4.3 out of 5 stars by 298 reviews. Eligible for Prime.\", \"asin\": \"B0BQ5RX2VQ\"}],\n\"search_results\": [{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 10 9 8 SE 7 6 5 4 3 2 1Women Men -49/46/45/44mm Black\", \"asin\": \"B09ZP9W14Q\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Archer Watch Straps - Canvas Straps for Apple Watch\", \"asin\": \"B082MTS2LJ\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Apr 13 - 16 for Prime members\"},\n{\"title\": \"AMANECER Stretchy Nylon Watch Bands Compatible with Apple Watch Series 9/8/7/6/5/4/3 SE 2/1, Adjustable Braided Elastic Sport Loop Rugged Straps for iWatch Women Men (Storm Gray, 38/40/41MM)\", \"asin\": \"B08TCB32XQ\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap\", \"asin\": \"B0CKPB8DNK\", \"price\": \"$7.19\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"SICCIDEN Slim Stretchy Bands Compatible with Apple Watch Band 42mm 41mm 40mm 38mm, Women Elastics Nylon Thin Strap for iWatch SE2 SE Series 10 9 8 7 6 5 4 3 2 1 (Light Gray/Silver)\", \"asin\": \"B098QB6FDG\", \"price\": \"$10.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K39ZYQ\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"4 Pack Stretchy Solo Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Sport Nylon Elastic Straps Braided Wristbands for iWatch Series 10 9 8 7 6 5 4 3 Ultra SE\", \"asin\": \"B0B7JM3SLZ\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1\", \"asin\": \"B0BXCWB3KR\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Braided Stretchy Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Nylon Solo Loop Elastic Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0D972C5QK\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Zedoli Braided Solo Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men,Stretchy Nylon Sport Elastic Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra/Ultra 2\", \"asin\": \"B0CLDF2L63\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Getino Nylon Band Compatible with Apple Watch Bands 40mm 41mm 38mm 42mm 46mm 44mm 45mm 49mm Women Men, Breathable Soft Weave Stretchy Sport Strap for iWatch Series 10 9 8 7 6 5 4 3 SE Ultra 2 1, Gray\", \"asin\": \"B0D6RMS3PK\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Braided Solo Loop Elastic Nylon Sports Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Parachute Buckle Strap for iWatch Series Ultra 2 Ultra 10 9 8 7 6 5 4 3 2 1 se\", \"asin\": \"B0DNZJWHF6\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Adorve Stretchy Band Compatible with Apple Watch Band Ultra 2 49mm 46mm 45mm 44mm 42mm 38mm 40mm 41mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Bands Series 10/SE/9/8/7/6/5/4/3/2/1\", \"asin\": \"B096RY7KTN\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men\", \"asin\": \"B0CB5TXHMW\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"DaQin Nylon Sport Loop Compatible with Apple Watch Band 40mm 38mm 41mm 42mm 44mm 45mm 46mm 49mm, Soft Breathable Braided Wristbands for iWatch Band for Women Men Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DCFSJQ2Q\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Archer Watch Straps - Canvas Straps for Apple Watch\", \"asin\": \"B082MSF4CB\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Hamile Braided Solo Loop Compatible with Apple Watch Bands 40mm 41mm 38mm 42mm 44mm 45mm 49mm for Women Men, Stretchy Soft Nylon Adjustable Sport Strap for iWatch Bands Series 9 8 7 6 5 4 3 SE Ultra 2\", \"asin\": \"B0CR9PK1PR\", \"price\": \"$2.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Stretchy Solo Loop Strap Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Soft Nylon Elastic Strap Wristband for iWatch series 10 9 8 7 6 5 4 3 2 1 se Ultra Twill Weave-Light Gray\", \"asin\": \"B08ZSHTCTJ\", \"price\": \"$8.54\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 42mm 44mm iWatch Series 6 5 SE 4 3 2 1 Strap, Nylon Velcro Women Men Stretchy Elastic Braided Adjustable Wristband, 38mm 40mm Cape Cod Blue\", \"asin\": \"B098F7CB8C\", \"price\": \"$10.07\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Stretchy Sport Band Compatible with Apple Watch 46mm 45mm 44mm 42mm 49mm 41mm 40mm 38mm for Men Women, Elastic Solo Loop Nylon Strap Compatible for iWatch Series SE 10 9 8 7 6 5 4 3 2 Ultra\", \"asin\": \"B0CWD9V2NG\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Stretchy Braided Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Adjustable Elastic Nylon for iWatch Series 10 9 8 7 6 5 4 3 2 Se Ultra Ultra 2\", \"asin\": \"B096SB6GVV\", \"price\": \"$8.54\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Replacement Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2/1\", \"asin\": \"B0DB5FD71J\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Arae Magnetic Stretchy Watch Band Compatible for Apple Watch Band 49mm 45mm 44mm 42mm, Comfortable Adjustable Straps Wristbands for iWatch Series 9 8 7 6 5 4 SE 3 2 1 Ultra Women Men,Space Gray\", \"asin\": \"B0CZDRX9GQ\", \"price\": \"$8.99\", \"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\": \"2025-04-08T01:31:31.755Z\", // 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
2025-04-08T01:31:31.755Z
input
平安扣 银
rule
train
2,545
2025-04-08T01:31:31.755Z
input
平安扣 银
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_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"} {"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"} {"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"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} {"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"} {"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"} {"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"} {"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"} {"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"} {"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"} {"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:15:46.772Z", "action": "click_product", "action_argument": "B0043JTA7S"} {"timestamp": "2025-04-08T00:16:08.041Z", "action": "click_product", "action_argument": "B0777LRN9F"} {"timestamp": "2025-04-08T00:18:56.688Z", "action": "click_product", "action_argument": "B087MC1HW6"} {"timestamp": "2025-04-08T01:08:41.680Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray \u7f16\u7ec7"} {"timestamp": "2025-04-08T01:08:41.865Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:48.494Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray nylon"} {"timestamp": "2025-04-08T01:11:48.790Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:55.067Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:11:59.077Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-08T01:12:05.683Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:12:14.918Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:12.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:22.813Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:28.877Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:14:53.912Z", "action": "purchase", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T01:15:56.058Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:16:05.480Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:18:50.961Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:19:15.369Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:37.300Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:40.777Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:20:10.780Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T01:31:25.004Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:25.253Z", "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": "apple watch \u8868\u5e26 silver Gray nylon"}], "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 - 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Canvas Straps for Apple Watch", "asin": "B082MSF4CB", "price": "$29.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Hamile Braided Solo Loop Compatible with Apple Watch Bands 40mm 41mm 38mm 42mm 44mm 45mm 49mm for Women Men, Stretchy Soft Nylon Adjustable Sport Strap for iWatch Bands Series 9 8 7 6 5 4 3 SE Ultra 2", "asin": "B0CR9PK1PR", "price": "$2.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Stretchy Solo Loop Strap Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Soft Nylon Elastic Strap Wristband for iWatch series 10 9 8 7 6 5 4 3 2 1 se Ultra Twill Weave-Light Gray", "asin": "B08ZSHTCTJ", "price": "$8.54", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 42mm 44mm iWatch Series 6 5 SE 4 3 2 1 Strap, Nylon Velcro Women Men Stretchy Elastic Braided Adjustable Wristband, 38mm 40mm Cape Cod Blue", "asin": "B098F7CB8C", "price": "$10.07", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Stretchy Sport Band Compatible with Apple Watch 46mm 45mm 44mm 42mm 49mm 41mm 40mm 38mm for Men Women, Elastic Solo Loop Nylon Strap Compatible for iWatch Series SE 10 9 8 7 6 5 4 3 2 Ultra", "asin": "B0CWD9V2NG", "price": "$7.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Stretchy Braided Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Adjustable Elastic Nylon for iWatch Series 10 9 8 7 6 5 4 3 2 Se Ultra Ultra 2", "asin": "B096SB6GVV", "price": "$8.54", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Replacement Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2/1", "asin": "B0DB5FD71J", "price": "$9.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Arae Magnetic Stretchy Watch Band Compatible for Apple Watch Band 49mm 45mm 44mm 42mm, Comfortable Adjustable Straps Wristbands for iWatch Series 9 8 7 6 5 4 SE 3 2 1 Ultra Women Men,Space Gray", "asin": "B0CZDRX9GQ", "price": "$8.99", "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": "2025-04-08T01:31:31.755Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-08T01:31:31.755Z\",\"action\": \"input\",\"acion_argument\": \"平安扣 银\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-08T01:31:31.755Z\",\"action\": \"input\",\"acion_argument\": \"平安扣 银\",}</answer>", "index": 2545, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-05T19:02:57.880Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"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\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}],\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\": \"Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1\", \"asin\": \"B0BXCWB3KR\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 42mm 44mm iWatch Series 6 5 SE 4 3 2 1 Strap, Nylon Velcro Women Men Stretchy Elastic Braided Adjustable Wristband, 38mm 40mm Cape Cod Blue\", \"asin\": \"B098F7CB8C\", \"price\": \"$10.07\", \"quantity\": \"\"},\n{\"title\": \"AMSKY 6 Pack Sport Nylon Loop Bands Compatible with Apple Watch Band 40mm 41mm 38mm 42mm 44mm 45mm 46mm 49mm for Women Men,Stretchy Vel-Cro Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DP1VZYD4\", \"price\": \"$12.33\", \"quantity\": \"\"},\n{\"title\": \"DaQin 3 Pack Adjustable Elastic Band Compatible with Apple Watch Bands 41mm 40mm 38mm 45mm 46mm 44mm 42mm Women Men, Stretchy Soft Nylon Strap for Apple Watch SE iWatch Series 10/9/8/7/6/5/4/3/2/1\", \"asin\": \"B095W4RRWL\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Compatible with Apple Watch Band 49mm 46mm 45mm 44mm 42mm 41mm 40mm 38mm, Silicone Magnetic Adjustable Loop Strap for iWatch Ultra 2 Series 10 9 8 7 SE 6 5 4 (42/41/40/38, Gray Blue)\", \"asin\": \"B0CX48YHCK\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1\", \"asin\": \"B0B857HHFR\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Wearlizer Leather Band Compatible with Apple Watch Bands Women 41mm 40mm 38mm 49mm 46mm 45mm 44mm 42mm, Fancy Dressy Strap for iWatch Series 10 9 8 Ultra SE 7 6 5 4 3 2 1\", \"asin\": \"B0B4NYR26K\", \"price\": \"$16.97\", \"quantity\": \"\"},\n{\"title\": \"JR.DM Resin Stretchy White Tortoise Fancy Beaded Bracelet Light Watch Band Women Compatible with Apple Watch Band 38mm 40mm 41mm Strap Wristband for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE\", \"asin\": \"B0CGLXL9N7\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Sport Bands Compatible with Apple Watch Ultra Band 49mm 45mm 44mm 42mm 41mm 40mm 38mm,Men Women Soft Silicone Waterproof Strap for iWatch Series 8 7 6 5 4 3 2 SE Ultra (42/44/45/49mm, Orange yellow)\", \"asin\": \"B0C71FNHS3\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Slim Silver Band for Women Feminine Elegant Compatible with Apple Watch 38mm 40mm 41mm 42mm (S10) Adjustable Metal Strap Dressy Chain Bracelet for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE\", \"asin\": \"B0CHRWKGBV\", \"price\": \"$16.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"Archer Watch Straps - Top Grain Leather Watch Bands for Apple Watch.\\\" Rated 4.3 out of 5 stars by 298 reviews. Eligible for Prime.\", \"asin\": \"B0BQ5RX2VQ\"}],\n\"search_results\": [{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 10 9 8 SE 7 6 5 4 3 2 1Women Men -49/46/45/44mm Black\", \"asin\": \"B09ZP9W14Q\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Archer Watch Straps - Canvas Straps for Apple Watch\", \"asin\": \"B082MTS2LJ\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Apr 13 - 16 for Prime members\"},\n{\"title\": \"AMANECER Stretchy Nylon Watch Bands Compatible with Apple Watch Series 9/8/7/6/5/4/3 SE 2/1, Adjustable Braided Elastic Sport Loop Rugged Straps for iWatch Women Men (Storm Gray, 38/40/41MM)\", \"asin\": \"B08TCB32XQ\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap\", \"asin\": \"B0CKPB8DNK\", \"price\": \"$7.19\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"SICCIDEN Slim Stretchy Bands Compatible with Apple Watch Band 42mm 41mm 40mm 38mm, Women Elastics Nylon Thin Strap for iWatch SE2 SE Series 10 9 8 7 6 5 4 3 2 1 (Light Gray/Silver)\", \"asin\": \"B098QB6FDG\", \"price\": \"$10.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K39ZYQ\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"4 Pack Stretchy Solo Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Sport Nylon Elastic Straps Braided Wristbands for iWatch Series 10 9 8 7 6 5 4 3 Ultra SE\", \"asin\": \"B0B7JM3SLZ\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1\", \"asin\": \"B0BXCWB3KR\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Braided Stretchy Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Nylon Solo Loop Elastic Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0D972C5QK\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Zedoli Braided Solo Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men,Stretchy Nylon Sport Elastic Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra/Ultra 2\", \"asin\": \"B0CLDF2L63\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Getino Nylon Band Compatible with Apple Watch Bands 40mm 41mm 38mm 42mm 46mm 44mm 45mm 49mm Women Men, Breathable Soft Weave Stretchy Sport Strap for iWatch Series 10 9 8 7 6 5 4 3 SE Ultra 2 1, Gray\", \"asin\": \"B0D6RMS3PK\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Braided Solo Loop Elastic Nylon Sports Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Parachute Buckle Strap for iWatch Series Ultra 2 Ultra 10 9 8 7 6 5 4 3 2 1 se\", \"asin\": \"B0DNZJWHF6\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Adorve Stretchy Band Compatible with Apple Watch Band Ultra 2 49mm 46mm 45mm 44mm 42mm 38mm 40mm 41mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Bands Series 10/SE/9/8/7/6/5/4/3/2/1\", \"asin\": \"B096RY7KTN\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men\", \"asin\": \"B0CB5TXHMW\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"DaQin Nylon Sport Loop Compatible with Apple Watch Band 40mm 38mm 41mm 42mm 44mm 45mm 46mm 49mm, Soft Breathable Braided Wristbands for iWatch Band for Women Men Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DCFSJQ2Q\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Archer Watch Straps - Canvas Straps for Apple Watch\", \"asin\": \"B082MSF4CB\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Hamile Braided Solo Loop Compatible with Apple Watch Bands 40mm 41mm 38mm 42mm 44mm 45mm 49mm for Women Men, Stretchy Soft Nylon Adjustable Sport Strap for iWatch Bands Series 9 8 7 6 5 4 3 SE Ultra 2\", \"asin\": \"B0CR9PK1PR\", \"price\": \"$2.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Stretchy Solo Loop Strap Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Soft Nylon Elastic Strap Wristband for iWatch series 10 9 8 7 6 5 4 3 2 1 se Ultra Twill Weave-Light Gray\", \"asin\": \"B08ZSHTCTJ\", \"price\": \"$8.54\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 42mm 44mm iWatch Series 6 5 SE 4 3 2 1 Strap, Nylon Velcro Women Men Stretchy Elastic Braided Adjustable Wristband, 38mm 40mm Cape Cod Blue\", \"asin\": \"B098F7CB8C\", \"price\": \"$10.07\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Stretchy Sport Band Compatible with Apple Watch 46mm 45mm 44mm 42mm 49mm 41mm 40mm 38mm for Men Women, Elastic Solo Loop Nylon Strap Compatible for iWatch Series SE 10 9 8 7 6 5 4 3 2 Ultra\", \"asin\": \"B0CWD9V2NG\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Stretchy Braided Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Adjustable Elastic Nylon for iWatch Series 10 9 8 7 6 5 4 3 2 Se Ultra Ultra 2\", \"asin\": \"B096SB6GVV\", \"price\": \"$8.54\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Replacement Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2/1\", \"asin\": \"B0DB5FD71J\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Arae Magnetic Stretchy Watch Band Compatible for Apple Watch Band 49mm 45mm 44mm 42mm, Comfortable Adjustable Straps Wristbands for iWatch Series 9 8 7 6 5 4 SE 3 2 1 Ultra Women Men,Space Gray\", \"asin\": \"B0CZDRX9GQ\", \"price\": \"$8.99\", \"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\": \"2025-04-08T01:31:31.755Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-05T19:02:57.880Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}],\n\"cart_items\": [{\"title\": \"Lerobo Compatible with Apple Watch Band 44mm SE Series 8 45mm 46mm Series 9 Ultra 2 Band 49mm 42mm Men Women Elastic Nylon Solo Loop Sport Strap for iWatch Bands Series 10 7 6 5 4 3 2 1,Gray\", \"asin\": \"B0CKPB8DNK\", \"price\": \"$7.19\", \"quantity\": \"1\"},\n{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm(Series 10) 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 9 8 SE 7 6 5 4 Women Men -49/46/45/44mm Space Grey\", \"asin\": \"B09ZPB85JC\", \"price\": \"$11.89\", \"quantity\": \"1\"},\n{\"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 - 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22\"},\n{\"title\": \"zhangruixuan-Shop \\u5929\\u7136\\u6731\\u7802\\u5e73\\u5b89\\u6263\\u6c7d\\u8f66\\u94a5\\u5319\\u6302\\u4ef6\\u8f6c\\u8fd0\\u73e0\\u672c\\u547d\\u5e74\\u6302\\u9970\\u8c94\\u8c85\\u8f66\\u94a5\\u5319\\u6263\\u5973\\u968f\\u8eab(\\u5e73\\u5b89\\u6263\\u5e1d\\u738b\\u7d2b\\u7802\\u6b3e)\", \"asin\": \"B0BNPKK9VV\", \"price\": \"$39.00\", \"delivery\": \"$4.29 delivery Apr 29 - May 8\"},\n{\"title\": \"\\u5929\\u7136\\u548c\\u7530\\u7389\\u5e73\\u5b89\\u6263\\u540a\\u5760\\u4e00\\u7269\\u4e00\\u56fe\\u4e14\\u672b\\u84dd\\u6674\\u6c34\\u6302\\u4ef6\\u7eff\\u8272\\u7389\\u77f3\\u9879\\u94fe\\u7537\\u5973 < S-517524 >\", \"asin\": \"B0DQLGGVTL\", \"price\": \"$135.94\", \"delivery\": \"FREE delivery May 1 - 12\"},\n{\"title\": \"\\u5929\\u7136\\u7fe1\\u7fe0\\u540a\\u5760\\u5e73\\u5b89\\u626325mm\\u7f05\\u7538\\u7389\\u77f3\\u73e0\\u5b9d/773\", \"asin\": \"B0DMNQ797Y\", \"price\": \"$32.67\", \"delivery\": \"FREE delivery Apr 18 - 29\"},\n{\"title\": \"\\u5929\\u7136\\u5929\\u5c71\\u7fe0\\u5e73\\u5b89\\u6263\\u540a\\u5760\\u6b63\\u54c1\\u65b0\\u7586\\u91d1\\u4e1d\\u7389\\u7fe1\\u7fe0\\u8272\\u7389\\u77f3\\u539f\\u77f3\\u6302\\u4ef6\\u9879\\u94fe\\u7537\\u5973 < S-517749 >\", \"asin\": \"B0DQN6D4R6\", \"price\": \"$47.27\", \"delivery\": \"FREE delivery May 1 - 12\"},\n{\"title\": \"14K\\u5305\\u91d1\\u548c\\u7530\\u7389\\u73e0\\u9501\\u9aa8\\u94fe\\u9879\\u94fe\\u5973\\u5e73\\u5b89\\u6263\\u7389\\u77f3\\u540a\\u5760\\u6302\\u4ef6\\u8f7b\\u5962\\u9ad8\\u7ea7\\u611f\", \"asin\": \"B0C4FNCJVD\", \"price\": \"$98.90\", \"delivery\": \"$4.99 delivery Apr 29 - May 8 Or fastest delivery Apr 14 - 17\"},\n{\"title\": \"Usoway \\u5929\\u7136\\u6731\\u7802\\u5e73\\u5b89\\u6263\\u83b2\\u82b1\\u6c7d\\u8f66\\u6302\\u4ef6 Car pendant \\u8f66\\u5185\\u540a\\u9970\\u547d\\u5e74\\u6731\\u7802\\u6302\\u4ef6\\u9970\\u54c1, Yellow, 9355968437742\", \"asin\": \"B0CT62TRDX\", \"price\": \"$28.39\", \"delivery\": \"FREE delivery Apr 22 - May 2\"},\n{\"title\": \"Usoway \\u54c1\\u5929\\u7136\\u6731\\u7802\\u5409\\u7965\\u516c\\u4e3b\\u5e73\\u5b89\\u6263\\u540a\\u5760\\u6302\\u4ef6 pendant \\u5973\\u6b3e\\u9879\\u94fe\\u7537\\u58eb\\u6302\\u4ef6\\u597d\\u8fd0\\u5e74\", \"asin\": \"B0CT5PZWM4\", \"price\": \"$27.70\", \"delivery\": \"FREE delivery Apr 22 - May 2\"},\n{\"title\": \"\\u5e73\\u5b89\\u6263\\u6811\\u8102\\u4eff\\u7389\\u7247\\u7389\\u914d\\u4ef6\\u4e2d\\u56fd\\u7ed3\\u6302\\u4ef6\\u914d\\u4ef6DIY\\u9970\\u54c1\\u4e00\\u751f\\u5e73\\u5b89\\u7eff\\u8272(2CM\\u4e00\\u530520\\u4e2a)\", \"asin\": \"B0BV9NNFPS\", \"price\": \"$23.79\", \"delivery\": \"$4.99 delivery Apr 21 - May 2\"},\n{\"title\": \"Mascot pendant Men's and Women's Wear Accessories \\u7b80\\u7ea6\\u6c11\\u65cf\\u98ce\\u7409\\u7483\\u540a\\u5760\\u5e73\\u5b89\\u6263\\u6bdb\\u8863\\u94fe\\u957f\\u6b3e\\u6728\\u8d28\\u9879\\u94fe\\u5973\\u590d\\u53e4\\u767e\\u642d\\u914d\\u9970\\u6302\\u4ef6 1Pcs(\\u6e56\\u84dd\\u7409\\u7483\\u5e73\\u5b89\\u6263\\u9e21\\u7fc5\\u6728\\u9879\\u94fe)\", \"asin\": \"B0C7K9BNZV\", \"price\": \"$24.98\", \"delivery\": \"$4.99 delivery Apr 29 - May 8\"},\n{\"title\": \"Usoway \\u5f69\\u5370\\u5e73\\u5b89\\u6263\\u6c7d\\u8f66\\u6302\\u4ef6 Car Pendant \\u767d\\u7389\\u83b2\\u82b1\\u8f66\\u5185\\u9970\\u54c1\\u6302\\u9970\\u88c5\\u9970\\u54c1\\u540e\\u89c6\\u955c\\u540a\\u5760\\u6302\\u4ef6 Pendant \\u8f66\\u6302, Yellow, 9355968430392\", \"asin\": \"B0CT5ZW8TJ\", \"price\": \"$24.65\", \"delivery\": \"FREE delivery Apr 22 - May 2\"},\n{\"title\": \"\\u8001\\u5751\\u79cdA\\u8d27\\u7fe1\\u7fe0\\u5e73\\u5b89\\u6263\\u9879\\u94fe\\u51b0\\u6da6\\u4eff\\u53e4\\u6263\\u73e0\\u5b9d\\u7389\\u77f3\\u7389\\u5668\\u6302\\u4ef6\\u5973\", \"asin\": \"B0C9XXPLB7\", \"price\": \"$27.80\", \"delivery\": \"$4.99 delivery Apr 29 - May 8 Or fastest delivery Apr 14 - 17\"},\n{\"title\": \"\\u590d\\u53e4\\u739b\\u7459\\u7389\\u9ad3\\u62db\\u8d22\\u8c94\\u8c85\\u5e73\\u5b89\\u6263\\u540a\\u5760\\u957f\\u6b3e\\u9879\\u94fe\\u7b80\\u7ea6\\u7389\\u77f3\\u6bdb\\u8863\\u94fe\\u914d\\u9970\\u7537\\u5973 (\\u53cc\\u8c94\\u8c85\\u739b\\u7459\\u7389\\u9ad3\\u5e73\\u5b89\\u6263\\u9879\\u94fe)\", \"asin\": \"B0BW8FZPX3\", \"price\": \"$25.49\", \"delivery\": \"$4.99 delivery Apr 21 - May 2\"},\n{\"title\": \"xiexuelian mascot ornaments Art decorate \\u739b\\u7459\\u7389\\u9ad3\\u5e73\\u5b89\\u6263\\u7389\\u77f3\\u540a\\u5760\\u6c7d\\u8f66\\u94a5\\u5319\\u6263\\u6302\\u4ef6\\u590d\\u53e4\\u7cbe\\u81f4\\u624b\\u5de5\\u7f16\\u7ec7\\u9970\\u54c1\\u60c5\\u4fa3(\\u548c\\u7530\\u7389\\u8272\\u5e73\\u5b89\\u6263\\u6302\\u4ef6)\", \"asin\": \"B0BX26M3KS\", \"price\": \"$18.88\", \"delivery\": \"$4.29 delivery Apr 29 - May 8\"},\n{\"title\": \"Usoway \\u5e73\\u5b89\\u6263\\u6c7d\\u8f66\\u6302\\u4ef6 Car pendant \\u51fa\\u5165\\u5e73\\u5b89\\u4e2d\\u56fd\\u7ed3\\u6d41\\u82cf\\u8f66\\u5185\\u6302\\u9970\\u8f66\\u8f7d\\u6302\\u4ef6\\u540a\\u5760\\u6302\\u4ef6 pendant \\u88c5\\u9970, 9355968431368\", \"asin\": \"B0CT62XFGN\", \"price\": \"$25.55\", \"delivery\": \"FREE delivery Apr 22 - May 2\"},\n{\"title\": \"1Pcs\\u5e73\\u5b89\\u6263\\u540a\\u5760\\u9879\\u94fe\\u4eff\\u7389\\u77f3\\u5e73\\u5b89\\u6263\\u89c2\\u97f3\\u540a\\u5760\\u6302\\u4ef6(\\u89c2\\u97f3\\u6d45\\u7eff)\", \"asin\": \"B0BYHBS127\", \"price\": \"$15.51\", \"delivery\": \"$4.99 delivery Apr 21 - May 2\"},\n{\"title\": \"\\u6b63\\u54c1\\u7d2b\\u91d1\\u7802\\u6731\\u7802\\u5e73\\u5b89\\u6263\\u540a\\u5760\\u539a\\u7248\\u73e0\\u5b9d\", \"asin\": \"B0C9XYGSL2\", \"price\": \"$28.50\", \"delivery\": \"$4.99 delivery Apr 29 - May 8 Or fastest delivery Apr 14 - 17\"},\n{\"title\": \"\\u5929\\u7136\\u548c\\u7530\\u7389\\u5e73\\u5b89\\u6263\\u540a\\u5760\\u4e00\\u7269\\u4e00\\u56fe\\u4e14\\u672b\\u84dd\\u6674\\u6c34\\u6302\\u4ef6\\u7eff\\u8272\\u7389\\u77f3\\u9879\\u94fe\\u7537\\u5973 < S-517525 >\", \"asin\": \"B0DQLFVWVS\", \"price\": \"$135.94\", \"delivery\": \"FREE delivery May 1 - 12\"},\n{\"title\": \"Mascot Pendant Men's and Women's Wear Accessories \\u590d\\u53e4\\u6c11\\u65cf\\u98ce\\u6728\\u8d28\\u6728\\u73e0\\u83e9\\u63d0\\u5e73\\u5b89\\u6263\\u540a\\u5760\\u957f\\u6b3e\\u6bdb\\u8863\\u94fe\\u7537\\u5973\\u4f5b\\u73e0\\u9879\\u94fe\\u914d\\u9970\\u54c1 1Pcs \\u5b54\\u96c0\\u6728\\u73e0\\u94fe/182\", \"asin\": \"B0DN1L9X4X\", \"price\": \"$44.66\", \"delivery\": \"FREE delivery Apr 18 - 29\"},\n{\"title\": \"\\u5b9a\\u523615cm\\u5e73\\u5b89\\u6263\\u6d41\\u82cf\\u7a57\\u5b50\\u6302\\u4ef6\\u767d\\u7389\\u5e73\\u5b89\\u6263\\u9970\\u54c1\\u914d\\u4ef6\\u6247\\u5760\\u540a\\u7a57\\u6c49\\u670d\\u538b\\u895f\", \"asin\": \"B0BPNXVDFD\", \"price\": \"$26.18\", \"delivery\": \"$1.09 delivery Apr 18 - 30 Or fastest delivery Apr 14 - 17\"},\n{\"title\": \"\\u5b9a\\u523615cm\\u5e73\\u5b89\\u6263\\u6d41\\u82cf\\u7a57\\u5b50\\u6302\\u4ef6\\u767d\\u7389\\u5e73\\u5b89\\u6263\\u9970\\u54c1\\u914d\\u4ef6\\u6247\\u5760\\u540a\\u7a57\\u6c49\\u670d\\u538b\\u895f\", \"asin\": \"B0BPNYJY58\", \"price\": \"$26.18\", \"delivery\": \"$1.09 delivery Apr 18 - 30 Or fastest delivery Apr 14 - 17\"},\n{\"title\": \"\\u548c\\u7530\\u7389\\u767d\\u7389\\u540a\\u5760\\u5e73\\u5b89\\u6263\\u7389\\u77f3\\u7389\\u5668\\u73e0\\u5b9d\\u9970\\u54c12051423\", \"asin\": \"B0BCFS25ZL\"},\n{\"title\": \"\\u7fe1\\u7fe0\\u7389\\u77f3\\u5e73\\u5b89\\u6263\\u7231\\u5fc3S925\\u94f6\\u540a\\u5760\\u7f05\\u7538A\\u8d27\\u7389\\u5668\\u7389\\u4f69\\u73e0\\u5b9d\\u9996\\u9970\\u793c\\u7269\", \"asin\": \"B0BCGLRRWF\"},\n{\"title\": \"\\u7f05\\u7538A\\u8d27\\u7fe1\\u7fe0\\u82b1\\u5f00\\u5bcc\\u8d35\\u5e73\\u5b89\\u6263\\u540a\\u5760\\u73e0\\u5b9d\\u7389\\u77f3\\u7389\\u5668\\u6302\\u4ef6\\u793c\\u7269\\u7537\\u5973\", \"asin\": \"B0BCFRT37R\"},\n{\"title\": \"S925\\u94f6\\u9576\\u5d4c\\u7fe1\\u7fe0\\u5e73\\u5b89\\u6263\\u540a\\u5760\\u7f05\\u7538\\u7389\\u77f3\\u7389\\u5668\\u9879\\u94fe\\u6302\\u5760\\u5973\", \"asin\": \"B0BCFWHG1H\"},\n{\"title\": \"\\u548c\\u7530\\u7389\\u767d\\u7389\\u540a\\u5760\\u5e73\\u5b89\\u6263\\u7389\\u77f3\\u7389\\u5668\\u73e0\\u5b9d\\u9970\\u54c12051423\", \"asin\": \"B0BCFTGD56\"},\n{\"title\": \"\\u548c\\u7530\\u7389\\u65b9\\u65e0\\u4e8b\\u724c\\u540a\\u5760\\u5e73\\u5b89\\u6263\\u7389\\u77f3\\u7389\\u5668\\u73e0\\u5b9d2051316\", \"asin\": \"B0BCFS1KBT\"},\n{\"title\": \"\\u6731\\u7802\\u5e73\\u5b89\\u6263\\u6302\\u4ef6\\u672c\\u547d\\u5e74\\u8f66\\u6302\\u6302\\u9970\\u5760\\u5b50diy\\u793c\\u7269\", \"asin\": \"B0BCFQSKHZ\"},\n{\"title\": \"Usoway \\u6731\\u7802\\u846b\\u82a6\\u5e73\\u5b89\\u6263\\u624b\\u673a\\u94fe\\u6302\\u9970\\u7ef3\\u7537\\u5973\\u4e2a\\u6027\\u521b\\u610f\\u6302\\u4ef6\\u5760, yellow, 9355968437520\", \"asin\": \"B0CT61D232\", \"price\": \"$28.25\", \"delivery\": \"FREE delivery Apr 22 - May 2\"},\n{\"title\": \"\\u5929\\u7136\\u548c\\u7530\\u7389\\u5e73\\u5b89\\u6263\\u540a\\u5760\\u4e00\\u7269\\u4e00\\u56fe\\u4e14\\u672b\\u84dd\\u6674\\u6c34\\u6302\\u4ef6\\u7eff\\u8272\\u7389\\u77f3\\u9879\\u94fe\\u7537\\u5973 < S-517663 >\", \"asin\": \"B0DQLGGCWK\", \"price\": \"$283.62\", \"delivery\": \"FREE delivery May 1 - 12\"},\n{\"title\": \"\\u5b9a\\u523615cm\\u5e73\\u5b89\\u6263\\u6d41\\u82cf\\u7a57\\u5b50\\u6302\\u4ef6\\u767d\\u7389\\u5e73\\u5b89\\u6263\\u9970\\u54c1\\u914d\\u4ef6\\u6247\\u5760\\u540a\\u7a57\\u6c49\\u670d\\u538b\\u895f\", \"asin\": \"B0BPNY64TC\", \"price\": \"$26.18\", \"delivery\": \"$1.09 delivery Apr 18 - 30 Or fastest delivery Apr 14 - 17\"},\n{\"title\": \"\\u5b9a\\u523615cm\\u5e73\\u5b89\\u6263\\u6d41\\u82cf\\u7a57\\u5b50\\u6302\\u4ef6\\u767d\\u7389\\u5e73\\u5b89\\u6263\\u9970\\u54c1\\u914d\\u4ef6\\u6247\\u5760\\u540a\\u7a57\\u6c49\\u670d\\u538b\\u895f\", \"asin\": \"B0BPP11V8W\", \"price\": \"$26.18\", \"delivery\": \"$1.09 delivery Apr 18 - 30 Or fastest delivery Apr 14 - 17\"},\n{\"title\": \"\\u5b9a\\u523615cm\\u5e73\\u5b89\\u6263\\u6d41\\u82cf\\u7a57\\u5b50\\u6302\\u4ef6\\u767d\\u7389\\u5e73\\u5b89\\u6263\\u9970\\u54c1\\u914d\\u4ef6\\u6247\\u5760\\u540a\\u7a57\\u6c49\\u670d\\u538b\\u895f\", \"asin\": \"B0BPNZL1CY\", \"price\": \"$26.18\", \"delivery\": \"$1.09 delivery Apr 18 - 30 Or fastest delivery Apr 14 - 17\"},\n{\"title\": \"Usoway \\u6731\\u7802\\u5e73\\u5b89\\u6263\\u5154\\u5b50\\u540a\\u5760\\u6302\\u4ef6 pendant \\u968f\\u8eab\\u5c5e\\u5154\\u597d\\u8fd0\\u5e74\\u751f\\u8096\\u5154\\u5b50\\u9879\\u94fe\", \"asin\": \"B0CT61HRGL\", \"price\": \"$27.00\", \"delivery\": \"FREE delivery Apr 22 - May 2\"},\n{\"title\": \"Usoway \\u5929\\u7136\\u6731\\u7802\\u5e73\\u5b89\\u6263\\u540a\\u5760\\u6302\\u4ef6 pendant \\u7d2b\\u91d1\\u7802\\u672c\\u547d\\u5e74\\u65e0\\u4e8b\\u724c\\u6302\\u4ef6\\u7537\\u5973\\u6b3e\", \"asin\": \"B0CT5ZKJQR\", \"price\": \"$28.47\", \"delivery\": \"FREE delivery Apr 22 - May 2\"},\n{\"title\": \"\\u5b9a\\u523615cm\\u5e73\\u5b89\\u6263\\u6d41\\u82cf\\u7a57\\u5b50\\u6302\\u4ef6\\u767d\\u7389\\u5e73\\u5b89\\u6263\\u9970\\u54c1\\u914d\\u4ef6\\u6247\\u5760\\u540a\\u7a57\\u6c49\\u670d\\u538b\\u895f\", \"asin\": \"B0BPNYVZR4\", \"price\": \"$26.18\", \"delivery\": \"$1.09 delivery Apr 18 - 30 Or fastest delivery Apr 14 - 17\"},\n{\"title\": \"\\u5b9a\\u523615cm\\u5e73\\u5b89\\u6263\\u6d41\\u82cf\\u7a57\\u5b50\\u6302\\u4ef6\\u767d\\u7389\\u5e73\\u5b89\\u6263\\u9970\\u54c1\\u914d\\u4ef6\\u6247\\u5760\\u540a\\u7a57\\u6c49\\u670d\\u538b\\u895f\", \"asin\": \"B0BPNYDGM8\", \"price\": \"$26.18\", \"delivery\": \"$1.09 delivery Apr 18 - 30 Or fastest delivery Apr 14 - 17\"},\n{\"title\": \"\\u5b9a\\u523615cm\\u5e73\\u5b89\\u6263\\u6d41\\u82cf\\u7a57\\u5b50\\u6302\\u4ef6\\u767d\\u7389\\u5e73\\u5b89\\u6263\\u9970\\u54c1\\u914d\\u4ef6\\u6247\\u5760\\u540a\\u7a57\\u6c49\\u670d\\u538b\\u895f\", \"asin\": \"B0BPNYCR6P\", \"price\": \"$26.18\", \"delivery\": \"$1.09 delivery Apr 18 - 30 Or fastest delivery Apr 14 - 17\"},\n{\"title\": \"\\u5b9a\\u523615cm\\u5e73\\u5b89\\u6263\\u6d41\\u82cf\\u7a57\\u5b50\\u6302\\u4ef6\\u767d\\u7389\\u5e73\\u5b89\\u6263\\u9970\\u54c1\\u914d\\u4ef6\\u6247\\u5760\\u540a\\u7a57\\u6c49\\u670d\\u538b\\u895f\", \"asin\": \"B0BPNXK8P5\", \"price\": \"$26.18\", \"delivery\": \"$1.09 delivery Apr 18 - 30 Or fastest delivery Apr 14 - 17\"},\n{\"title\": \"Small Certified Green Natural A Jade Jadeite Pendant Circle Necklace \\u5e73\\u5b89\\u6263\", \"asin\": \"B08SL55CPB\"},\n{\"title\": \"\\u5b9a\\u523615cm\\u5e73\\u5b89\\u6263\\u6d41\\u82cf\\u7a57\\u5b50\\u6302\\u4ef6\\u767d\\u7389\\u5e73\\u5b89\\u6263\\u9970\\u54c1\\u914d\\u4ef6\\u6247\\u5760\\u540a\\u7a57\\u6c49\\u670d\\u538b\\u895f\", \"asin\": \"B0BPNZY9T6\", \"price\": \"$26.18\", \"delivery\": \"$1.09 delivery Apr 18 - 30 Or fastest delivery Apr 14 - 17\"},\n{\"title\": \"\\u5b9a\\u523615cm\\u5e73\\u5b89\\u6263\\u6d41\\u82cf\\u7a57\\u5b50\\u6302\\u4ef6\\u767d\\u7389\\u5e73\\u5b89\\u6263\\u9970\\u54c1\\u914d\\u4ef6\\u6247\\u5760\\u540a\\u7a57\\u6c49\\u670d\\u538b\\u895f\", \"asin\": \"B0BPNY7CXS\", \"price\": \"$26.18\", \"delivery\": \"$1.09 delivery Apr 18 - 30 Or fastest delivery Apr 14 - 17\"},\n{\"title\": \"Usoway \\u8f66\\u5185\\u83b2\\u82b1\\u5185\\u9970\\u54c1\\u8f66\\u6302 \\u597d\\u8fd0\\u83b2\\u83b2\\u540e\\u89c6\\u955c\\u6c7d\\u8f66\\u6302\\u4ef6 Car Pendant \\u8f66\\u5185\\u5e73\\u5b89\\u6263\\u540a\\u5760\\u6302\\u4ef6 Pendant, 9355968431665\", \"asin\": \"B0CT624QZ3\", \"price\": \"$25.70\", \"delivery\": \"FREE delivery Apr 22 - May 2\"},\n{\"title\": \"\\u5b9a\\u523615cm\\u5e73\\u5b89\\u6263\\u6d41\\u82cf\\u7a57\\u5b50\\u6302\\u4ef6\\u767d\\u7389\\u5e73\\u5b89\\u6263\\u9970\\u54c1\\u914d\\u4ef6\\u6247\\u5760\\u540a\\u7a57\\u6c49\\u670d\\u538b\\u895f\", \"asin\": \"B0BPP18ZFG\", \"price\": \"$26.18\", \"delivery\": \"$1.09 delivery Apr 18 - 30 Or fastest delivery Apr 14 - 17\"},\n{\"title\": \"\\u8840\\u6a80\\u5e73\\u5b89\\u62635cm\\u8d5e\\u6bd4\\u4e9a\\u5c0f\\u53f6\\u7d2b\\u6a80\\u6302\\u4ef6\\u8840\\u6a80\\u7d2b\\u6a80\\u540a\\u5760\\u4f5b\\u73e0\\u624b\\u4e32\", \"asin\": \"B0CK5X1W33\", \"price\": \"$23.86\", \"delivery\": \"$1.99 delivery Apr 16 - 24 Or fastest delivery Apr 11 - 15\"},\n{\"title\": \"\\u8840\\u6a80\\u5e73\\u5b89\\u62635cm\\u8d5e\\u6bd4\\u4e9a\\u5c0f\\u53f6\\u7d2b\\u6a80\\u6302\\u4ef6\\u8840\\u6a80\\u7d2b\\u6a80\\u540a\\u5760\\u4f5b\\u73e0\\u624b\\u4e32\", \"asin\": \"B0CK5WQJPL\", \"price\": \"$21.36\", \"delivery\": \"$1.99 delivery Apr 16 - 24 Or fastest delivery Apr 11 - 15\"},\n{\"title\": \"15pcs Trigger Spring O Rings Round,Metal Keychain Ring Round Carabiner Clips for Keyrings Buckle, Bags,Purses\", \"asin\": \"B0CZ2Y1GRM\", \"price\": \"$9.79\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9 Only 14 left in stock - order soon.\"},\n{\"title\": \"Dahlia Eternal Circle Jade Necklace, Real Grade A Certified Burma Jadeite for Inner Peace\", \"asin\": \"B0013QTNRQ\", \"price\": \"$39.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Belt Buckle Stainless Steel Heavy Duty Single Prong 1.5\\\"(40mm) Replacement Buckle Silver\", \"asin\": \"B09MFT7FCP\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"CooBigo 1\\\" Nylon Webbing Straps 6 yards+ Quick Release Buckles 6pcs +Tri-Glide Sliders 12pcs,Dual Adjustable Plastic Buckle with Clip for Strap No Sew\", \"asin\": \"B0D46HN7ZT\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Metal Rainbow Swivel Snaps Hooks with D Rings and Tri-Glides rainbow purse hardware Slide Buckles\\u2026\", \"asin\": \"B0C57HVGN5\", \"price\": \"$13.98\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"OPG 2 Pieces Gourd Brass Keychains,Feng Shui Luck Coins with Brass Calabash Wu Lou Key Ring for Good Luck, Wealth Success and Longevity, Blessing Paper in it\", \"asin\": \"B08P5XC6R8\", \"price\": \"$12.89\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"CooBigo 3/4 Inch Buckles Straps Set 6 Yards 3/4 Inch Black Nylon Webbing Strap 6 Pcs Plastic Buckle Dual Adjustable 12pcs Tri-glide Slide Clip Metal D Rings\", \"asin\": \"B09N3GVR2W\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Hotop Metal O Ring Seamless 304 Stainless Steel Rings Welded Multi-Purpose Smooth Round Ring for Hanging Flower Basket Crafts(2 Pcs,4 Inches)\", \"asin\": \"B098B7NR7G\", \"price\": \"$9.99\", \"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\": \"2025-04-08T01:31:32.024Z\", // 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
2025-04-08T01:31:32.024Z
click
search
rule
train
2,546
2025-04-08T01:31:32.024Z
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": "2025-04-05T19:02:57.880Z", "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"} {"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"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} {"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"} {"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"} {"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"} {"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"} {"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"} {"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"} {"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:15:46.772Z", "action": "click_product", "action_argument": "B0043JTA7S"} {"timestamp": "2025-04-08T00:16:08.041Z", "action": "click_product", "action_argument": "B0777LRN9F"} {"timestamp": "2025-04-08T00:18:56.688Z", "action": "click_product", "action_argument": "B087MC1HW6"} {"timestamp": "2025-04-08T01:08:41.680Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray \u7f16\u7ec7"} {"timestamp": "2025-04-08T01:08:41.865Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:48.494Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray nylon"} {"timestamp": "2025-04-08T01:11:48.790Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:55.067Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:11:59.077Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-08T01:12:05.683Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:12:14.918Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:12.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:22.813Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:28.877Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:14:53.912Z", "action": "purchase", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T01:15:56.058Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:16:05.480Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:18:50.961Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:19:15.369Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:37.300Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:40.777Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:20:10.780Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T01:31:25.004Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:25.253Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:31.755Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 \u94f6"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "\u5e73\u5b89\u6263 \u94f6"}], "cart_items": [{"title": "Lerobo Compatible with Apple Watch Band 44mm SE Series 8 45mm 46mm Series 9 Ultra 2 Band 49mm 42mm Men Women Elastic Nylon Solo Loop Sport Strap for iWatch Bands Series 10 7 6 5 4 3 2 1,Gray", "asin": "B0CKPB8DNK", "price": "$7.19", "quantity": "1"}, {"title": "EPULY Compatible with Apple Watch Band 44mm 45mm 46mm(Series 10) 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 9 8 SE 7 6 5 4 Women Men -49/46/45/44mm Space Grey", "asin": "B09ZPB85JC", "price": "$11.89", "quantity": "1"}, {"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"}], "search_results": [{"title": "\u5929\u7136\u7fe1\u7fe0\u540a\u5760\u5e73\u5b89\u626325mm\u7f05\u7538\u7389\u77f3\u73e0\u5b9d", "asin": "B0CJJW3D68", "price": "$19.99", "delivery": "$1.99 delivery Apr 16 - 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May 2"}, {"title": "\u5929\u7136\u548c\u7530\u7389\u5e73\u5b89\u6263\u540a\u5760\u4e00\u7269\u4e00\u56fe\u4e14\u672b\u84dd\u6674\u6c34\u6302\u4ef6\u7eff\u8272\u7389\u77f3\u9879\u94fe\u7537\u5973 < S-517663 >", "asin": "B0DQLGGCWK", "price": "$283.62", "delivery": "FREE delivery May 1 - 12"}, {"title": "\u5b9a\u523615cm\u5e73\u5b89\u6263\u6d41\u82cf\u7a57\u5b50\u6302\u4ef6\u767d\u7389\u5e73\u5b89\u6263\u9970\u54c1\u914d\u4ef6\u6247\u5760\u540a\u7a57\u6c49\u670d\u538b\u895f", "asin": "B0BPNY64TC", "price": "$26.18", "delivery": "$1.09 delivery Apr 18 - 30 Or fastest delivery Apr 14 - 17"}, {"title": "\u5b9a\u523615cm\u5e73\u5b89\u6263\u6d41\u82cf\u7a57\u5b50\u6302\u4ef6\u767d\u7389\u5e73\u5b89\u6263\u9970\u54c1\u914d\u4ef6\u6247\u5760\u540a\u7a57\u6c49\u670d\u538b\u895f", "asin": "B0BPP11V8W", "price": "$26.18", "delivery": "$1.09 delivery Apr 18 - 30 Or fastest delivery Apr 14 - 17"}, {"title": "\u5b9a\u523615cm\u5e73\u5b89\u6263\u6d41\u82cf\u7a57\u5b50\u6302\u4ef6\u767d\u7389\u5e73\u5b89\u6263\u9970\u54c1\u914d\u4ef6\u6247\u5760\u540a\u7a57\u6c49\u670d\u538b\u895f", "asin": "B0BPNZL1CY", "price": "$26.18", "delivery": "$1.09 delivery Apr 18 - 30 Or fastest delivery Apr 14 - 17"}, {"title": "Usoway \u6731\u7802\u5e73\u5b89\u6263\u5154\u5b50\u540a\u5760\u6302\u4ef6 pendant \u968f\u8eab\u5c5e\u5154\u597d\u8fd0\u5e74\u751f\u8096\u5154\u5b50\u9879\u94fe", "asin": "B0CT61HRGL", "price": "$27.00", "delivery": "FREE delivery Apr 22 - May 2"}, {"title": "Usoway \u5929\u7136\u6731\u7802\u5e73\u5b89\u6263\u540a\u5760\u6302\u4ef6 pendant \u7d2b\u91d1\u7802\u672c\u547d\u5e74\u65e0\u4e8b\u724c\u6302\u4ef6\u7537\u5973\u6b3e", "asin": "B0CT5ZKJQR", "price": "$28.47", "delivery": "FREE delivery Apr 22 - May 2"}, {"title": "\u5b9a\u523615cm\u5e73\u5b89\u6263\u6d41\u82cf\u7a57\u5b50\u6302\u4ef6\u767d\u7389\u5e73\u5b89\u6263\u9970\u54c1\u914d\u4ef6\u6247\u5760\u540a\u7a57\u6c49\u670d\u538b\u895f", "asin": "B0BPNYVZR4", "price": "$26.18", "delivery": "$1.09 delivery Apr 18 - 30 Or fastest delivery Apr 14 - 17"}, {"title": "\u5b9a\u523615cm\u5e73\u5b89\u6263\u6d41\u82cf\u7a57\u5b50\u6302\u4ef6\u767d\u7389\u5e73\u5b89\u6263\u9970\u54c1\u914d\u4ef6\u6247\u5760\u540a\u7a57\u6c49\u670d\u538b\u895f", "asin": "B0BPNYDGM8", "price": "$26.18", "delivery": "$1.09 delivery Apr 18 - 30 Or fastest delivery Apr 14 - 17"}, {"title": "\u5b9a\u523615cm\u5e73\u5b89\u6263\u6d41\u82cf\u7a57\u5b50\u6302\u4ef6\u767d\u7389\u5e73\u5b89\u6263\u9970\u54c1\u914d\u4ef6\u6247\u5760\u540a\u7a57\u6c49\u670d\u538b\u895f", "asin": "B0BPNYCR6P", "price": "$26.18", "delivery": "$1.09 delivery Apr 18 - 30 Or fastest delivery Apr 14 - 17"}, {"title": "\u5b9a\u523615cm\u5e73\u5b89\u6263\u6d41\u82cf\u7a57\u5b50\u6302\u4ef6\u767d\u7389\u5e73\u5b89\u6263\u9970\u54c1\u914d\u4ef6\u6247\u5760\u540a\u7a57\u6c49\u670d\u538b\u895f", "asin": "B0BPNXK8P5", "price": "$26.18", "delivery": "$1.09 delivery Apr 18 - 30 Or fastest delivery Apr 14 - 17"}, {"title": "Small Certified Green Natural A Jade Jadeite Pendant Circle Necklace \u5e73\u5b89\u6263", "asin": "B08SL55CPB"}, {"title": "\u5b9a\u523615cm\u5e73\u5b89\u6263\u6d41\u82cf\u7a57\u5b50\u6302\u4ef6\u767d\u7389\u5e73\u5b89\u6263\u9970\u54c1\u914d\u4ef6\u6247\u5760\u540a\u7a57\u6c49\u670d\u538b\u895f", "asin": "B0BPNZY9T6", "price": "$26.18", "delivery": "$1.09 delivery Apr 18 - 30 Or fastest delivery Apr 14 - 17"}, {"title": "\u5b9a\u523615cm\u5e73\u5b89\u6263\u6d41\u82cf\u7a57\u5b50\u6302\u4ef6\u767d\u7389\u5e73\u5b89\u6263\u9970\u54c1\u914d\u4ef6\u6247\u5760\u540a\u7a57\u6c49\u670d\u538b\u895f", "asin": "B0BPNY7CXS", "price": "$26.18", "delivery": "$1.09 delivery Apr 18 - 30 Or fastest delivery Apr 14 - 17"}, {"title": "Usoway \u8f66\u5185\u83b2\u82b1\u5185\u9970\u54c1\u8f66\u6302 \u597d\u8fd0\u83b2\u83b2\u540e\u89c6\u955c\u6c7d\u8f66\u6302\u4ef6 Car Pendant \u8f66\u5185\u5e73\u5b89\u6263\u540a\u5760\u6302\u4ef6 Pendant, 9355968431665", "asin": "B0CT624QZ3", "price": "$25.70", "delivery": "FREE delivery Apr 22 - May 2"}, {"title": "\u5b9a\u523615cm\u5e73\u5b89\u6263\u6d41\u82cf\u7a57\u5b50\u6302\u4ef6\u767d\u7389\u5e73\u5b89\u6263\u9970\u54c1\u914d\u4ef6\u6247\u5760\u540a\u7a57\u6c49\u670d\u538b\u895f", "asin": "B0BPP18ZFG", "price": "$26.18", "delivery": "$1.09 delivery Apr 18 - 30 Or fastest delivery Apr 14 - 17"}, {"title": "\u8840\u6a80\u5e73\u5b89\u62635cm\u8d5e\u6bd4\u4e9a\u5c0f\u53f6\u7d2b\u6a80\u6302\u4ef6\u8840\u6a80\u7d2b\u6a80\u540a\u5760\u4f5b\u73e0\u624b\u4e32", "asin": "B0CK5X1W33", "price": "$23.86", "delivery": "$1.99 delivery Apr 16 - 24 Or fastest delivery Apr 11 - 15"}, {"title": "\u8840\u6a80\u5e73\u5b89\u62635cm\u8d5e\u6bd4\u4e9a\u5c0f\u53f6\u7d2b\u6a80\u6302\u4ef6\u8840\u6a80\u7d2b\u6a80\u540a\u5760\u4f5b\u73e0\u624b\u4e32", "asin": "B0CK5WQJPL", "price": "$21.36", "delivery": "$1.99 delivery Apr 16 - 24 Or fastest delivery Apr 11 - 15"}, {"title": "15pcs Trigger Spring O Rings Round,Metal Keychain Ring Round Carabiner Clips for Keyrings Buckle, Bags,Purses", "asin": "B0CZ2Y1GRM", "price": "$9.79", "delivery": " Two-Day FREE delivery Wed, Apr 9 Only 14 left in stock - order soon."}, {"title": "Dahlia Eternal Circle Jade Necklace, Real Grade A Certified Burma Jadeite for Inner Peace", "asin": "B0013QTNRQ", "price": "$39.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Belt Buckle Stainless Steel Heavy Duty Single Prong 1.5\"(40mm) Replacement Buckle Silver", "asin": "B09MFT7FCP", "price": "$12.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "CooBigo 1\" Nylon Webbing Straps 6 yards+ Quick Release Buckles 6pcs +Tri-Glide Sliders 12pcs,Dual Adjustable Plastic Buckle with Clip for Strap No Sew", "asin": "B0D46HN7ZT", "price": "$5.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Metal Rainbow Swivel Snaps Hooks with D Rings and Tri-Glides rainbow purse hardware Slide Buckles\u2026", "asin": "B0C57HVGN5", "price": "$13.98", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "OPG 2 Pieces Gourd Brass Keychains,Feng Shui Luck Coins with Brass Calabash Wu Lou Key Ring for Good Luck, Wealth Success and Longevity, Blessing Paper in it", "asin": "B08P5XC6R8", "price": "$12.89", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "CooBigo 3/4 Inch Buckles Straps Set 6 Yards 3/4 Inch Black Nylon Webbing Strap 6 Pcs Plastic Buckle Dual Adjustable 12pcs Tri-glide Slide Clip Metal D Rings", "asin": "B09N3GVR2W", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Hotop Metal O Ring Seamless 304 Stainless Steel Rings Welded Multi-Purpose Smooth Round Ring for Hanging Flower Basket Crafts(2 Pcs,4 Inches)", "asin": "B098B7NR7G", "price": "$9.99", "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": "2025-04-08T01:31:32.024Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-08T01:31:32.024Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-08T01:31:32.024Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "index": 2546, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-05T19:02:57.880Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}],\n\"cart_items\": [{\"title\": \"Lerobo Compatible with Apple Watch Band 44mm SE Series 8 45mm 46mm Series 9 Ultra 2 Band 49mm 42mm Men Women Elastic Nylon Solo Loop Sport Strap for iWatch Bands Series 10 7 6 5 4 3 2 1,Gray\", \"asin\": \"B0CKPB8DNK\", \"price\": \"$7.19\", \"quantity\": \"1\"},\n{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm(Series 10) 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 9 8 SE 7 6 5 4 Women Men -49/46/45/44mm Space Grey\", \"asin\": \"B09ZPB85JC\", \"price\": \"$11.89\", \"quantity\": \"1\"},\n{\"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 - 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29\"},\n{\"title\": \"\\u5b9a\\u523615cm\\u5e73\\u5b89\\u6263\\u6d41\\u82cf\\u7a57\\u5b50\\u6302\\u4ef6\\u767d\\u7389\\u5e73\\u5b89\\u6263\\u9970\\u54c1\\u914d\\u4ef6\\u6247\\u5760\\u540a\\u7a57\\u6c49\\u670d\\u538b\\u895f\", \"asin\": \"B0BPNXVDFD\", \"price\": \"$26.18\", \"delivery\": \"$1.09 delivery Apr 18 - 30 Or fastest delivery Apr 14 - 17\"},\n{\"title\": \"\\u5b9a\\u523615cm\\u5e73\\u5b89\\u6263\\u6d41\\u82cf\\u7a57\\u5b50\\u6302\\u4ef6\\u767d\\u7389\\u5e73\\u5b89\\u6263\\u9970\\u54c1\\u914d\\u4ef6\\u6247\\u5760\\u540a\\u7a57\\u6c49\\u670d\\u538b\\u895f\", \"asin\": \"B0BPNYJY58\", \"price\": \"$26.18\", \"delivery\": \"$1.09 delivery Apr 18 - 30 Or fastest delivery Apr 14 - 17\"},\n{\"title\": \"\\u548c\\u7530\\u7389\\u767d\\u7389\\u540a\\u5760\\u5e73\\u5b89\\u6263\\u7389\\u77f3\\u7389\\u5668\\u73e0\\u5b9d\\u9970\\u54c12051423\", \"asin\": \"B0BCFS25ZL\"},\n{\"title\": \"\\u7fe1\\u7fe0\\u7389\\u77f3\\u5e73\\u5b89\\u6263\\u7231\\u5fc3S925\\u94f6\\u540a\\u5760\\u7f05\\u7538A\\u8d27\\u7389\\u5668\\u7389\\u4f69\\u73e0\\u5b9d\\u9996\\u9970\\u793c\\u7269\", \"asin\": \"B0BCGLRRWF\"},\n{\"title\": \"\\u7f05\\u7538A\\u8d27\\u7fe1\\u7fe0\\u82b1\\u5f00\\u5bcc\\u8d35\\u5e73\\u5b89\\u6263\\u540a\\u5760\\u73e0\\u5b9d\\u7389\\u77f3\\u7389\\u5668\\u6302\\u4ef6\\u793c\\u7269\\u7537\\u5973\", \"asin\": \"B0BCFRT37R\"},\n{\"title\": \"S925\\u94f6\\u9576\\u5d4c\\u7fe1\\u7fe0\\u5e73\\u5b89\\u6263\\u540a\\u5760\\u7f05\\u7538\\u7389\\u77f3\\u7389\\u5668\\u9879\\u94fe\\u6302\\u5760\\u5973\", \"asin\": \"B0BCFWHG1H\"},\n{\"title\": \"\\u548c\\u7530\\u7389\\u767d\\u7389\\u540a\\u5760\\u5e73\\u5b89\\u6263\\u7389\\u77f3\\u7389\\u5668\\u73e0\\u5b9d\\u9970\\u54c12051423\", \"asin\": \"B0BCFTGD56\"},\n{\"title\": \"\\u548c\\u7530\\u7389\\u65b9\\u65e0\\u4e8b\\u724c\\u540a\\u5760\\u5e73\\u5b89\\u6263\\u7389\\u77f3\\u7389\\u5668\\u73e0\\u5b9d2051316\", \"asin\": \"B0BCFS1KBT\"},\n{\"title\": \"\\u6731\\u7802\\u5e73\\u5b89\\u6263\\u6302\\u4ef6\\u672c\\u547d\\u5e74\\u8f66\\u6302\\u6302\\u9970\\u5760\\u5b50diy\\u793c\\u7269\", \"asin\": \"B0BCFQSKHZ\"},\n{\"title\": \"Usoway \\u6731\\u7802\\u846b\\u82a6\\u5e73\\u5b89\\u6263\\u624b\\u673a\\u94fe\\u6302\\u9970\\u7ef3\\u7537\\u5973\\u4e2a\\u6027\\u521b\\u610f\\u6302\\u4ef6\\u5760, yellow, 9355968437520\", \"asin\": \"B0CT61D232\", \"price\": \"$28.25\", \"delivery\": \"FREE delivery Apr 22 - May 2\"},\n{\"title\": \"\\u5929\\u7136\\u548c\\u7530\\u7389\\u5e73\\u5b89\\u6263\\u540a\\u5760\\u4e00\\u7269\\u4e00\\u56fe\\u4e14\\u672b\\u84dd\\u6674\\u6c34\\u6302\\u4ef6\\u7eff\\u8272\\u7389\\u77f3\\u9879\\u94fe\\u7537\\u5973 < S-517663 >\", \"asin\": \"B0DQLGGCWK\", \"price\": \"$283.62\", \"delivery\": \"FREE delivery May 1 - 12\"},\n{\"title\": \"\\u5b9a\\u523615cm\\u5e73\\u5b89\\u6263\\u6d41\\u82cf\\u7a57\\u5b50\\u6302\\u4ef6\\u767d\\u7389\\u5e73\\u5b89\\u6263\\u9970\\u54c1\\u914d\\u4ef6\\u6247\\u5760\\u540a\\u7a57\\u6c49\\u670d\\u538b\\u895f\", \"asin\": \"B0BPNY64TC\", \"price\": \"$26.18\", \"delivery\": \"$1.09 delivery Apr 18 - 30 Or fastest delivery Apr 14 - 17\"},\n{\"title\": \"\\u5b9a\\u523615cm\\u5e73\\u5b89\\u6263\\u6d41\\u82cf\\u7a57\\u5b50\\u6302\\u4ef6\\u767d\\u7389\\u5e73\\u5b89\\u6263\\u9970\\u54c1\\u914d\\u4ef6\\u6247\\u5760\\u540a\\u7a57\\u6c49\\u670d\\u538b\\u895f\", \"asin\": \"B0BPP11V8W\", \"price\": \"$26.18\", \"delivery\": \"$1.09 delivery Apr 18 - 30 Or fastest delivery Apr 14 - 17\"},\n{\"title\": \"\\u5b9a\\u523615cm\\u5e73\\u5b89\\u6263\\u6d41\\u82cf\\u7a57\\u5b50\\u6302\\u4ef6\\u767d\\u7389\\u5e73\\u5b89\\u6263\\u9970\\u54c1\\u914d\\u4ef6\\u6247\\u5760\\u540a\\u7a57\\u6c49\\u670d\\u538b\\u895f\", \"asin\": \"B0BPNZL1CY\", \"price\": \"$26.18\", \"delivery\": \"$1.09 delivery Apr 18 - 30 Or fastest delivery Apr 14 - 17\"},\n{\"title\": \"Usoway \\u6731\\u7802\\u5e73\\u5b89\\u6263\\u5154\\u5b50\\u540a\\u5760\\u6302\\u4ef6 pendant \\u968f\\u8eab\\u5c5e\\u5154\\u597d\\u8fd0\\u5e74\\u751f\\u8096\\u5154\\u5b50\\u9879\\u94fe\", \"asin\": \"B0CT61HRGL\", \"price\": \"$27.00\", \"delivery\": \"FREE delivery Apr 22 - May 2\"},\n{\"title\": \"Usoway \\u5929\\u7136\\u6731\\u7802\\u5e73\\u5b89\\u6263\\u540a\\u5760\\u6302\\u4ef6 pendant \\u7d2b\\u91d1\\u7802\\u672c\\u547d\\u5e74\\u65e0\\u4e8b\\u724c\\u6302\\u4ef6\\u7537\\u5973\\u6b3e\", \"asin\": \"B0CT5ZKJQR\", \"price\": \"$28.47\", \"delivery\": \"FREE delivery Apr 22 - May 2\"},\n{\"title\": \"\\u5b9a\\u523615cm\\u5e73\\u5b89\\u6263\\u6d41\\u82cf\\u7a57\\u5b50\\u6302\\u4ef6\\u767d\\u7389\\u5e73\\u5b89\\u6263\\u9970\\u54c1\\u914d\\u4ef6\\u6247\\u5760\\u540a\\u7a57\\u6c49\\u670d\\u538b\\u895f\", \"asin\": \"B0BPNYVZR4\", \"price\": \"$26.18\", \"delivery\": \"$1.09 delivery Apr 18 - 30 Or fastest delivery Apr 14 - 17\"},\n{\"title\": \"\\u5b9a\\u523615cm\\u5e73\\u5b89\\u6263\\u6d41\\u82cf\\u7a57\\u5b50\\u6302\\u4ef6\\u767d\\u7389\\u5e73\\u5b89\\u6263\\u9970\\u54c1\\u914d\\u4ef6\\u6247\\u5760\\u540a\\u7a57\\u6c49\\u670d\\u538b\\u895f\", \"asin\": \"B0BPNYDGM8\", \"price\": \"$26.18\", \"delivery\": \"$1.09 delivery Apr 18 - 30 Or fastest delivery Apr 14 - 17\"},\n{\"title\": \"\\u5b9a\\u523615cm\\u5e73\\u5b89\\u6263\\u6d41\\u82cf\\u7a57\\u5b50\\u6302\\u4ef6\\u767d\\u7389\\u5e73\\u5b89\\u6263\\u9970\\u54c1\\u914d\\u4ef6\\u6247\\u5760\\u540a\\u7a57\\u6c49\\u670d\\u538b\\u895f\", \"asin\": \"B0BPNYCR6P\", \"price\": \"$26.18\", \"delivery\": \"$1.09 delivery Apr 18 - 30 Or fastest delivery Apr 14 - 17\"},\n{\"title\": \"\\u5b9a\\u523615cm\\u5e73\\u5b89\\u6263\\u6d41\\u82cf\\u7a57\\u5b50\\u6302\\u4ef6\\u767d\\u7389\\u5e73\\u5b89\\u6263\\u9970\\u54c1\\u914d\\u4ef6\\u6247\\u5760\\u540a\\u7a57\\u6c49\\u670d\\u538b\\u895f\", \"asin\": \"B0BPNXK8P5\", \"price\": \"$26.18\", \"delivery\": \"$1.09 delivery Apr 18 - 30 Or fastest delivery Apr 14 - 17\"},\n{\"title\": \"Small Certified Green Natural A Jade Jadeite Pendant Circle Necklace \\u5e73\\u5b89\\u6263\", \"asin\": \"B08SL55CPB\"},\n{\"title\": \"\\u5b9a\\u523615cm\\u5e73\\u5b89\\u6263\\u6d41\\u82cf\\u7a57\\u5b50\\u6302\\u4ef6\\u767d\\u7389\\u5e73\\u5b89\\u6263\\u9970\\u54c1\\u914d\\u4ef6\\u6247\\u5760\\u540a\\u7a57\\u6c49\\u670d\\u538b\\u895f\", \"asin\": \"B0BPNZY9T6\", \"price\": \"$26.18\", \"delivery\": \"$1.09 delivery Apr 18 - 30 Or fastest delivery Apr 14 - 17\"},\n{\"title\": \"\\u5b9a\\u523615cm\\u5e73\\u5b89\\u6263\\u6d41\\u82cf\\u7a57\\u5b50\\u6302\\u4ef6\\u767d\\u7389\\u5e73\\u5b89\\u6263\\u9970\\u54c1\\u914d\\u4ef6\\u6247\\u5760\\u540a\\u7a57\\u6c49\\u670d\\u538b\\u895f\", \"asin\": \"B0BPNY7CXS\", \"price\": \"$26.18\", \"delivery\": \"$1.09 delivery Apr 18 - 30 Or fastest delivery Apr 14 - 17\"},\n{\"title\": \"Usoway \\u8f66\\u5185\\u83b2\\u82b1\\u5185\\u9970\\u54c1\\u8f66\\u6302 \\u597d\\u8fd0\\u83b2\\u83b2\\u540e\\u89c6\\u955c\\u6c7d\\u8f66\\u6302\\u4ef6 Car Pendant \\u8f66\\u5185\\u5e73\\u5b89\\u6263\\u540a\\u5760\\u6302\\u4ef6 Pendant, 9355968431665\", \"asin\": \"B0CT624QZ3\", \"price\": \"$25.70\", \"delivery\": \"FREE delivery Apr 22 - May 2\"},\n{\"title\": \"\\u5b9a\\u523615cm\\u5e73\\u5b89\\u6263\\u6d41\\u82cf\\u7a57\\u5b50\\u6302\\u4ef6\\u767d\\u7389\\u5e73\\u5b89\\u6263\\u9970\\u54c1\\u914d\\u4ef6\\u6247\\u5760\\u540a\\u7a57\\u6c49\\u670d\\u538b\\u895f\", \"asin\": \"B0BPP18ZFG\", \"price\": \"$26.18\", \"delivery\": \"$1.09 delivery Apr 18 - 30 Or fastest delivery Apr 14 - 17\"},\n{\"title\": \"\\u8840\\u6a80\\u5e73\\u5b89\\u62635cm\\u8d5e\\u6bd4\\u4e9a\\u5c0f\\u53f6\\u7d2b\\u6a80\\u6302\\u4ef6\\u8840\\u6a80\\u7d2b\\u6a80\\u540a\\u5760\\u4f5b\\u73e0\\u624b\\u4e32\", \"asin\": \"B0CK5X1W33\", \"price\": \"$23.86\", \"delivery\": \"$1.99 delivery Apr 16 - 24 Or fastest delivery Apr 11 - 15\"},\n{\"title\": \"\\u8840\\u6a80\\u5e73\\u5b89\\u62635cm\\u8d5e\\u6bd4\\u4e9a\\u5c0f\\u53f6\\u7d2b\\u6a80\\u6302\\u4ef6\\u8840\\u6a80\\u7d2b\\u6a80\\u540a\\u5760\\u4f5b\\u73e0\\u624b\\u4e32\", \"asin\": \"B0CK5WQJPL\", \"price\": \"$21.36\", \"delivery\": \"$1.99 delivery Apr 16 - 24 Or fastest delivery Apr 11 - 15\"},\n{\"title\": \"15pcs Trigger Spring O Rings Round,Metal Keychain Ring Round Carabiner Clips for Keyrings Buckle, Bags,Purses\", \"asin\": \"B0CZ2Y1GRM\", \"price\": \"$9.79\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9 Only 14 left in stock - order soon.\"},\n{\"title\": \"Dahlia Eternal Circle Jade Necklace, Real Grade A Certified Burma Jadeite for Inner Peace\", \"asin\": \"B0013QTNRQ\", \"price\": \"$39.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Belt Buckle Stainless Steel Heavy Duty Single Prong 1.5\\\"(40mm) Replacement Buckle Silver\", \"asin\": \"B09MFT7FCP\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"CooBigo 1\\\" Nylon Webbing Straps 6 yards+ Quick Release Buckles 6pcs +Tri-Glide Sliders 12pcs,Dual Adjustable Plastic Buckle with Clip for Strap No Sew\", \"asin\": \"B0D46HN7ZT\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Metal Rainbow Swivel Snaps Hooks with D Rings and Tri-Glides rainbow purse hardware Slide Buckles\\u2026\", \"asin\": \"B0C57HVGN5\", \"price\": \"$13.98\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"OPG 2 Pieces Gourd Brass Keychains,Feng Shui Luck Coins with Brass Calabash Wu Lou Key Ring for Good Luck, Wealth Success and Longevity, Blessing Paper in it\", \"asin\": \"B08P5XC6R8\", \"price\": \"$12.89\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"CooBigo 3/4 Inch Buckles Straps Set 6 Yards 3/4 Inch Black Nylon Webbing Strap 6 Pcs Plastic Buckle Dual Adjustable 12pcs Tri-glide Slide Clip Metal D Rings\", \"asin\": \"B09N3GVR2W\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Hotop Metal O Ring Seamless 304 Stainless Steel Rings Welded Multi-Purpose Smooth Round Ring for Hanging Flower Basket Crafts(2 Pcs,4 Inches)\", \"asin\": \"B098B7NR7G\", \"price\": \"$9.99\", \"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\": \"2025-04-08T01:31:32.024Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-05T19:02:57.880Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"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\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}],\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\": \"Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1\", \"asin\": \"B0BXCWB3KR\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 42mm 44mm iWatch Series 6 5 SE 4 3 2 1 Strap, Nylon Velcro Women Men Stretchy Elastic Braided Adjustable Wristband, 38mm 40mm Cape Cod Blue\", \"asin\": \"B098F7CB8C\", \"price\": \"$10.07\", \"quantity\": \"\"},\n{\"title\": \"AMSKY 6 Pack Sport Nylon Loop Bands Compatible with Apple Watch Band 40mm 41mm 38mm 42mm 44mm 45mm 46mm 49mm for Women Men,Stretchy Vel-Cro Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DP1VZYD4\", \"price\": \"$12.33\", \"quantity\": \"\"},\n{\"title\": \"DaQin 3 Pack Adjustable Elastic Band Compatible with Apple Watch Bands 41mm 40mm 38mm 45mm 46mm 44mm 42mm Women Men, Stretchy Soft Nylon Strap for Apple Watch SE iWatch Series 10/9/8/7/6/5/4/3/2/1\", \"asin\": \"B095W4RRWL\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Compatible with Apple Watch Band 49mm 46mm 45mm 44mm 42mm 41mm 40mm 38mm, Silicone Magnetic Adjustable Loop Strap for iWatch Ultra 2 Series 10 9 8 7 SE 6 5 4 (42/41/40/38, Gray Blue)\", \"asin\": \"B0CX48YHCK\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1\", \"asin\": \"B0B857HHFR\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Wearlizer Leather Band Compatible with Apple Watch Bands Women 41mm 40mm 38mm 49mm 46mm 45mm 44mm 42mm, Fancy Dressy Strap for iWatch Series 10 9 8 Ultra SE 7 6 5 4 3 2 1\", \"asin\": \"B0B4NYR26K\", \"price\": \"$16.97\", \"quantity\": \"\"},\n{\"title\": \"JR.DM Resin Stretchy White Tortoise Fancy Beaded Bracelet Light Watch Band Women Compatible with Apple Watch Band 38mm 40mm 41mm Strap Wristband for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE\", \"asin\": \"B0CGLXL9N7\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Sport Bands Compatible with Apple Watch Ultra Band 49mm 45mm 44mm 42mm 41mm 40mm 38mm,Men Women Soft Silicone Waterproof Strap for iWatch Series 8 7 6 5 4 3 2 SE Ultra (42/44/45/49mm, Orange yellow)\", \"asin\": \"B0C71FNHS3\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Slim Silver Band for Women Feminine Elegant Compatible with Apple Watch 38mm 40mm 41mm 42mm (S10) Adjustable Metal Strap Dressy Chain Bracelet for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE\", \"asin\": \"B0CHRWKGBV\", \"price\": \"$16.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"Archer Watch Straps - Top Grain Leather Watch Bands for Apple Watch.\\\" Rated 4.3 out of 5 stars by 298 reviews. Eligible for Prime.\", \"asin\": \"B0BQ5RX2VQ\"}],\n\"search_results\": [{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 10 9 8 SE 7 6 5 4 3 2 1Women Men -49/46/45/44mm Black\", \"asin\": \"B09ZP9W14Q\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Archer Watch Straps - Canvas Straps for Apple Watch\", \"asin\": \"B082MTS2LJ\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Apr 13 - 16 for Prime members\"},\n{\"title\": \"AMANECER Stretchy Nylon Watch Bands Compatible with Apple Watch Series 9/8/7/6/5/4/3 SE 2/1, Adjustable Braided Elastic Sport Loop Rugged Straps for iWatch Women Men (Storm Gray, 38/40/41MM)\", \"asin\": \"B08TCB32XQ\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap\", \"asin\": \"B0CKPB8DNK\", \"price\": \"$7.19\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"SICCIDEN Slim Stretchy Bands Compatible with Apple Watch Band 42mm 41mm 40mm 38mm, Women Elastics Nylon Thin Strap for iWatch SE2 SE Series 10 9 8 7 6 5 4 3 2 1 (Light Gray/Silver)\", \"asin\": \"B098QB6FDG\", \"price\": \"$10.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K39ZYQ\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"4 Pack Stretchy Solo Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Sport Nylon Elastic Straps Braided Wristbands for iWatch Series 10 9 8 7 6 5 4 3 Ultra SE\", \"asin\": \"B0B7JM3SLZ\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1\", \"asin\": \"B0BXCWB3KR\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Braided Stretchy Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Nylon Solo Loop Elastic Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0D972C5QK\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Zedoli Braided Solo Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men,Stretchy Nylon Sport Elastic Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra/Ultra 2\", \"asin\": \"B0CLDF2L63\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Getino Nylon Band Compatible with Apple Watch Bands 40mm 41mm 38mm 42mm 46mm 44mm 45mm 49mm Women Men, Breathable Soft Weave Stretchy Sport Strap for iWatch Series 10 9 8 7 6 5 4 3 SE Ultra 2 1, Gray\", \"asin\": \"B0D6RMS3PK\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Braided Solo Loop Elastic Nylon Sports Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Parachute Buckle Strap for iWatch Series Ultra 2 Ultra 10 9 8 7 6 5 4 3 2 1 se\", \"asin\": \"B0DNZJWHF6\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Adorve Stretchy Band Compatible with Apple Watch Band Ultra 2 49mm 46mm 45mm 44mm 42mm 38mm 40mm 41mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Bands Series 10/SE/9/8/7/6/5/4/3/2/1\", \"asin\": \"B096RY7KTN\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men\", \"asin\": \"B0CB5TXHMW\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"DaQin Nylon Sport Loop Compatible with Apple Watch Band 40mm 38mm 41mm 42mm 44mm 45mm 46mm 49mm, Soft Breathable Braided Wristbands for iWatch Band for Women Men Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DCFSJQ2Q\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Archer Watch Straps - Canvas Straps for Apple Watch\", \"asin\": \"B082MSF4CB\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Hamile Braided Solo Loop Compatible with Apple Watch Bands 40mm 41mm 38mm 42mm 44mm 45mm 49mm for Women Men, Stretchy Soft Nylon Adjustable Sport Strap for iWatch Bands Series 9 8 7 6 5 4 3 SE Ultra 2\", \"asin\": \"B0CR9PK1PR\", \"price\": \"$2.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Stretchy Solo Loop Strap Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Soft Nylon Elastic Strap Wristband for iWatch series 10 9 8 7 6 5 4 3 2 1 se Ultra Twill Weave-Light Gray\", \"asin\": \"B08ZSHTCTJ\", \"price\": \"$8.54\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 42mm 44mm iWatch Series 6 5 SE 4 3 2 1 Strap, Nylon Velcro Women Men Stretchy Elastic Braided Adjustable Wristband, 38mm 40mm Cape Cod Blue\", \"asin\": \"B098F7CB8C\", \"price\": \"$10.07\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Stretchy Sport Band Compatible with Apple Watch 46mm 45mm 44mm 42mm 49mm 41mm 40mm 38mm for Men Women, Elastic Solo Loop Nylon Strap Compatible for iWatch Series SE 10 9 8 7 6 5 4 3 2 Ultra\", \"asin\": \"B0CWD9V2NG\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Stretchy Braided Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Adjustable Elastic Nylon for iWatch Series 10 9 8 7 6 5 4 3 2 Se Ultra Ultra 2\", \"asin\": \"B096SB6GVV\", \"price\": \"$8.54\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Replacement Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2/1\", \"asin\": \"B0DB5FD71J\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Arae Magnetic Stretchy Watch Band Compatible for Apple Watch Band 49mm 45mm 44mm 42mm, Comfortable Adjustable Straps Wristbands for iWatch Series 9 8 7 6 5 4 SE 3 2 1 Ultra Women Men,Space Gray\", \"asin\": \"B0CZDRX9GQ\", \"price\": \"$8.99\", \"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\": \"2025-04-08T01:31:38.260Z\", // 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
2025-04-08T01:31:38.260Z
input
平安扣 silver
rule
train
2,547
2025-04-08T01:31:38.260Z
input
平安扣 silver
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_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"} {"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"} {"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"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} {"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"} {"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"} {"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"} {"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"} {"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"} {"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"} {"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:15:46.772Z", "action": "click_product", "action_argument": "B0043JTA7S"} {"timestamp": "2025-04-08T00:16:08.041Z", "action": "click_product", "action_argument": "B0777LRN9F"} {"timestamp": "2025-04-08T00:18:56.688Z", "action": "click_product", "action_argument": "B087MC1HW6"} {"timestamp": "2025-04-08T01:08:41.680Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray \u7f16\u7ec7"} {"timestamp": "2025-04-08T01:08:41.865Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:48.494Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray nylon"} {"timestamp": "2025-04-08T01:11:48.790Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:55.067Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:11:59.077Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-08T01:12:05.683Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:12:14.918Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:12.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:22.813Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:28.877Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:14:53.912Z", "action": "purchase", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T01:15:56.058Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:16:05.480Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:18:50.961Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:19:15.369Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:37.300Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:40.777Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:20:10.780Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T01:31:25.004Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:25.253Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:31.755Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 \u94f6"} {"timestamp": "2025-04-08T01:31:32.024Z", "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": "apple watch \u8868\u5e26 silver Gray nylon"}], "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": "Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1", "asin": "B0BXCWB3KR", "price": "$9.99", "quantity": ""}, {"title": "Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 42mm 44mm iWatch Series 6 5 SE 4 3 2 1 Strap, Nylon Velcro Women Men Stretchy Elastic Braided Adjustable Wristband, 38mm 40mm Cape Cod Blue", "asin": "B098F7CB8C", "price": "$10.07", "quantity": ""}, {"title": "AMSKY 6 Pack Sport Nylon Loop Bands Compatible with Apple Watch Band 40mm 41mm 38mm 42mm 44mm 45mm 46mm 49mm for Women Men,Stretchy Vel-Cro Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B0DP1VZYD4", "price": "$12.33", "quantity": ""}, {"title": "DaQin 3 Pack Adjustable Elastic Band Compatible with Apple Watch Bands 41mm 40mm 38mm 45mm 46mm 44mm 42mm Women Men, Stretchy Soft Nylon Strap for Apple Watch SE iWatch Series 10/9/8/7/6/5/4/3/2/1", "asin": "B095W4RRWL", "price": "$12.99", "quantity": ""}, {"title": "Compatible with Apple Watch Band 49mm 46mm 45mm 44mm 42mm 41mm 40mm 38mm, Silicone Magnetic Adjustable Loop Strap for iWatch Ultra 2 Series 10 9 8 7 SE 6 5 4 (42/41/40/38, Gray Blue)", "asin": "B0CX48YHCK", "price": "$19.99", "quantity": ""}, {"title": "Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1", "asin": "B0B857HHFR", "price": "$9.99", "quantity": ""}, {"title": "Wearlizer Leather Band Compatible with Apple Watch Bands Women 41mm 40mm 38mm 49mm 46mm 45mm 44mm 42mm, Fancy Dressy Strap for iWatch Series 10 9 8 Ultra SE 7 6 5 4 3 2 1", "asin": "B0B4NYR26K", "price": "$16.97", "quantity": ""}, {"title": "JR.DM Resin Stretchy White Tortoise Fancy Beaded Bracelet Light Watch Band Women Compatible with Apple Watch Band 38mm 40mm 41mm Strap Wristband for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE", "asin": "B0CGLXL9N7", "price": "$15.99", "quantity": ""}, {"title": "Sport Bands Compatible with Apple Watch Ultra Band 49mm 45mm 44mm 42mm 41mm 40mm 38mm,Men Women Soft Silicone Waterproof Strap for iWatch Series 8 7 6 5 4 3 2 SE Ultra (42/44/45/49mm, Orange yellow)", "asin": "B0C71FNHS3", "price": "$9.99", "quantity": ""}, {"title": "Slim Silver Band for Women Feminine Elegant Compatible with Apple Watch 38mm 40mm 41mm 42mm (S10) Adjustable Metal Strap Dressy Chain Bracelet for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE", "asin": "B0CHRWKGBV", "price": "$16.99", "quantity": ""}], "ads": [{"title": "Go to detail page for \"Archer Watch Straps - Top Grain Leather Watch Bands for Apple Watch.\" Rated 4.3 out of 5 stars by 298 reviews. Eligible for Prime.", "asin": "B0BQ5RX2VQ"}], "search_results": [{"title": "EPULY Compatible with Apple Watch Band 44mm 45mm 46mm 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 10 9 8 SE 7 6 5 4 3 2 1Women Men -49/46/45/44mm Black", "asin": "B09ZP9W14Q", "price": "$9.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Archer Watch Straps - Canvas Straps for Apple Watch", "asin": "B082MTS2LJ", "price": "$29.99", "delivery": "FREE delivery Apr 13 - 16 for Prime members"}, {"title": "AMANECER Stretchy Nylon Watch Bands Compatible with Apple Watch Series 9/8/7/6/5/4/3 SE 2/1, Adjustable Braided Elastic Sport Loop Rugged Straps for iWatch Women Men (Storm Gray, 38/40/41MM)", "asin": "B08TCB32XQ", "price": "$9.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap", "asin": "B0CKPB8DNK", "price": "$7.19", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "SICCIDEN Slim Stretchy Bands Compatible with Apple Watch Band 42mm 41mm 40mm 38mm, Women Elastics Nylon Thin Strap for iWatch SE2 SE Series 10 9 8 7 6 5 4 3 2 1 (Light Gray/Silver)", "asin": "B098QB6FDG", "price": "$10.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men", "asin": "B095K39ZYQ", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "4 Pack Stretchy Solo Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Sport Nylon Elastic Straps Braided Wristbands for iWatch Series 10 9 8 7 6 5 4 3 Ultra SE", "asin": "B0B7JM3SLZ", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1", "asin": "B0BXCWB3KR", "price": "$9.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Braided Stretchy Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Nylon Solo Loop Elastic Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B0D972C5QK", "price": "$5.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Zedoli Braided Solo Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men,Stretchy Nylon Sport Elastic Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra/Ultra 2", "asin": "B0CLDF2L63", "price": "$9.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Getino Nylon Band Compatible with Apple Watch Bands 40mm 41mm 38mm 42mm 46mm 44mm 45mm 49mm Women Men, Breathable Soft Weave Stretchy Sport Strap for iWatch Series 10 9 8 7 6 5 4 3 SE Ultra 2 1, Gray", "asin": "B0D6RMS3PK", "price": "$9.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Braided Solo Loop Elastic Nylon Sports Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Parachute Buckle Strap for iWatch Series Ultra 2 Ultra 10 9 8 7 6 5 4 3 2 1 se", "asin": "B0DNZJWHF6", "price": "$14.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Adorve Stretchy Band Compatible with Apple Watch Band Ultra 2 49mm 46mm 45mm 44mm 42mm 38mm 40mm 41mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Bands Series 10/SE/9/8/7/6/5/4/3/2/1", "asin": "B096RY7KTN", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men", "asin": "B0CB5TXHMW", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "DaQin Nylon Sport Loop Compatible with Apple Watch Band 40mm 38mm 41mm 42mm 44mm 45mm 46mm 49mm, Soft Breathable Braided Wristbands for iWatch Band for Women Men Series 10 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B0DCFSJQ2Q", "price": "$9.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Archer Watch Straps - Canvas Straps for Apple Watch", "asin": "B082MSF4CB", "price": "$29.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Hamile Braided Solo Loop Compatible with Apple Watch Bands 40mm 41mm 38mm 42mm 44mm 45mm 49mm for Women Men, Stretchy Soft Nylon Adjustable Sport Strap for iWatch Bands Series 9 8 7 6 5 4 3 SE Ultra 2", "asin": "B0CR9PK1PR", "price": "$2.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Stretchy Solo Loop Strap Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Soft Nylon Elastic Strap Wristband for iWatch series 10 9 8 7 6 5 4 3 2 1 se Ultra Twill Weave-Light Gray", "asin": "B08ZSHTCTJ", "price": "$8.54", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 42mm 44mm iWatch Series 6 5 SE 4 3 2 1 Strap, Nylon Velcro Women Men Stretchy Elastic Braided Adjustable Wristband, 38mm 40mm Cape Cod Blue", "asin": "B098F7CB8C", "price": "$10.07", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Stretchy Sport Band Compatible with Apple Watch 46mm 45mm 44mm 42mm 49mm 41mm 40mm 38mm for Men Women, Elastic Solo Loop Nylon Strap Compatible for iWatch Series SE 10 9 8 7 6 5 4 3 2 Ultra", "asin": "B0CWD9V2NG", "price": "$7.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Stretchy Braided Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Adjustable Elastic Nylon for iWatch Series 10 9 8 7 6 5 4 3 2 Se Ultra Ultra 2", "asin": "B096SB6GVV", "price": "$8.54", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Replacement Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2/1", "asin": "B0DB5FD71J", "price": "$9.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Arae Magnetic Stretchy Watch Band Compatible for Apple Watch Band 49mm 45mm 44mm 42mm, Comfortable Adjustable Straps Wristbands for iWatch Series 9 8 7 6 5 4 SE 3 2 1 Ultra Women Men,Space Gray", "asin": "B0CZDRX9GQ", "price": "$8.99", "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": "2025-04-08T01:31:38.260Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-08T01:31:38.260Z\",\"action\": \"input\",\"acion_argument\": \"平安扣 silver\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-08T01:31:38.260Z\",\"action\": \"input\",\"acion_argument\": \"平安扣 silver\",}</answer>", "index": 2547, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-05T19:02:57.880Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"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\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}],\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 - 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Top Grain Leather Watch Bands for Apple Watch.\\\" Rated 4.3 out of 5 stars by 298 reviews. Eligible for Prime.\", \"asin\": \"B0BQ5RX2VQ\"}],\n\"search_results\": [{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 10 9 8 SE 7 6 5 4 3 2 1Women Men -49/46/45/44mm Black\", \"asin\": \"B09ZP9W14Q\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Archer Watch Straps - Canvas Straps for Apple Watch\", \"asin\": \"B082MTS2LJ\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Apr 13 - 16 for Prime members\"},\n{\"title\": \"AMANECER Stretchy Nylon Watch Bands Compatible with Apple Watch Series 9/8/7/6/5/4/3 SE 2/1, Adjustable Braided Elastic Sport Loop Rugged Straps for iWatch Women Men (Storm Gray, 38/40/41MM)\", \"asin\": \"B08TCB32XQ\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap\", \"asin\": \"B0CKPB8DNK\", \"price\": \"$7.19\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"SICCIDEN Slim Stretchy Bands Compatible with Apple Watch Band 42mm 41mm 40mm 38mm, Women Elastics Nylon Thin Strap for iWatch SE2 SE Series 10 9 8 7 6 5 4 3 2 1 (Light Gray/Silver)\", \"asin\": \"B098QB6FDG\", \"price\": \"$10.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K39ZYQ\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"4 Pack Stretchy Solo Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Sport Nylon Elastic Straps Braided Wristbands for iWatch Series 10 9 8 7 6 5 4 3 Ultra SE\", \"asin\": \"B0B7JM3SLZ\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1\", \"asin\": \"B0BXCWB3KR\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Braided Stretchy Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Nylon Solo Loop Elastic Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0D972C5QK\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Zedoli Braided Solo Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men,Stretchy Nylon Sport Elastic Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra/Ultra 2\", \"asin\": \"B0CLDF2L63\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Getino Nylon Band Compatible with Apple Watch Bands 40mm 41mm 38mm 42mm 46mm 44mm 45mm 49mm Women Men, Breathable Soft Weave Stretchy Sport Strap for iWatch Series 10 9 8 7 6 5 4 3 SE Ultra 2 1, Gray\", \"asin\": \"B0D6RMS3PK\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Braided Solo Loop Elastic Nylon Sports Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Parachute Buckle Strap for iWatch Series Ultra 2 Ultra 10 9 8 7 6 5 4 3 2 1 se\", \"asin\": \"B0DNZJWHF6\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Adorve Stretchy Band Compatible with Apple Watch Band Ultra 2 49mm 46mm 45mm 44mm 42mm 38mm 40mm 41mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Bands Series 10/SE/9/8/7/6/5/4/3/2/1\", \"asin\": \"B096RY7KTN\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men\", \"asin\": \"B0CB5TXHMW\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"DaQin Nylon Sport Loop Compatible with Apple Watch Band 40mm 38mm 41mm 42mm 44mm 45mm 46mm 49mm, Soft Breathable Braided Wristbands for iWatch Band for Women Men Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DCFSJQ2Q\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Archer Watch Straps - Canvas Straps for Apple Watch\", \"asin\": \"B082MSF4CB\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Hamile Braided Solo Loop Compatible with Apple Watch Bands 40mm 41mm 38mm 42mm 44mm 45mm 49mm for Women Men, Stretchy Soft Nylon Adjustable Sport Strap for iWatch Bands Series 9 8 7 6 5 4 3 SE Ultra 2\", \"asin\": \"B0CR9PK1PR\", \"price\": \"$2.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Stretchy Solo Loop Strap Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Soft Nylon Elastic Strap Wristband for iWatch series 10 9 8 7 6 5 4 3 2 1 se Ultra Twill Weave-Light Gray\", \"asin\": \"B08ZSHTCTJ\", \"price\": \"$8.54\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 42mm 44mm iWatch Series 6 5 SE 4 3 2 1 Strap, Nylon Velcro Women Men Stretchy Elastic Braided Adjustable Wristband, 38mm 40mm Cape Cod Blue\", \"asin\": \"B098F7CB8C\", \"price\": \"$10.07\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Stretchy Sport Band Compatible with Apple Watch 46mm 45mm 44mm 42mm 49mm 41mm 40mm 38mm for Men Women, Elastic Solo Loop Nylon Strap Compatible for iWatch Series SE 10 9 8 7 6 5 4 3 2 Ultra\", \"asin\": \"B0CWD9V2NG\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Stretchy Braided Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Adjustable Elastic Nylon for iWatch Series 10 9 8 7 6 5 4 3 2 Se Ultra Ultra 2\", \"asin\": \"B096SB6GVV\", \"price\": \"$8.54\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Replacement Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2/1\", \"asin\": \"B0DB5FD71J\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Arae Magnetic Stretchy Watch Band Compatible for Apple Watch Band 49mm 45mm 44mm 42mm, Comfortable Adjustable Straps Wristbands for iWatch Series 9 8 7 6 5 4 SE 3 2 1 Ultra Women Men,Space Gray\", \"asin\": \"B0CZDRX9GQ\", \"price\": \"$8.99\", \"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\": \"2025-04-08T01:31:38.260Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-05T19:02:57.880Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"\\u5e73\\u5b89\\u6263 silver\"}],\n\"cart_items\": [{\"title\": \"Lerobo Compatible with Apple Watch Band 44mm SE Series 8 45mm 46mm Series 9 Ultra 2 Band 49mm 42mm Men Women Elastic Nylon Solo Loop Sport Strap for iWatch Bands Series 10 7 6 5 4 3 2 1,Gray\", \"asin\": \"B0CKPB8DNK\", \"price\": \"$7.19\", \"quantity\": \"1\"},\n{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm(Series 10) 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 9 8 SE 7 6 5 4 Women Men -49/46/45/44mm Space Grey\", \"asin\": \"B09ZPB85JC\", \"price\": \"$11.89\", \"quantity\": \"1\"},\n{\"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\"search_results\": [{\"title\": \"Plush Keychain Modern Home Decoration Keychain Adorable Collectible for Everyday Joy A Pendant for Bags and Keys\", \"asin\": \"B0DY7NSQRV\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Apr 12 - 15 for Prime members\"},\n{\"title\": \"Sky Blue Sea Sediment Imperial Jasper Cylinder 4x13mm 15\\\"/Strand Natural Precious Snakeskin Stone Tube Loose Beads for Jewelry Making\", \"asin\": \"B0CLD46LVP\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Natural 8mm 45PCS Kambaba Jasper Stone Round Smooth Loose Bead Crystal Gemstone Jewelry 1 Strand\", \"asin\": \"B0DJKQWFNV\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Fri, Apr 11 for Prime members Only 3 left in stock - order soon.\"},\n{\"title\": \"Lapis Lazuli Beads 100Pcs 8mm Blue Gemstone Beads for Jewelry Making Round Natural Stone Beads for DIY Bracelet Necklace Earrings\", \"asin\": \"B0CYGGFK92\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"16-24 Inch Extra Shiny Miami Cuban Link Chain for Men, Width 25MM Men Cuban Link Chain, Solid Thick Big Hip Hop Iced Out Cuban Link Necklace, Gift Box Included\", \"asin\": \"B0CNQ338Z4\", \"price\": \"$539.99\", \"delivery\": \"FREE delivery Apr 17 - 29\"},\n{\"title\": \"Artificial Opal Bracelet 11 * 12MM Opal Beads 18 Opal Beads Bracelet\", \"asin\": \"B0DWMRRD5H\", \"price\": \"$999.90\", \"delivery\": \"$6.99 delivery Apr 30 - May 13\"},\n{\"title\": \"100pcs Original Natural Stone Beads Gemstone Round Loose Beads 6mm 8mm 10mm (Aquamarine Tiger's Eye, 10mm 100Beads)\", \"asin\": \"B0BYVGXKWV\", \"price\": \"$20.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9 Only 9 left in stock - order soon.\"},\n{\"title\": \"AD Beads 8mm Natural Round Loose Beads 110 Pieces, for Making 108 Mala Prayer Beads Necklace, Bracelet & Yoga Meditation, Jewelry Design (African Turquoise)\", \"asin\": \"B0815VK2QG\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Thu, Apr 10 Only 6 left in stock - order soon.\"},\n{\"title\": \"12MM 32PCS Natural Stone White Jade Loose Beads for Jewelry Making DIY Bracelet\", \"asin\": \"B0BXP9RRNH\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9 Only 11 left in stock - order soon.\"},\n{\"title\": \"108pcs 6mm Natural Aquamarine Beads Round Gemstone Beads Loose Beads for Jewelry Making\", \"asin\": \"B0BJVN7TYT\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Apr 24 - May 13 for Prime members\"},\n{\"title\": \"8MM 46PCS Peacock Blue Shell Turquoise Spacer Loose Beads for Jewelry Making DIY Bracelet Necklace\", \"asin\": \"B0C5SPFN7Y\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Thu, Apr 10 Only 6 left in stock - order soon.\"},\n{\"title\": \"AD Beads Natural Gemstone 8mm Round Loose Beads Big Hole 2.5mm Sized 40pcs (Blue Turquoise)\", \"asin\": \"B07V1KBG5Y\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Natural Red Agate Rondelle Stone with Large Hole (5.5mm) Loose Semi Gemstone Beads for Jewelry Making 14mmx7.5mm 12pcs\", \"asin\": \"B08JCJPF62\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9 Only 19 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\": \"2025-04-08T01:31:38.516Z\", // 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
2025-04-08T01:31:38.516Z
click
search
rule
train
2,548
2025-04-08T01:31:38.516Z
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": "2025-04-05T19:02:57.880Z", "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"} {"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"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} {"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"} {"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"} {"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"} {"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"} {"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"} {"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"} {"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:15:46.772Z", "action": "click_product", "action_argument": "B0043JTA7S"} {"timestamp": "2025-04-08T00:16:08.041Z", "action": "click_product", "action_argument": "B0777LRN9F"} {"timestamp": "2025-04-08T00:18:56.688Z", "action": "click_product", "action_argument": "B087MC1HW6"} {"timestamp": "2025-04-08T01:08:41.680Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray \u7f16\u7ec7"} {"timestamp": "2025-04-08T01:08:41.865Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:48.494Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray nylon"} {"timestamp": "2025-04-08T01:11:48.790Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:55.067Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:11:59.077Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-08T01:12:05.683Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:12:14.918Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:12.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:22.813Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:28.877Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:14:53.912Z", "action": "purchase", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T01:15:56.058Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:16:05.480Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:18:50.961Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:19:15.369Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:37.300Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:40.777Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:20:10.780Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T01:31:25.004Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:25.253Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:31.755Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 \u94f6"} {"timestamp": "2025-04-08T01:31:32.024Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:38.260Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 silver"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "\u5e73\u5b89\u6263 silver"}], "cart_items": [{"title": "Lerobo Compatible with Apple Watch Band 44mm SE Series 8 45mm 46mm Series 9 Ultra 2 Band 49mm 42mm Men Women Elastic Nylon Solo Loop Sport Strap for iWatch Bands Series 10 7 6 5 4 3 2 1,Gray", "asin": "B0CKPB8DNK", "price": "$7.19", "quantity": "1"}, {"title": "EPULY Compatible with Apple Watch Band 44mm 45mm 46mm(Series 10) 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 9 8 SE 7 6 5 4 Women Men -49/46/45/44mm Space Grey", "asin": "B09ZPB85JC", "price": "$11.89", "quantity": "1"}, {"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"}], "search_results": [{"title": "Plush Keychain Modern Home Decoration Keychain Adorable Collectible for Everyday Joy A Pendant for Bags and Keys", "asin": "B0DY7NSQRV", "price": "$25.99", "delivery": "FREE delivery Apr 12 - 15 for Prime members"}, {"title": "Sky Blue Sea Sediment Imperial Jasper Cylinder 4x13mm 15\"/Strand Natural Precious Snakeskin Stone Tube Loose Beads for Jewelry Making", "asin": "B0CLD46LVP", "price": "$7.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Natural 8mm 45PCS Kambaba Jasper Stone Round Smooth Loose Bead Crystal Gemstone Jewelry 1 Strand", "asin": "B0DJKQWFNV", "price": "$7.99", "delivery": "FREE delivery Fri, Apr 11 for Prime members Only 3 left in stock - order soon."}, {"title": "Lapis Lazuli Beads 100Pcs 8mm Blue Gemstone Beads for Jewelry Making Round Natural Stone Beads for DIY Bracelet Necklace Earrings", "asin": "B0CYGGFK92", "price": "$12.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "16-24 Inch Extra Shiny Miami Cuban Link Chain for Men, Width 25MM Men Cuban Link Chain, Solid Thick Big Hip Hop Iced Out Cuban Link Necklace, Gift Box Included", "asin": "B0CNQ338Z4", "price": "$539.99", "delivery": "FREE delivery Apr 17 - 29"}, {"title": "Artificial Opal Bracelet 11 * 12MM Opal Beads 18 Opal Beads Bracelet", "asin": "B0DWMRRD5H", "price": "$999.90", "delivery": "$6.99 delivery Apr 30 - May 13"}, {"title": "100pcs Original Natural Stone Beads Gemstone Round Loose Beads 6mm 8mm 10mm (Aquamarine Tiger's Eye, 10mm 100Beads)", "asin": "B0BYVGXKWV", "price": "$20.99", "delivery": " Two-Day FREE delivery Wed, Apr 9 Only 9 left in stock - order soon."}, {"title": "AD Beads 8mm Natural Round Loose Beads 110 Pieces, for Making 108 Mala Prayer Beads Necklace, Bracelet & Yoga Meditation, Jewelry Design (African Turquoise)", "asin": "B0815VK2QG", "price": "$14.99", "delivery": "FREE delivery Thu, Apr 10 Only 6 left in stock - order soon."}, {"title": "12MM 32PCS Natural Stone White Jade Loose Beads for Jewelry Making DIY Bracelet", "asin": "B0BXP9RRNH", "price": "$9.99", "delivery": " Two-Day FREE delivery Wed, Apr 9 Only 11 left in stock - order soon."}, {"title": "108pcs 6mm Natural Aquamarine Beads Round Gemstone Beads Loose Beads for Jewelry Making", "asin": "B0BJVN7TYT", "price": "$9.99", "delivery": "FREE delivery Apr 24 - May 13 for Prime members"}, {"title": "8MM 46PCS Peacock Blue Shell Turquoise Spacer Loose Beads for Jewelry Making DIY Bracelet Necklace", "asin": "B0C5SPFN7Y", "price": "$9.99", "delivery": "FREE delivery Thu, Apr 10 Only 6 left in stock - order soon."}, {"title": "AD Beads Natural Gemstone 8mm Round Loose Beads Big Hole 2.5mm Sized 40pcs (Blue Turquoise)", "asin": "B07V1KBG5Y", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Natural Red Agate Rondelle Stone with Large Hole (5.5mm) Loose Semi Gemstone Beads for Jewelry Making 14mmx7.5mm 12pcs", "asin": "B08JCJPF62", "price": "$12.99", "delivery": " Two-Day FREE delivery Wed, Apr 9 Only 19 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": "2025-04-08T01:31:38.516Z", // 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>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-08T01:31:38.516Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-08T01:31:38.516Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "index": 2548, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-05T19:02:57.880Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"\\u5e73\\u5b89\\u6263 silver\"}],\n\"cart_items\": [{\"title\": \"Lerobo Compatible with Apple Watch Band 44mm SE Series 8 45mm 46mm Series 9 Ultra 2 Band 49mm 42mm Men Women Elastic Nylon Solo Loop Sport Strap for iWatch Bands Series 10 7 6 5 4 3 2 1,Gray\", \"asin\": \"B0CKPB8DNK\", \"price\": \"$7.19\", \"quantity\": \"1\"},\n{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm(Series 10) 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 9 8 SE 7 6 5 4 Women Men -49/46/45/44mm Space Grey\", \"asin\": \"B09ZPB85JC\", \"price\": \"$11.89\", \"quantity\": \"1\"},\n{\"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\"search_results\": [{\"title\": \"Plush Keychain Modern Home Decoration Keychain Adorable Collectible for Everyday Joy A Pendant for Bags and Keys\", \"asin\": \"B0DY7NSQRV\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Apr 12 - 15 for Prime members\"},\n{\"title\": \"Sky Blue Sea Sediment Imperial Jasper Cylinder 4x13mm 15\\\"/Strand Natural Precious Snakeskin Stone Tube Loose Beads for Jewelry Making\", \"asin\": \"B0CLD46LVP\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Natural 8mm 45PCS Kambaba Jasper Stone Round Smooth Loose Bead Crystal Gemstone Jewelry 1 Strand\", \"asin\": \"B0DJKQWFNV\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Fri, Apr 11 for Prime members Only 3 left in stock - order soon.\"},\n{\"title\": \"Lapis Lazuli Beads 100Pcs 8mm Blue Gemstone Beads for Jewelry Making Round Natural Stone Beads for DIY Bracelet Necklace Earrings\", \"asin\": \"B0CYGGFK92\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"16-24 Inch Extra Shiny Miami Cuban Link Chain for Men, Width 25MM Men Cuban Link Chain, Solid Thick Big Hip Hop Iced Out Cuban Link Necklace, Gift Box Included\", \"asin\": \"B0CNQ338Z4\", \"price\": \"$539.99\", \"delivery\": \"FREE delivery Apr 17 - 29\"},\n{\"title\": \"Artificial Opal Bracelet 11 * 12MM Opal Beads 18 Opal Beads Bracelet\", \"asin\": \"B0DWMRRD5H\", \"price\": \"$999.90\", \"delivery\": \"$6.99 delivery Apr 30 - May 13\"},\n{\"title\": \"100pcs Original Natural Stone Beads Gemstone Round Loose Beads 6mm 8mm 10mm (Aquamarine Tiger's Eye, 10mm 100Beads)\", \"asin\": \"B0BYVGXKWV\", \"price\": \"$20.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9 Only 9 left in stock - order soon.\"},\n{\"title\": \"AD Beads 8mm Natural Round Loose Beads 110 Pieces, for Making 108 Mala Prayer Beads Necklace, Bracelet & Yoga Meditation, Jewelry Design (African Turquoise)\", \"asin\": \"B0815VK2QG\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Thu, Apr 10 Only 6 left in stock - order soon.\"},\n{\"title\": \"12MM 32PCS Natural Stone White Jade Loose Beads for Jewelry Making DIY Bracelet\", \"asin\": \"B0BXP9RRNH\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9 Only 11 left in stock - order soon.\"},\n{\"title\": \"108pcs 6mm Natural Aquamarine Beads Round Gemstone Beads Loose Beads for Jewelry Making\", \"asin\": \"B0BJVN7TYT\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Apr 24 - May 13 for Prime members\"},\n{\"title\": \"8MM 46PCS Peacock Blue Shell Turquoise Spacer Loose Beads for Jewelry Making DIY Bracelet Necklace\", \"asin\": \"B0C5SPFN7Y\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Thu, Apr 10 Only 6 left in stock - order soon.\"},\n{\"title\": \"AD Beads Natural Gemstone 8mm Round Loose Beads Big Hole 2.5mm Sized 40pcs (Blue Turquoise)\", \"asin\": \"B07V1KBG5Y\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Natural Red Agate Rondelle Stone with Large Hole (5.5mm) Loose Semi Gemstone Beads for Jewelry Making 14mmx7.5mm 12pcs\", \"asin\": \"B08JCJPF62\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9 Only 19 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\": \"2025-04-08T01:31:38.516Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-05T19:02:57.880Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"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\": \"\\u5e73\\u5b89\\u6263 silver\"}],\n\"cart_items\": [{\"title\": \"Lerobo Compatible with Apple Watch Band 44mm SE Series 8 45mm 46mm Series 9 Ultra 2 Band 49mm 42mm Men Women Elastic Nylon Solo Loop Sport Strap for iWatch Bands Series 10 7 6 5 4 3 2 1,Gray\", \"asin\": \"B0CKPB8DNK\", \"price\": \"$7.19\", \"quantity\": \"1\"},\n{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm(Series 10) 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 9 8 SE 7 6 5 4 Women Men -49/46/45/44mm Space Grey\", \"asin\": \"B09ZPB85JC\", \"price\": \"$11.89\", \"quantity\": \"1\"},\n{\"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\": \"OHINGLT 925 Sterling Silver Lobster Claw Clasp with Closed Jump Rings,Necklace Clasps and Closures Suitable for Jewelry Making Necklaces Bracelet Made in Italy\", \"asin\": \"B0BL3C12BN\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Double Opening Sterling Silver Infinity Figure Eight Lobster Clasp- Very Small 11mm x 5mm, Figure-Eight Design, Double Interchangeable Clasp with Secure Closure - SKU: j-4648\", \"asin\": \"B08KFP6FWP\", \"price\": \"$17.13\", \"quantity\": \"\"},\n{\"title\": \"500 Pieces - 5mm Jump Rings Stainless Steel Silver Tone - 20 Gauge\", \"asin\": \"B00N36GEKI\", \"price\": \"$6.98\", \"quantity\": \"\"},\n{\"title\": \"JIALEEY 200 PCS Wholesale Bulk Lots Jewelry Making Charms Mixed Smooth Tibetan Silver Metal Charms Pendants DIY for Necklace Bracelet Jewelry Making and Crafting\", \"asin\": \"B07RSVY841\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Alloy Lobster Clasps 14x7mm Silver Plated Lobster Claw Clasps for DIY Jewelry Making 100pcs\", \"asin\": \"B088BLTH15\", \"price\": \"$9.99\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"OHINGLT 925 Sterling Silver Lobster Claw Clasp with Closed Jump Rings,Necklace Clasps and Closures Suitable for Jewelry Making Necklaces Bracelet Made in Italy\", \"asin\": \"B0BL3F62G8\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver Jump Rings 0.6x3.5mm 100pcs for Jewelry Making Findings\", \"asin\": \"B0CQR7G8C3\", \"price\": \"$13.99\", \"delivery\": \"FREE delivery Apr 14 - 17 for Prime members\"},\n{\"title\": \"Alloy Lobster Clasps 14x7mm Silver Plated Lobster Claw Clasps for DIY Jewelry Making 100pcs\", \"asin\": \"B088BLTH15\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"1-inch Silver Curved Lobster Clasps Swivel Trigger Clips Snap (Pack of 20)\", \"asin\": \"B07MVHV1C1\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Double Opening Sterling Silver Infinity Figure Eight Lobster Clasp- Very Small 11mm x 5mm, Figure-Eight Design, Double Interchangeable Clasp with Secure Closure - SKU: j-4648\", \"asin\": \"B08KFP6FWP\", \"price\": \"$17.13\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver Lobster Claw Clasps with 2 Closed Jump Rings,Lobster Clasp Sterling Silver Rings Bracelet Clasps and Closures Necklace Clasps for Jewelry Making(Made in Italy)\", \"asin\": \"B0D2NX13H2\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"8 Pcs 14K Gold Plated 925 Sterling Silver Lobster Claw Clasp Spring Clasp with Open Jump Rings, Gold Necklace Clasps and Closures Suitable for Jewelry Making Necklaces Bracelet Replacement\", \"asin\": \"B0DPVB46G8\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 14 for Prime members\"},\n{\"title\": \"500 Pieces - 5mm Jump Rings Stainless Steel Silver Tone - 20 Gauge\", \"asin\": \"B00N36GEKI\", \"price\": \"$6.98\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Dailyacc Double Opening Lobster Clasp 316 Stainless Steel Silver and Gold Pleted Necklace Bracelet Extender Clasps and Closures for DIY Jewelry\", \"asin\": \"B0C7KN2JH3\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"200Pcs Lobster Claw Clasps, 14x8mm Metal Alloy Lobster Clasps, Lobster Clasps for Jewelry Making,Keychains,Bracelet and for DIY Jewelry Necklace Clasps and Closures(Silver)\", \"asin\": \"B07V1V3PFH\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Beadalon Crimp Bead Assorted Sizes Variety Pack Silver Plated - 600 pcs, Sizes 0, 1, 2, 3, for Jewelry Making & Beading\", \"asin\": \"B001FD6ZIC\", \"price\": \"$10.49\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"PATIKIL 13x8mm Lobster Clasp, 20Pcs 304 Stainless Steel Lobster Claws Clasp Connector for Crafting DIY Jewelry Making Key Chains Bracelet Necklace Hook, Silver\", \"asin\": \"B0CVWTS1NL\", \"price\": \"$7.29\", \"delivery\": \"FREE delivery Fri, Apr 11 for Prime members Only 1 left in stock - order soon.\"},\n{\"title\": \"uGems Double Opening 14K GP Sterling Silver Infinity Lobster Clasp - 15mm x 10mm, 14k Gold-Plated (1 Micron), 3/5\\\" Long, Medium Size for Jewelry Making - sku: j-4119v\", \"asin\": \"B0846BRW9S\", \"price\": \"$14.75\", \"delivery\": \"FREE delivery for Prime members Temporarily out of stock.\"},\n{\"title\": \"PH PandaHall 15pcs 925 Sterling Silver Locking Jump Rings, Round Locking Jump Rings, OD 6mm ID 3.3mm Circle Clasp Ring Connector Open End Jump Rings for Necklace Bracelet Keychain Jewelry Making\", \"asin\": \"B0CPM3NZ8S\", \"price\": \"$15.99\", \"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\": \"2025-04-08T01:31:42.383Z\", // 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
2025-04-08T01:31:42.383Z
click
search
rule
train
2,549
2025-04-08T01:31:42.383Z
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": "2025-04-05T19:02:57.880Z", "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"} {"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"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} {"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"} {"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"} {"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"} {"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"} {"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"} {"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"} {"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:15:46.772Z", "action": "click_product", "action_argument": "B0043JTA7S"} {"timestamp": "2025-04-08T00:16:08.041Z", "action": "click_product", "action_argument": "B0777LRN9F"} {"timestamp": "2025-04-08T00:18:56.688Z", "action": "click_product", "action_argument": "B087MC1HW6"} {"timestamp": "2025-04-08T01:08:41.680Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray \u7f16\u7ec7"} {"timestamp": "2025-04-08T01:08:41.865Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:48.494Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray nylon"} {"timestamp": "2025-04-08T01:11:48.790Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:55.067Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:11:59.077Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-08T01:12:05.683Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:12:14.918Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:12.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:22.813Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:28.877Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:14:53.912Z", "action": "purchase", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T01:15:56.058Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:16:05.480Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:18:50.961Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:19:15.369Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:37.300Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:40.777Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:20:10.780Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T01:31:25.004Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:25.253Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:31.755Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 \u94f6"} {"timestamp": "2025-04-08T01:31:32.024Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:38.260Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 silver"} {"timestamp": "2025-04-08T01:31:38.516Z", "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": "\u5e73\u5b89\u6263 silver"}], "cart_items": [{"title": "Lerobo Compatible with Apple Watch Band 44mm SE Series 8 45mm 46mm Series 9 Ultra 2 Band 49mm 42mm Men Women Elastic Nylon Solo Loop Sport Strap for iWatch Bands Series 10 7 6 5 4 3 2 1,Gray", "asin": "B0CKPB8DNK", "price": "$7.19", "quantity": "1"}, {"title": "EPULY Compatible with Apple Watch Band 44mm 45mm 46mm(Series 10) 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 9 8 SE 7 6 5 4 Women Men -49/46/45/44mm Space Grey", "asin": "B09ZPB85JC", "price": "$11.89", "quantity": "1"}, {"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": "OHINGLT 925 Sterling Silver Lobster Claw Clasp with Closed Jump Rings,Necklace Clasps and Closures Suitable for Jewelry Making Necklaces Bracelet Made in Italy", "asin": "B0BL3C12BN", "price": "$7.99", "quantity": ""}, {"title": "Double Opening Sterling Silver Infinity Figure Eight Lobster Clasp- Very Small 11mm x 5mm, Figure-Eight Design, Double Interchangeable Clasp with Secure Closure - SKU: j-4648", "asin": "B08KFP6FWP", "price": "$17.13", "quantity": ""}, {"title": "500 Pieces - 5mm Jump Rings Stainless Steel Silver Tone - 20 Gauge", "asin": "B00N36GEKI", "price": "$6.98", "quantity": ""}, {"title": "JIALEEY 200 PCS Wholesale Bulk Lots Jewelry Making Charms Mixed Smooth Tibetan Silver Metal Charms Pendants DIY for Necklace Bracelet Jewelry Making and Crafting", "asin": "B07RSVY841", "price": "$7.99", "quantity": ""}, {"title": "Alloy Lobster Clasps 14x7mm Silver Plated Lobster Claw Clasps for DIY Jewelry Making 100pcs", "asin": "B088BLTH15", "price": "$9.99", "quantity": ""}], "search_results": [{"title": "OHINGLT 925 Sterling Silver Lobster Claw Clasp with Closed Jump Rings,Necklace Clasps and Closures Suitable for Jewelry Making Necklaces Bracelet Made in Italy", "asin": "B0BL3F62G8", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "925 Sterling Silver Jump Rings 0.6x3.5mm 100pcs for Jewelry Making Findings", "asin": "B0CQR7G8C3", "price": "$13.99", "delivery": "FREE delivery Apr 14 - 17 for Prime members"}, {"title": "Alloy Lobster Clasps 14x7mm Silver Plated Lobster Claw Clasps for DIY Jewelry Making 100pcs", "asin": "B088BLTH15", "price": "$9.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "1-inch Silver Curved Lobster Clasps Swivel Trigger Clips Snap (Pack of 20)", "asin": "B07MVHV1C1", "price": "$16.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Double Opening Sterling Silver Infinity Figure Eight Lobster Clasp- Very Small 11mm x 5mm, Figure-Eight Design, Double Interchangeable Clasp with Secure Closure - SKU: j-4648", "asin": "B08KFP6FWP", "price": "$17.13", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "925 Sterling Silver Lobster Claw Clasps with 2 Closed Jump Rings,Lobster Clasp Sterling Silver Rings Bracelet Clasps and Closures Necklace Clasps for Jewelry Making(Made in Italy)", "asin": "B0D2NX13H2", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "8 Pcs 14K Gold Plated 925 Sterling Silver Lobster Claw Clasp Spring Clasp with Open Jump Rings, Gold Necklace Clasps and Closures Suitable for Jewelry Making Necklaces Bracelet Replacement", "asin": "B0DPVB46G8", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 14 for Prime members"}, {"title": "500 Pieces - 5mm Jump Rings Stainless Steel Silver Tone - 20 Gauge", "asin": "B00N36GEKI", "price": "$6.98", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Dailyacc Double Opening Lobster Clasp 316 Stainless Steel Silver and Gold Pleted Necklace Bracelet Extender Clasps and Closures for DIY Jewelry", "asin": "B0C7KN2JH3", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "200Pcs Lobster Claw Clasps, 14x8mm Metal Alloy Lobster Clasps, Lobster Clasps for Jewelry Making,Keychains,Bracelet and for DIY Jewelry Necklace Clasps and Closures(Silver)", "asin": "B07V1V3PFH", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Beadalon Crimp Bead Assorted Sizes Variety Pack Silver Plated - 600 pcs, Sizes 0, 1, 2, 3, for Jewelry Making & Beading", "asin": "B001FD6ZIC", "price": "$10.49", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "PATIKIL 13x8mm Lobster Clasp, 20Pcs 304 Stainless Steel Lobster Claws Clasp Connector for Crafting DIY Jewelry Making Key Chains Bracelet Necklace Hook, Silver", "asin": "B0CVWTS1NL", "price": "$7.29", "delivery": "FREE delivery Fri, Apr 11 for Prime members Only 1 left in stock - order soon."}, {"title": "uGems Double Opening 14K GP Sterling Silver Infinity Lobster Clasp - 15mm x 10mm, 14k Gold-Plated (1 Micron), 3/5\" Long, Medium Size for Jewelry Making - sku: j-4119v", "asin": "B0846BRW9S", "price": "$14.75", "delivery": "FREE delivery for Prime members Temporarily out of stock."}, {"title": "PH PandaHall 15pcs 925 Sterling Silver Locking Jump Rings, Round Locking Jump Rings, OD 6mm ID 3.3mm Circle Clasp Ring Connector Open End Jump Rings for Necklace Bracelet Keychain Jewelry Making", "asin": "B0CPM3NZ8S", "price": "$15.99", "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": "2025-04-08T01:31:42.383Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-08T01:31:42.383Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-08T01:31:42.383Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "index": 2549, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-05T19:02:57.880Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"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\": \"\\u5e73\\u5b89\\u6263 silver\"}],\n\"cart_items\": [{\"title\": \"Lerobo Compatible with Apple Watch Band 44mm SE Series 8 45mm 46mm Series 9 Ultra 2 Band 49mm 42mm Men Women Elastic Nylon Solo Loop Sport Strap for iWatch Bands Series 10 7 6 5 4 3 2 1,Gray\", \"asin\": \"B0CKPB8DNK\", \"price\": \"$7.19\", \"quantity\": \"1\"},\n{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm(Series 10) 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 9 8 SE 7 6 5 4 Women Men -49/46/45/44mm Space Grey\", \"asin\": \"B09ZPB85JC\", \"price\": \"$11.89\", \"quantity\": \"1\"},\n{\"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\": \"OHINGLT 925 Sterling Silver Lobster Claw Clasp with Closed Jump Rings,Necklace Clasps and Closures Suitable for Jewelry Making Necklaces Bracelet Made in Italy\", \"asin\": \"B0BL3C12BN\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Double Opening Sterling Silver Infinity Figure Eight Lobster Clasp- Very Small 11mm x 5mm, Figure-Eight Design, Double Interchangeable Clasp with Secure Closure - SKU: j-4648\", \"asin\": \"B08KFP6FWP\", \"price\": \"$17.13\", \"quantity\": \"\"},\n{\"title\": \"500 Pieces - 5mm Jump Rings Stainless Steel Silver Tone - 20 Gauge\", \"asin\": \"B00N36GEKI\", \"price\": \"$6.98\", \"quantity\": \"\"},\n{\"title\": \"JIALEEY 200 PCS Wholesale Bulk Lots Jewelry Making Charms Mixed Smooth Tibetan Silver Metal Charms Pendants DIY for Necklace Bracelet Jewelry Making and Crafting\", \"asin\": \"B07RSVY841\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Alloy Lobster Clasps 14x7mm Silver Plated Lobster Claw Clasps for DIY Jewelry Making 100pcs\", \"asin\": \"B088BLTH15\", \"price\": \"$9.99\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"OHINGLT 925 Sterling Silver Lobster Claw Clasp with Closed Jump Rings,Necklace Clasps and Closures Suitable for Jewelry Making Necklaces Bracelet Made in Italy\", \"asin\": \"B0BL3F62G8\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver Jump Rings 0.6x3.5mm 100pcs for Jewelry Making Findings\", \"asin\": \"B0CQR7G8C3\", \"price\": \"$13.99\", \"delivery\": \"FREE delivery Apr 14 - 17 for Prime members\"},\n{\"title\": \"Alloy Lobster Clasps 14x7mm Silver Plated Lobster Claw Clasps for DIY Jewelry Making 100pcs\", \"asin\": \"B088BLTH15\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"1-inch Silver Curved Lobster Clasps Swivel Trigger Clips Snap (Pack of 20)\", \"asin\": \"B07MVHV1C1\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Double Opening Sterling Silver Infinity Figure Eight Lobster Clasp- Very Small 11mm x 5mm, Figure-Eight Design, Double Interchangeable Clasp with Secure Closure - SKU: j-4648\", \"asin\": \"B08KFP6FWP\", \"price\": \"$17.13\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver Lobster Claw Clasps with 2 Closed Jump Rings,Lobster Clasp Sterling Silver Rings Bracelet Clasps and Closures Necklace Clasps for Jewelry Making(Made in Italy)\", \"asin\": \"B0D2NX13H2\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"8 Pcs 14K Gold Plated 925 Sterling Silver Lobster Claw Clasp Spring Clasp with Open Jump Rings, Gold Necklace Clasps and Closures Suitable for Jewelry Making Necklaces Bracelet Replacement\", \"asin\": \"B0DPVB46G8\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 14 for Prime members\"},\n{\"title\": \"500 Pieces - 5mm Jump Rings Stainless Steel Silver Tone - 20 Gauge\", \"asin\": \"B00N36GEKI\", \"price\": \"$6.98\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Dailyacc Double Opening Lobster Clasp 316 Stainless Steel Silver and Gold Pleted Necklace Bracelet Extender Clasps and Closures for DIY Jewelry\", \"asin\": \"B0C7KN2JH3\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"200Pcs Lobster Claw Clasps, 14x8mm Metal Alloy Lobster Clasps, Lobster Clasps for Jewelry Making,Keychains,Bracelet and for DIY Jewelry Necklace Clasps and Closures(Silver)\", \"asin\": \"B07V1V3PFH\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Beadalon Crimp Bead Assorted Sizes Variety Pack Silver Plated - 600 pcs, Sizes 0, 1, 2, 3, for Jewelry Making & Beading\", \"asin\": \"B001FD6ZIC\", \"price\": \"$10.49\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"PATIKIL 13x8mm Lobster Clasp, 20Pcs 304 Stainless Steel Lobster Claws Clasp Connector for Crafting DIY Jewelry Making Key Chains Bracelet Necklace Hook, Silver\", \"asin\": \"B0CVWTS1NL\", \"price\": \"$7.29\", \"delivery\": \"FREE delivery Fri, Apr 11 for Prime members Only 1 left in stock - order soon.\"},\n{\"title\": \"uGems Double Opening 14K GP Sterling Silver Infinity Lobster Clasp - 15mm x 10mm, 14k Gold-Plated (1 Micron), 3/5\\\" Long, Medium Size for Jewelry Making - sku: j-4119v\", \"asin\": \"B0846BRW9S\", \"price\": \"$14.75\", \"delivery\": \"FREE delivery for Prime members Temporarily out of stock.\"},\n{\"title\": \"PH PandaHall 15pcs 925 Sterling Silver Locking Jump Rings, Round Locking Jump Rings, OD 6mm ID 3.3mm Circle Clasp Ring Connector Open End Jump Rings for Necklace Bracelet Keychain Jewelry Making\", \"asin\": \"B0CPM3NZ8S\", \"price\": \"$15.99\", \"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\": \"2025-04-08T01:31:42.383Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-05T19:02:57.880Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"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\": \"\\u5e73\\u5b89\\u6263 silver\"}],\n\"cart_items\": [{\"title\": \"Lerobo Compatible with Apple Watch Band 44mm SE Series 8 45mm 46mm Series 9 Ultra 2 Band 49mm 42mm Men Women Elastic Nylon Solo Loop Sport Strap for iWatch Bands Series 10 7 6 5 4 3 2 1,Gray\", \"asin\": \"B0CKPB8DNK\", \"price\": \"$7.19\", \"quantity\": \"1\"},\n{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm(Series 10) 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 9 8 SE 7 6 5 4 Women Men -49/46/45/44mm Space Grey\", \"asin\": \"B09ZPB85JC\", \"price\": \"$11.89\", \"quantity\": \"1\"},\n{\"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\": \"OHINGLT 925 Sterling Silver Lobster Claw Clasp with Closed Jump Rings,Necklace Clasps and Closures Suitable for Jewelry Making Necklaces Bracelet Made in Italy\", \"asin\": \"B0BL3C12BN\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Double Opening Sterling Silver Infinity Figure Eight Lobster Clasp- Very Small 11mm x 5mm, Figure-Eight Design, Double Interchangeable Clasp with Secure Closure - SKU: j-4648\", \"asin\": \"B08KFP6FWP\", \"price\": \"$17.13\", \"quantity\": \"\"},\n{\"title\": \"500 Pieces - 5mm Jump Rings Stainless Steel Silver Tone - 20 Gauge\", \"asin\": \"B00N36GEKI\", \"price\": \"$6.98\", \"quantity\": \"\"},\n{\"title\": \"JIALEEY 200 PCS Wholesale Bulk Lots Jewelry Making Charms Mixed Smooth Tibetan Silver Metal Charms Pendants DIY for Necklace Bracelet Jewelry Making and Crafting\", \"asin\": \"B07RSVY841\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Alloy Lobster Clasps 14x7mm Silver Plated Lobster Claw Clasps for DIY Jewelry Making 100pcs\", \"asin\": \"B088BLTH15\", \"price\": \"$9.99\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"OHINGLT 925 Sterling Silver Lobster Claw Clasp with Closed Jump Rings,Necklace Clasps and Closures Suitable for Jewelry Making Necklaces Bracelet Made in Italy\", \"asin\": \"B0BL3F62G8\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver Jump Rings 0.6x3.5mm 100pcs for Jewelry Making Findings\", \"asin\": \"B0CQR7G8C3\", \"price\": \"$13.99\", \"delivery\": \"FREE delivery Apr 14 - 17 for Prime members\"},\n{\"title\": \"Alloy Lobster Clasps 14x7mm Silver Plated Lobster Claw Clasps for DIY Jewelry Making 100pcs\", \"asin\": \"B088BLTH15\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"1-inch Silver Curved Lobster Clasps Swivel Trigger Clips Snap (Pack of 20)\", \"asin\": \"B07MVHV1C1\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Double Opening Sterling Silver Infinity Figure Eight Lobster Clasp- Very Small 11mm x 5mm, Figure-Eight Design, Double Interchangeable Clasp with Secure Closure - SKU: j-4648\", \"asin\": \"B08KFP6FWP\", \"price\": \"$17.13\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver Lobster Claw Clasps with 2 Closed Jump Rings,Lobster Clasp Sterling Silver Rings Bracelet Clasps and Closures Necklace Clasps for Jewelry Making(Made in Italy)\", \"asin\": \"B0D2NX13H2\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"8 Pcs 14K Gold Plated 925 Sterling Silver Lobster Claw Clasp Spring Clasp with Open Jump Rings, Gold Necklace Clasps and Closures Suitable for Jewelry Making Necklaces Bracelet Replacement\", \"asin\": \"B0DPVB46G8\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 14 for Prime members\"},\n{\"title\": \"500 Pieces - 5mm Jump Rings Stainless Steel Silver Tone - 20 Gauge\", \"asin\": \"B00N36GEKI\", \"price\": \"$6.98\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Dailyacc Double Opening Lobster Clasp 316 Stainless Steel Silver and Gold Pleted Necklace Bracelet Extender Clasps and Closures for DIY Jewelry\", \"asin\": \"B0C7KN2JH3\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"200Pcs Lobster Claw Clasps, 14x8mm Metal Alloy Lobster Clasps, Lobster Clasps for Jewelry Making,Keychains,Bracelet and for DIY Jewelry Necklace Clasps and Closures(Silver)\", \"asin\": \"B07V1V3PFH\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Beadalon Crimp Bead Assorted Sizes Variety Pack Silver Plated - 600 pcs, Sizes 0, 1, 2, 3, for Jewelry Making & Beading\", \"asin\": \"B001FD6ZIC\", \"price\": \"$10.49\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"PATIKIL 13x8mm Lobster Clasp, 20Pcs 304 Stainless Steel Lobster Claws Clasp Connector for Crafting DIY Jewelry Making Key Chains Bracelet Necklace Hook, Silver\", \"asin\": \"B0CVWTS1NL\", \"price\": \"$7.29\", \"delivery\": \"FREE delivery Fri, Apr 11 for Prime members Only 1 left in stock - order soon.\"},\n{\"title\": \"uGems Double Opening 14K GP Sterling Silver Infinity Lobster Clasp - 15mm x 10mm, 14k Gold-Plated (1 Micron), 3/5\\\" Long, Medium Size for Jewelry Making - sku: j-4119v\", \"asin\": \"B0846BRW9S\", \"price\": \"$14.75\", \"delivery\": \"FREE delivery for Prime members Temporarily out of stock.\"},\n{\"title\": \"PH PandaHall 15pcs 925 Sterling Silver Locking Jump Rings, Round Locking Jump Rings, OD 6mm ID 3.3mm Circle Clasp Ring Connector Open End Jump Rings for Necklace Bracelet Keychain Jewelry Making\", \"asin\": \"B0CPM3NZ8S\", \"price\": \"$15.99\", \"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\": \"2025-04-08T01:31:43.603Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-08T01:31:43.603Z
input
平安扣
rule
train
2,550
2025-04-08T01:31:43.603Z
input
平安扣
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_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"} {"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"} {"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"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} {"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"} {"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"} {"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"} {"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"} {"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"} {"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"} {"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:15:46.772Z", "action": "click_product", "action_argument": "B0043JTA7S"} {"timestamp": "2025-04-08T00:16:08.041Z", "action": "click_product", "action_argument": "B0777LRN9F"} {"timestamp": "2025-04-08T00:18:56.688Z", "action": "click_product", "action_argument": "B087MC1HW6"} {"timestamp": "2025-04-08T01:08:41.680Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray \u7f16\u7ec7"} {"timestamp": "2025-04-08T01:08:41.865Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:48.494Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray nylon"} {"timestamp": "2025-04-08T01:11:48.790Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:55.067Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:11:59.077Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-08T01:12:05.683Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:12:14.918Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:12.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:22.813Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:28.877Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:14:53.912Z", "action": "purchase", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T01:15:56.058Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:16:05.480Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:18:50.961Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:19:15.369Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:37.300Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:40.777Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:20:10.780Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T01:31:25.004Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:25.253Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:31.755Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 \u94f6"} {"timestamp": "2025-04-08T01:31:32.024Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:38.260Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 silver"} {"timestamp": "2025-04-08T01:31:38.516Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:42.383Z", "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": "\u5e73\u5b89\u6263 silver"}], "cart_items": [{"title": "Lerobo Compatible with Apple Watch Band 44mm SE Series 8 45mm 46mm Series 9 Ultra 2 Band 49mm 42mm Men Women Elastic Nylon Solo Loop Sport Strap for iWatch Bands Series 10 7 6 5 4 3 2 1,Gray", "asin": "B0CKPB8DNK", "price": "$7.19", "quantity": "1"}, {"title": "EPULY Compatible with Apple Watch Band 44mm 45mm 46mm(Series 10) 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 9 8 SE 7 6 5 4 Women Men -49/46/45/44mm Space Grey", "asin": "B09ZPB85JC", "price": "$11.89", "quantity": "1"}, {"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": "OHINGLT 925 Sterling Silver Lobster Claw Clasp with Closed Jump Rings,Necklace Clasps and Closures Suitable for Jewelry Making Necklaces Bracelet Made in Italy", "asin": "B0BL3C12BN", "price": "$7.99", "quantity": ""}, {"title": "Double Opening Sterling Silver Infinity Figure Eight Lobster Clasp- Very Small 11mm x 5mm, Figure-Eight Design, Double Interchangeable Clasp with Secure Closure - SKU: j-4648", "asin": "B08KFP6FWP", "price": "$17.13", "quantity": ""}, {"title": "500 Pieces - 5mm Jump Rings Stainless Steel Silver Tone - 20 Gauge", "asin": "B00N36GEKI", "price": "$6.98", "quantity": ""}, {"title": "JIALEEY 200 PCS Wholesale Bulk Lots Jewelry Making Charms Mixed Smooth Tibetan Silver Metal Charms Pendants DIY for Necklace Bracelet Jewelry Making and Crafting", "asin": "B07RSVY841", "price": "$7.99", "quantity": ""}, {"title": "Alloy Lobster Clasps 14x7mm Silver Plated Lobster Claw Clasps for DIY Jewelry Making 100pcs", "asin": "B088BLTH15", "price": "$9.99", "quantity": ""}], "search_results": [{"title": "OHINGLT 925 Sterling Silver Lobster Claw Clasp with Closed Jump Rings,Necklace Clasps and Closures Suitable for Jewelry Making Necklaces Bracelet Made in Italy", "asin": "B0BL3F62G8", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "925 Sterling Silver Jump Rings 0.6x3.5mm 100pcs for Jewelry Making Findings", "asin": "B0CQR7G8C3", "price": "$13.99", "delivery": "FREE delivery Apr 14 - 17 for Prime members"}, {"title": "Alloy Lobster Clasps 14x7mm Silver Plated Lobster Claw Clasps for DIY Jewelry Making 100pcs", "asin": "B088BLTH15", "price": "$9.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "1-inch Silver Curved Lobster Clasps Swivel Trigger Clips Snap (Pack of 20)", "asin": "B07MVHV1C1", "price": "$16.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Double Opening Sterling Silver Infinity Figure Eight Lobster Clasp- Very Small 11mm x 5mm, Figure-Eight Design, Double Interchangeable Clasp with Secure Closure - SKU: j-4648", "asin": "B08KFP6FWP", "price": "$17.13", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "925 Sterling Silver Lobster Claw Clasps with 2 Closed Jump Rings,Lobster Clasp Sterling Silver Rings Bracelet Clasps and Closures Necklace Clasps for Jewelry Making(Made in Italy)", "asin": "B0D2NX13H2", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "8 Pcs 14K Gold Plated 925 Sterling Silver Lobster Claw Clasp Spring Clasp with Open Jump Rings, Gold Necklace Clasps and Closures Suitable for Jewelry Making Necklaces Bracelet Replacement", "asin": "B0DPVB46G8", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 14 for Prime members"}, {"title": "500 Pieces - 5mm Jump Rings Stainless Steel Silver Tone - 20 Gauge", "asin": "B00N36GEKI", "price": "$6.98", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Dailyacc Double Opening Lobster Clasp 316 Stainless Steel Silver and Gold Pleted Necklace Bracelet Extender Clasps and Closures for DIY Jewelry", "asin": "B0C7KN2JH3", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "200Pcs Lobster Claw Clasps, 14x8mm Metal Alloy Lobster Clasps, Lobster Clasps for Jewelry Making,Keychains,Bracelet and for DIY Jewelry Necklace Clasps and Closures(Silver)", "asin": "B07V1V3PFH", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Beadalon Crimp Bead Assorted Sizes Variety Pack Silver Plated - 600 pcs, Sizes 0, 1, 2, 3, for Jewelry Making & Beading", "asin": "B001FD6ZIC", "price": "$10.49", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "PATIKIL 13x8mm Lobster Clasp, 20Pcs 304 Stainless Steel Lobster Claws Clasp Connector for Crafting DIY Jewelry Making Key Chains Bracelet Necklace Hook, Silver", "asin": "B0CVWTS1NL", "price": "$7.29", "delivery": "FREE delivery Fri, Apr 11 for Prime members Only 1 left in stock - order soon."}, {"title": "uGems Double Opening 14K GP Sterling Silver Infinity Lobster Clasp - 15mm x 10mm, 14k Gold-Plated (1 Micron), 3/5\" Long, Medium Size for Jewelry Making - sku: j-4119v", "asin": "B0846BRW9S", "price": "$14.75", "delivery": "FREE delivery for Prime members Temporarily out of stock."}, {"title": "PH PandaHall 15pcs 925 Sterling Silver Locking Jump Rings, Round Locking Jump Rings, OD 6mm ID 3.3mm Circle Clasp Ring Connector Open End Jump Rings for Necklace Bracelet Keychain Jewelry Making", "asin": "B0CPM3NZ8S", "price": "$15.99", "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": "2025-04-08T01:31:43.603Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-08T01:31:43.603Z\",\"action\": \"input\",\"acion_argument\": \"平安扣\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-08T01:31:43.603Z\",\"action\": \"input\",\"acion_argument\": \"平安扣\",}</answer>", "index": 2550, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-05T19:02:57.880Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"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\": \"\\u5e73\\u5b89\\u6263 silver\"}],\n\"cart_items\": [{\"title\": \"Lerobo Compatible with Apple Watch Band 44mm SE Series 8 45mm 46mm Series 9 Ultra 2 Band 49mm 42mm Men Women Elastic Nylon Solo Loop Sport Strap for iWatch Bands Series 10 7 6 5 4 3 2 1,Gray\", \"asin\": \"B0CKPB8DNK\", \"price\": \"$7.19\", \"quantity\": \"1\"},\n{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm(Series 10) 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 9 8 SE 7 6 5 4 Women Men -49/46/45/44mm Space Grey\", \"asin\": \"B09ZPB85JC\", \"price\": \"$11.89\", \"quantity\": \"1\"},\n{\"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\": \"OHINGLT 925 Sterling Silver Lobster Claw Clasp with Closed Jump Rings,Necklace Clasps and Closures Suitable for Jewelry Making Necklaces Bracelet Made in Italy\", \"asin\": \"B0BL3C12BN\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Double Opening Sterling Silver Infinity Figure Eight Lobster Clasp- Very Small 11mm x 5mm, Figure-Eight Design, Double Interchangeable Clasp with Secure Closure - SKU: j-4648\", \"asin\": \"B08KFP6FWP\", \"price\": \"$17.13\", \"quantity\": \"\"},\n{\"title\": \"500 Pieces - 5mm Jump Rings Stainless Steel Silver Tone - 20 Gauge\", \"asin\": \"B00N36GEKI\", \"price\": \"$6.98\", \"quantity\": \"\"},\n{\"title\": \"JIALEEY 200 PCS Wholesale Bulk Lots Jewelry Making Charms Mixed Smooth Tibetan Silver Metal Charms Pendants DIY for Necklace Bracelet Jewelry Making and Crafting\", \"asin\": \"B07RSVY841\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Alloy Lobster Clasps 14x7mm Silver Plated Lobster Claw Clasps for DIY Jewelry Making 100pcs\", \"asin\": \"B088BLTH15\", \"price\": \"$9.99\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"OHINGLT 925 Sterling Silver Lobster Claw Clasp with Closed Jump Rings,Necklace Clasps and Closures Suitable for Jewelry Making Necklaces Bracelet Made in Italy\", \"asin\": \"B0BL3F62G8\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver Jump Rings 0.6x3.5mm 100pcs for Jewelry Making Findings\", \"asin\": \"B0CQR7G8C3\", \"price\": \"$13.99\", \"delivery\": \"FREE delivery Apr 14 - 17 for Prime members\"},\n{\"title\": \"Alloy Lobster Clasps 14x7mm Silver Plated Lobster Claw Clasps for DIY Jewelry Making 100pcs\", \"asin\": \"B088BLTH15\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"1-inch Silver Curved Lobster Clasps Swivel Trigger Clips Snap (Pack of 20)\", \"asin\": \"B07MVHV1C1\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Double Opening Sterling Silver Infinity Figure Eight Lobster Clasp- Very Small 11mm x 5mm, Figure-Eight Design, Double Interchangeable Clasp with Secure Closure - SKU: j-4648\", \"asin\": \"B08KFP6FWP\", \"price\": \"$17.13\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver Lobster Claw Clasps with 2 Closed Jump Rings,Lobster Clasp Sterling Silver Rings Bracelet Clasps and Closures Necklace Clasps for Jewelry Making(Made in Italy)\", \"asin\": \"B0D2NX13H2\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"8 Pcs 14K Gold Plated 925 Sterling Silver Lobster Claw Clasp Spring Clasp with Open Jump Rings, Gold Necklace Clasps and Closures Suitable for Jewelry Making Necklaces Bracelet Replacement\", \"asin\": \"B0DPVB46G8\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 14 for Prime members\"},\n{\"title\": \"500 Pieces - 5mm Jump Rings Stainless Steel Silver Tone - 20 Gauge\", \"asin\": \"B00N36GEKI\", \"price\": \"$6.98\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Dailyacc Double Opening Lobster Clasp 316 Stainless Steel Silver and Gold Pleted Necklace Bracelet Extender Clasps and Closures for DIY Jewelry\", \"asin\": \"B0C7KN2JH3\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"200Pcs Lobster Claw Clasps, 14x8mm Metal Alloy Lobster Clasps, Lobster Clasps for Jewelry Making,Keychains,Bracelet and for DIY Jewelry Necklace Clasps and Closures(Silver)\", \"asin\": \"B07V1V3PFH\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Beadalon Crimp Bead Assorted Sizes Variety Pack Silver Plated - 600 pcs, Sizes 0, 1, 2, 3, for Jewelry Making & Beading\", \"asin\": \"B001FD6ZIC\", \"price\": \"$10.49\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"PATIKIL 13x8mm Lobster Clasp, 20Pcs 304 Stainless Steel Lobster Claws Clasp Connector for Crafting DIY Jewelry Making Key Chains Bracelet Necklace Hook, Silver\", \"asin\": \"B0CVWTS1NL\", \"price\": \"$7.29\", \"delivery\": \"FREE delivery Fri, Apr 11 for Prime members Only 1 left in stock - order soon.\"},\n{\"title\": \"uGems Double Opening 14K GP Sterling Silver Infinity Lobster Clasp - 15mm x 10mm, 14k Gold-Plated (1 Micron), 3/5\\\" Long, Medium Size for Jewelry Making - sku: j-4119v\", \"asin\": \"B0846BRW9S\", \"price\": \"$14.75\", \"delivery\": \"FREE delivery for Prime members Temporarily out of stock.\"},\n{\"title\": \"PH PandaHall 15pcs 925 Sterling Silver Locking Jump Rings, Round Locking Jump Rings, OD 6mm ID 3.3mm Circle Clasp Ring Connector Open End Jump Rings for Necklace Bracelet Keychain Jewelry Making\", \"asin\": \"B0CPM3NZ8S\", \"price\": \"$15.99\", \"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\": \"2025-04-08T01:31:43.603Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-05T19:02:57.880Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"\\u5e73\\u5b89\\u6263\"}],\n\"cart_items\": [{\"title\": \"Lerobo Compatible with Apple Watch Band 44mm SE Series 8 45mm 46mm Series 9 Ultra 2 Band 49mm 42mm Men Women Elastic Nylon Solo Loop Sport Strap for iWatch Bands Series 10 7 6 5 4 3 2 1,Gray\", \"asin\": \"B0CKPB8DNK\", \"price\": \"$7.19\", \"quantity\": \"1\"},\n{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm(Series 10) 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 9 8 SE 7 6 5 4 Women Men -49/46/45/44mm Space Grey\", \"asin\": \"B09ZPB85JC\", \"price\": \"$11.89\", \"quantity\": \"1\"},\n{\"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\": \"OHINGLT 925 Sterling Silver Lobster Claw Clasp with Closed Jump Rings,Necklace Clasps and Closures Suitable for Jewelry Making Necklaces Bracelet Made in Italy\", \"asin\": \"B0BL3C12BN\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Double Opening Sterling Silver Infinity Figure Eight Lobster Clasp- Very Small 11mm x 5mm, Figure-Eight Design, Double Interchangeable Clasp with Secure Closure - SKU: j-4648\", \"asin\": \"B08KFP6FWP\", \"price\": \"$17.13\", \"quantity\": \"\"},\n{\"title\": \"500 Pieces - 5mm Jump Rings Stainless Steel Silver Tone - 20 Gauge\", \"asin\": \"B00N36GEKI\", \"price\": \"$6.98\", \"quantity\": \"\"},\n{\"title\": \"JIALEEY 200 PCS Wholesale Bulk Lots Jewelry Making Charms Mixed Smooth Tibetan Silver Metal Charms Pendants DIY for Necklace Bracelet Jewelry Making and Crafting\", \"asin\": \"B07RSVY841\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Alloy Lobster Clasps 14x7mm Silver Plated Lobster Claw Clasps for DIY Jewelry Making 100pcs\", \"asin\": \"B088BLTH15\", \"price\": \"$9.99\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"OHINGLT 925 Sterling Silver Lobster Claw Clasp with Closed Jump Rings,Necklace Clasps and Closures Suitable for Jewelry Making Necklaces Bracelet Made in Italy\", \"asin\": \"B0BL3F62G8\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver Jump Rings 0.6x3.5mm 100pcs for Jewelry Making Findings\", \"asin\": \"B0CQR7G8C3\", \"price\": \"$13.99\", \"delivery\": \"FREE delivery Apr 14 - 17 for Prime members\"},\n{\"title\": \"Alloy Lobster Clasps 14x7mm Silver Plated Lobster Claw Clasps for DIY Jewelry Making 100pcs\", \"asin\": \"B088BLTH15\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"1-inch Silver Curved Lobster Clasps Swivel Trigger Clips Snap (Pack of 20)\", \"asin\": \"B07MVHV1C1\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Double Opening Sterling Silver Infinity Figure Eight Lobster Clasp- Very Small 11mm x 5mm, Figure-Eight Design, Double Interchangeable Clasp with Secure Closure - SKU: j-4648\", \"asin\": \"B08KFP6FWP\", \"price\": \"$17.13\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver Lobster Claw Clasps with 2 Closed Jump Rings,Lobster Clasp Sterling Silver Rings Bracelet Clasps and Closures Necklace Clasps for Jewelry Making(Made in Italy)\", \"asin\": \"B0D2NX13H2\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"8 Pcs 14K Gold Plated 925 Sterling Silver Lobster Claw Clasp Spring Clasp with Open Jump Rings, Gold Necklace Clasps and Closures Suitable for Jewelry Making Necklaces Bracelet Replacement\", \"asin\": \"B0DPVB46G8\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 14 for Prime members\"},\n{\"title\": \"500 Pieces - 5mm Jump Rings Stainless Steel Silver Tone - 20 Gauge\", \"asin\": \"B00N36GEKI\", \"price\": \"$6.98\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Dailyacc Double Opening Lobster Clasp 316 Stainless Steel Silver and Gold Pleted Necklace Bracelet Extender Clasps and Closures for DIY Jewelry\", \"asin\": \"B0C7KN2JH3\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"200Pcs Lobster Claw Clasps, 14x8mm Metal Alloy Lobster Clasps, Lobster Clasps for Jewelry Making,Keychains,Bracelet and for DIY Jewelry Necklace Clasps and Closures(Silver)\", \"asin\": \"B07V1V3PFH\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Beadalon Crimp Bead Assorted Sizes Variety Pack Silver Plated - 600 pcs, Sizes 0, 1, 2, 3, for Jewelry Making & Beading\", \"asin\": \"B001FD6ZIC\", \"price\": \"$10.49\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"PATIKIL 13x8mm Lobster Clasp, 20Pcs 304 Stainless Steel Lobster Claws Clasp Connector for Crafting DIY Jewelry Making Key Chains Bracelet Necklace Hook, Silver\", \"asin\": \"B0CVWTS1NL\", \"price\": \"$7.29\", \"delivery\": \"FREE delivery Fri, Apr 11 for Prime members Only 1 left in stock - order soon.\"},\n{\"title\": \"uGems Double Opening 14K GP Sterling Silver Infinity Lobster Clasp - 15mm x 10mm, 14k Gold-Plated (1 Micron), 3/5\\\" Long, Medium Size for Jewelry Making - sku: j-4119v\", \"asin\": \"B0846BRW9S\", \"price\": \"$14.75\", \"delivery\": \"FREE delivery for Prime members Temporarily out of stock.\"},\n{\"title\": \"PH PandaHall 15pcs 925 Sterling Silver Locking Jump Rings, Round Locking Jump Rings, OD 6mm ID 3.3mm Circle Clasp Ring Connector Open End Jump Rings for Necklace Bracelet Keychain Jewelry Making\", \"asin\": \"B0CPM3NZ8S\", \"price\": \"$15.99\", \"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\": \"2025-04-08T01:31:43.858Z\", // 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
2025-04-08T01:31:43.858Z
click
search
rule
train
2,551
2025-04-08T01:31:43.858Z
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": "2025-04-05T19:02:57.880Z", "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"} {"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"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} {"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"} {"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"} {"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"} {"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"} {"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"} {"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"} {"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:15:46.772Z", "action": "click_product", "action_argument": "B0043JTA7S"} {"timestamp": "2025-04-08T00:16:08.041Z", "action": "click_product", "action_argument": "B0777LRN9F"} {"timestamp": "2025-04-08T00:18:56.688Z", "action": "click_product", "action_argument": "B087MC1HW6"} {"timestamp": "2025-04-08T01:08:41.680Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray \u7f16\u7ec7"} {"timestamp": "2025-04-08T01:08:41.865Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:48.494Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray nylon"} {"timestamp": "2025-04-08T01:11:48.790Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:55.067Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:11:59.077Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-08T01:12:05.683Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:12:14.918Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:12.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:22.813Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:28.877Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:14:53.912Z", "action": "purchase", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T01:15:56.058Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:16:05.480Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:18:50.961Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:19:15.369Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:37.300Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:40.777Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:20:10.780Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T01:31:25.004Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:25.253Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:31.755Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 \u94f6"} {"timestamp": "2025-04-08T01:31:32.024Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:38.260Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 silver"} {"timestamp": "2025-04-08T01:31:38.516Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:42.383Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:43.603Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "\u5e73\u5b89\u6263"}], "cart_items": [{"title": "Lerobo Compatible with Apple Watch Band 44mm SE Series 8 45mm 46mm Series 9 Ultra 2 Band 49mm 42mm Men Women Elastic Nylon Solo Loop Sport Strap for iWatch Bands Series 10 7 6 5 4 3 2 1,Gray", "asin": "B0CKPB8DNK", "price": "$7.19", "quantity": "1"}, {"title": "EPULY Compatible with Apple Watch Band 44mm 45mm 46mm(Series 10) 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 9 8 SE 7 6 5 4 Women Men -49/46/45/44mm Space Grey", "asin": "B09ZPB85JC", "price": "$11.89", "quantity": "1"}, {"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": "OHINGLT 925 Sterling Silver Lobster Claw Clasp with Closed Jump Rings,Necklace Clasps and Closures Suitable for Jewelry Making Necklaces Bracelet Made in Italy", "asin": "B0BL3C12BN", "price": "$7.99", "quantity": ""}, {"title": "Double Opening Sterling Silver Infinity Figure Eight Lobster Clasp- Very Small 11mm x 5mm, Figure-Eight Design, Double Interchangeable Clasp with Secure Closure - SKU: j-4648", "asin": "B08KFP6FWP", "price": "$17.13", "quantity": ""}, {"title": "500 Pieces - 5mm Jump Rings Stainless Steel Silver Tone - 20 Gauge", "asin": "B00N36GEKI", "price": "$6.98", "quantity": ""}, {"title": "JIALEEY 200 PCS Wholesale Bulk Lots Jewelry Making Charms Mixed Smooth Tibetan Silver Metal Charms Pendants DIY for Necklace Bracelet Jewelry Making and Crafting", "asin": "B07RSVY841", "price": "$7.99", "quantity": ""}, {"title": "Alloy Lobster Clasps 14x7mm Silver Plated Lobster Claw Clasps for DIY Jewelry Making 100pcs", "asin": "B088BLTH15", "price": "$9.99", "quantity": ""}], "search_results": [{"title": "OHINGLT 925 Sterling Silver Lobster Claw Clasp with Closed Jump Rings,Necklace Clasps and Closures Suitable for Jewelry Making Necklaces Bracelet Made in Italy", "asin": "B0BL3F62G8", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "925 Sterling Silver Jump Rings 0.6x3.5mm 100pcs for Jewelry Making Findings", "asin": "B0CQR7G8C3", "price": "$13.99", "delivery": "FREE delivery Apr 14 - 17 for Prime members"}, {"title": "Alloy Lobster Clasps 14x7mm Silver Plated Lobster Claw Clasps for DIY Jewelry Making 100pcs", "asin": "B088BLTH15", "price": "$9.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "1-inch Silver Curved Lobster Clasps Swivel Trigger Clips Snap (Pack of 20)", "asin": "B07MVHV1C1", "price": "$16.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Double Opening Sterling Silver Infinity Figure Eight Lobster Clasp- Very Small 11mm x 5mm, Figure-Eight Design, Double Interchangeable Clasp with Secure Closure - SKU: j-4648", "asin": "B08KFP6FWP", "price": "$17.13", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "925 Sterling Silver Lobster Claw Clasps with 2 Closed Jump Rings,Lobster Clasp Sterling Silver Rings Bracelet Clasps and Closures Necklace Clasps for Jewelry Making(Made in Italy)", "asin": "B0D2NX13H2", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "8 Pcs 14K Gold Plated 925 Sterling Silver Lobster Claw Clasp Spring Clasp with Open Jump Rings, Gold Necklace Clasps and Closures Suitable for Jewelry Making Necklaces Bracelet Replacement", "asin": "B0DPVB46G8", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 14 for Prime members"}, {"title": "500 Pieces - 5mm Jump Rings Stainless Steel Silver Tone - 20 Gauge", "asin": "B00N36GEKI", "price": "$6.98", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Dailyacc Double Opening Lobster Clasp 316 Stainless Steel Silver and Gold Pleted Necklace Bracelet Extender Clasps and Closures for DIY Jewelry", "asin": "B0C7KN2JH3", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "200Pcs Lobster Claw Clasps, 14x8mm Metal Alloy Lobster Clasps, Lobster Clasps for Jewelry Making,Keychains,Bracelet and for DIY Jewelry Necklace Clasps and Closures(Silver)", "asin": "B07V1V3PFH", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Beadalon Crimp Bead Assorted Sizes Variety Pack Silver Plated - 600 pcs, Sizes 0, 1, 2, 3, for Jewelry Making & Beading", "asin": "B001FD6ZIC", "price": "$10.49", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "PATIKIL 13x8mm Lobster Clasp, 20Pcs 304 Stainless Steel Lobster Claws Clasp Connector for Crafting DIY Jewelry Making Key Chains Bracelet Necklace Hook, Silver", "asin": "B0CVWTS1NL", "price": "$7.29", "delivery": "FREE delivery Fri, Apr 11 for Prime members Only 1 left in stock - order soon."}, {"title": "uGems Double Opening 14K GP Sterling Silver Infinity Lobster Clasp - 15mm x 10mm, 14k Gold-Plated (1 Micron), 3/5\" Long, Medium Size for Jewelry Making - sku: j-4119v", "asin": "B0846BRW9S", "price": "$14.75", "delivery": "FREE delivery for Prime members Temporarily out of stock."}, {"title": "PH PandaHall 15pcs 925 Sterling Silver Locking Jump Rings, Round Locking Jump Rings, OD 6mm ID 3.3mm Circle Clasp Ring Connector Open End Jump Rings for Necklace Bracelet Keychain Jewelry Making", "asin": "B0CPM3NZ8S", "price": "$15.99", "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": "2025-04-08T01:31:43.858Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-08T01:31:43.858Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-08T01:31:43.858Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "index": 2551, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-05T19:02:57.880Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"\\u5e73\\u5b89\\u6263\"}],\n\"cart_items\": [{\"title\": \"Lerobo Compatible with Apple Watch Band 44mm SE Series 8 45mm 46mm Series 9 Ultra 2 Band 49mm 42mm Men Women Elastic Nylon Solo Loop Sport Strap for iWatch Bands Series 10 7 6 5 4 3 2 1,Gray\", \"asin\": \"B0CKPB8DNK\", \"price\": \"$7.19\", \"quantity\": \"1\"},\n{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm(Series 10) 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 9 8 SE 7 6 5 4 Women Men -49/46/45/44mm Space Grey\", \"asin\": \"B09ZPB85JC\", \"price\": \"$11.89\", \"quantity\": \"1\"},\n{\"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\": \"OHINGLT 925 Sterling Silver Lobster Claw Clasp with Closed Jump Rings,Necklace Clasps and Closures Suitable for Jewelry Making Necklaces Bracelet Made in Italy\", \"asin\": \"B0BL3C12BN\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Double Opening Sterling Silver Infinity Figure Eight Lobster Clasp- Very Small 11mm x 5mm, Figure-Eight Design, Double Interchangeable Clasp with Secure Closure - SKU: j-4648\", \"asin\": \"B08KFP6FWP\", \"price\": \"$17.13\", \"quantity\": \"\"},\n{\"title\": \"500 Pieces - 5mm Jump Rings Stainless Steel Silver Tone - 20 Gauge\", \"asin\": \"B00N36GEKI\", \"price\": \"$6.98\", \"quantity\": \"\"},\n{\"title\": \"JIALEEY 200 PCS Wholesale Bulk Lots Jewelry Making Charms Mixed Smooth Tibetan Silver Metal Charms Pendants DIY for Necklace Bracelet Jewelry Making and Crafting\", \"asin\": \"B07RSVY841\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Alloy Lobster Clasps 14x7mm Silver Plated Lobster Claw Clasps for DIY Jewelry Making 100pcs\", \"asin\": \"B088BLTH15\", \"price\": \"$9.99\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"OHINGLT 925 Sterling Silver Lobster Claw Clasp with Closed Jump Rings,Necklace Clasps and Closures Suitable for Jewelry Making Necklaces Bracelet Made in Italy\", \"asin\": \"B0BL3F62G8\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver Jump Rings 0.6x3.5mm 100pcs for Jewelry Making Findings\", \"asin\": \"B0CQR7G8C3\", \"price\": \"$13.99\", \"delivery\": \"FREE delivery Apr 14 - 17 for Prime members\"},\n{\"title\": \"Alloy Lobster Clasps 14x7mm Silver Plated Lobster Claw Clasps for DIY Jewelry Making 100pcs\", \"asin\": \"B088BLTH15\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"1-inch Silver Curved Lobster Clasps Swivel Trigger Clips Snap (Pack of 20)\", \"asin\": \"B07MVHV1C1\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Double Opening Sterling Silver Infinity Figure Eight Lobster Clasp- Very Small 11mm x 5mm, Figure-Eight Design, Double Interchangeable Clasp with Secure Closure - SKU: j-4648\", \"asin\": \"B08KFP6FWP\", \"price\": \"$17.13\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver Lobster Claw Clasps with 2 Closed Jump Rings,Lobster Clasp Sterling Silver Rings Bracelet Clasps and Closures Necklace Clasps for Jewelry Making(Made in Italy)\", \"asin\": \"B0D2NX13H2\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"8 Pcs 14K Gold Plated 925 Sterling Silver Lobster Claw Clasp Spring Clasp with Open Jump Rings, Gold Necklace Clasps and Closures Suitable for Jewelry Making Necklaces Bracelet Replacement\", \"asin\": \"B0DPVB46G8\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 14 for Prime members\"},\n{\"title\": \"500 Pieces - 5mm Jump Rings Stainless Steel Silver Tone - 20 Gauge\", \"asin\": \"B00N36GEKI\", \"price\": \"$6.98\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Dailyacc Double Opening Lobster Clasp 316 Stainless Steel Silver and Gold Pleted Necklace Bracelet Extender Clasps and Closures for DIY Jewelry\", \"asin\": \"B0C7KN2JH3\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"200Pcs Lobster Claw Clasps, 14x8mm Metal Alloy Lobster Clasps, Lobster Clasps for Jewelry Making,Keychains,Bracelet and for DIY Jewelry Necklace Clasps and Closures(Silver)\", \"asin\": \"B07V1V3PFH\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Beadalon Crimp Bead Assorted Sizes Variety Pack Silver Plated - 600 pcs, Sizes 0, 1, 2, 3, for Jewelry Making & Beading\", \"asin\": \"B001FD6ZIC\", \"price\": \"$10.49\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"PATIKIL 13x8mm Lobster Clasp, 20Pcs 304 Stainless Steel Lobster Claws Clasp Connector for Crafting DIY Jewelry Making Key Chains Bracelet Necklace Hook, Silver\", \"asin\": \"B0CVWTS1NL\", \"price\": \"$7.29\", \"delivery\": \"FREE delivery Fri, Apr 11 for Prime members Only 1 left in stock - order soon.\"},\n{\"title\": \"uGems Double Opening 14K GP Sterling Silver Infinity Lobster Clasp - 15mm x 10mm, 14k Gold-Plated (1 Micron), 3/5\\\" Long, Medium Size for Jewelry Making - sku: j-4119v\", \"asin\": \"B0846BRW9S\", \"price\": \"$14.75\", \"delivery\": \"FREE delivery for Prime members Temporarily out of stock.\"},\n{\"title\": \"PH PandaHall 15pcs 925 Sterling Silver Locking Jump Rings, Round Locking Jump Rings, OD 6mm ID 3.3mm Circle Clasp Ring Connector Open End Jump Rings for Necklace Bracelet Keychain Jewelry Making\", \"asin\": \"B0CPM3NZ8S\", \"price\": \"$15.99\", \"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\": \"2025-04-08T01:31:43.858Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-05T19:02:57.880Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"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\": \"2025-04-08T02:12:01.493Z\", // 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
2025-04-08T02:12:01.493Z
click
nav_bar
rule
train
2,552
2025-04-08T02:12:01.493Z
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": "2025-04-05T19:02:57.880Z", "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"} {"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"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} {"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"} {"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"} {"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"} {"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"} {"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"} {"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"} {"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:15:46.772Z", "action": "click_product", "action_argument": "B0043JTA7S"} {"timestamp": "2025-04-08T00:16:08.041Z", "action": "click_product", "action_argument": "B0777LRN9F"} {"timestamp": "2025-04-08T00:18:56.688Z", "action": "click_product", "action_argument": "B087MC1HW6"} {"timestamp": "2025-04-08T01:08:41.680Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray \u7f16\u7ec7"} {"timestamp": "2025-04-08T01:08:41.865Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:48.494Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray nylon"} {"timestamp": "2025-04-08T01:11:48.790Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:55.067Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:11:59.077Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-08T01:12:05.683Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:12:14.918Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:12.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:22.813Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:28.877Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:14:53.912Z", "action": "purchase", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T01:15:56.058Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:16:05.480Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:18:50.961Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:19:15.369Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:37.300Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:40.777Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:20:10.780Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T01:31:25.004Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:25.253Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:31.755Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 \u94f6"} {"timestamp": "2025-04-08T01:31:32.024Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:38.260Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 silver"} {"timestamp": "2025-04-08T01:31:38.516Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:42.383Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:43.603Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:43.858Z", "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": "2025-04-08T02:12:01.493Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-08T02:12:01.493Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-08T02:12:01.493Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>", "index": 2552, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-05T19:02:57.880Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"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\": \"2025-04-08T02:12:01.493Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-05T19:02:57.880Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"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\"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\": \"$18.39\", \"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\": \"$9.00\", \"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\": \"Misxi 2 Pack Tempered Glass Case Compatible for Apple Watch Series 10 (2024) 46mm, Hard PC Screen Protector Overall Protection Ultra-Thin Lightweight Scratch-Resistant Cover for iWatch, Satin Black\", \"asin\": \"B0DFVB13XF\", \"price\": \"$9.96\", \"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\": \"HHKB - Happy Hacking Keyboard Lid (CG01000-299001)\", \"asin\": \"B084DWG77B\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Lerobo Compatible with Apple Watch Band 44mm SE Series 8 45mm 46mm Series 9 Ultra 2 Band 49mm 42mm Men Women Elastic Nylon Solo Loop Sport Strap for iWatch Bands Series 10 7 6 5 4 3 2 1,Gray\", \"asin\": \"B0CKPB8DNK\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Gray\"}, {\"Size\": \"49mm/46mm/45mm/44mm/(42mm-Series 3 2 1)\"}]},\n{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm(Series 10) 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 9 8 SE 7 6 5 4 Women Men -49/46/45/44mm Space Grey\", \"asin\": \"B09ZPB85JC\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 9 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Space Grey\"}, {\"Size\": \"Series10 46mm/Ultra2 49mm/45mm/44mm\"}]},\n{\"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\", \"delivery\": \"FREE delivery Thu, Apr 10 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\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\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 8 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 Wed, Apr 9 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 Wed, Apr 9 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\": \"Two-Day FREE delivery Wed, Apr 9 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"10Packs, 2800Sheets in Total\"}]},\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\": \"Two-Day FREE delivery Wed, Apr 9 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\": \"Two-Day FREE delivery Wed, Apr 9 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\": \"FREE delivery Thu, Apr 10 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\": \"Two-Day FREE delivery Wed, Apr 9 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\": \"One-Day FREE delivery Tomorrow, Apr 8 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\": \"Two-Day FREE delivery Wed, Apr 9 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 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Scent\": \"Wild Mint & Eucalyptus\"}]},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 9\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Classic\"}, {\"Size\": \"40 Count (Pack of 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\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 9 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 Thu, Apr 10 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 Thu, Apr 10 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 11 - 12 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\": \"Two-Day FREE delivery Wed, Apr 9 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\": \"One-Day FREE delivery Tomorrow, Apr 8 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 Tue, Apr 15\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Red\"}, {\"Size\": \"26 Inch\"}]}],\n\"saved_items\": [{\"title\": \"Terrasoul Superfoods Organic Rolled Oats, 5 lbs - Gluten-Free | Old-Fashioned | Whole Grain\", \"asin\": \"B08B2NZSLR\", \"options\": [{\"Flavor Name\": \"rolled oats\"}, {\"Size\": \"2.5 Pound (Pack of 2)\"}]},\n{\"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<|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\": \"2025-04-08T02:12:24.164Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-08T02:12:24.164Z
click_product
B0CKPB8DNK
rule
train
2,553
2025-04-08T02:12:24.164Z
click_product
B0CKPB8DNK
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_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"} {"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"} {"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"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} {"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"} {"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"} {"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"} {"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"} {"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"} {"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"} {"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:15:46.772Z", "action": "click_product", "action_argument": "B0043JTA7S"} {"timestamp": "2025-04-08T00:16:08.041Z", "action": "click_product", "action_argument": "B0777LRN9F"} {"timestamp": "2025-04-08T00:18:56.688Z", "action": "click_product", "action_argument": "B087MC1HW6"} {"timestamp": "2025-04-08T01:08:41.680Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray \u7f16\u7ec7"} {"timestamp": "2025-04-08T01:08:41.865Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:48.494Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray nylon"} {"timestamp": "2025-04-08T01:11:48.790Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:55.067Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:11:59.077Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-08T01:12:05.683Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:12:14.918Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:12.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:22.813Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:28.877Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:14:53.912Z", "action": "purchase", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T01:15:56.058Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:16:05.480Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:18:50.961Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:19:15.369Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:37.300Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:40.777Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:20:10.780Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T01:31:25.004Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:25.253Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:31.755Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 \u94f6"} {"timestamp": "2025-04-08T01:31:32.024Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:38.260Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 silver"} {"timestamp": "2025-04-08T01:31:38.516Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:42.383Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:43.603Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:43.858Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:12:01.493Z", "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": ""}], "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": "$18.39", "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": "$9.00", "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": "Misxi 2 Pack Tempered Glass Case Compatible for Apple Watch Series 10 (2024) 46mm, Hard PC Screen Protector Overall Protection Ultra-Thin Lightweight Scratch-Resistant Cover for iWatch, Satin Black", "asin": "B0DFVB13XF", "price": "$9.96", "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": "HHKB - Happy Hacking Keyboard Lid (CG01000-299001)", "asin": "B084DWG77B", "price": "$26.99", "quantity": ""}, {"title": "Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men", "asin": "B095K58Z9Y", "price": "$6.23", "quantity": ""}], "active_items": [{"title": "Lerobo Compatible with Apple Watch Band 44mm SE Series 8 45mm 46mm Series 9 Ultra 2 Band 49mm 42mm Men Women Elastic Nylon Solo Loop Sport Strap for iWatch Bands Series 10 7 6 5 4 3 2 1,Gray", "asin": "B0CKPB8DNK", "delivery": "One-Day FREE delivery Tomorrow, Apr 8 FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Gray"}, {"Size": "49mm/46mm/45mm/44mm/(42mm-Series 3 2 1)"}]}, {"title": "EPULY Compatible with Apple Watch Band 44mm 45mm 46mm(Series 10) 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 9 8 SE 7 6 5 4 Women Men -49/46/45/44mm Space Grey", "asin": "B09ZPB85JC", "delivery": "Two-Day FREE delivery Wed, Apr 9 FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Space Grey"}, {"Size": "Series10 46mm/Ultra2 49mm/45mm/44mm"}]}, {"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", "delivery": "FREE delivery Thu, Apr 10 FREE Returns", "quantity": "1", "selected": true, "options": []}, {"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": "One-Day FREE delivery Tomorrow, Apr 8 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 Wed, Apr 9 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 Wed, Apr 9 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": "Two-Day FREE delivery Wed, Apr 9 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "10Packs, 2800Sheets in Total"}]}, {"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": "Two-Day FREE delivery Wed, Apr 9 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": "Two-Day FREE delivery Wed, Apr 9 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": "FREE delivery Thu, Apr 10 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": "Two-Day FREE delivery Wed, Apr 9 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": "One-Day FREE delivery Tomorrow, Apr 8 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": "Two-Day FREE delivery Wed, Apr 9 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 8 FREE Returns", "quantity": "1", "selected": false, "options": [{"Scent": "Wild Mint & Eucalyptus"}]}, {"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "delivery": "Two-Day FREE delivery Wed, Apr 9", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Classic"}, {"Size": "40 Count (Pack of 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", "delivery": "Two-Day FREE delivery Wed, Apr 9 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 Thu, Apr 10 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 Thu, Apr 10 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 11 - 12 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": "Two-Day FREE delivery Wed, Apr 9 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": "One-Day FREE delivery Tomorrow, Apr 8 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 Tue, Apr 15", "quantity": "1", "selected": false, "options": [{"Color": "Red"}, {"Size": "26 Inch"}]}], "saved_items": [{"title": "Terrasoul Superfoods Organic Rolled Oats, 5 lbs - Gluten-Free | Old-Fashioned | Whole Grain", "asin": "B08B2NZSLR", "options": [{"Flavor Name": "rolled oats"}, {"Size": "2.5 Pound (Pack of 2)"}]}, {"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": []}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-08T02:12:24.164Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-08T02:12:24.164Z\",\"action\": \"click_product\",\"acion_argument\": \"B0CKPB8DNK\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-08T02:12:24.164Z\",\"action\": \"click_product\",\"acion_argument\": \"B0CKPB8DNK\",}</answer>", "index": 2553, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-05T19:02:57.880Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"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\"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\": \"$18.39\", \"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\": \"$9.00\", \"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\": \"Misxi 2 Pack Tempered Glass Case Compatible for Apple Watch Series 10 (2024) 46mm, Hard PC Screen Protector Overall Protection Ultra-Thin Lightweight Scratch-Resistant Cover for iWatch, Satin Black\", \"asin\": \"B0DFVB13XF\", \"price\": \"$9.96\", \"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\": \"HHKB - Happy Hacking Keyboard Lid (CG01000-299001)\", \"asin\": \"B084DWG77B\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Lerobo Compatible with Apple Watch Band 44mm SE Series 8 45mm 46mm Series 9 Ultra 2 Band 49mm 42mm Men Women Elastic Nylon Solo Loop Sport Strap for iWatch Bands Series 10 7 6 5 4 3 2 1,Gray\", \"asin\": \"B0CKPB8DNK\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Gray\"}, {\"Size\": \"49mm/46mm/45mm/44mm/(42mm-Series 3 2 1)\"}]},\n{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm(Series 10) 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 9 8 SE 7 6 5 4 Women Men -49/46/45/44mm Space Grey\", \"asin\": \"B09ZPB85JC\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 9 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Space Grey\"}, {\"Size\": \"Series10 46mm/Ultra2 49mm/45mm/44mm\"}]},\n{\"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\", \"delivery\": \"FREE delivery Thu, Apr 10 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\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\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 8 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 Wed, Apr 9 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 Wed, Apr 9 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\": \"Two-Day FREE delivery Wed, Apr 9 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"10Packs, 2800Sheets in Total\"}]},\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\": \"Two-Day FREE delivery Wed, Apr 9 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\": \"Two-Day FREE delivery Wed, Apr 9 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\": \"FREE delivery Thu, Apr 10 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\": \"Two-Day FREE delivery Wed, Apr 9 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\": \"One-Day FREE delivery Tomorrow, Apr 8 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\": \"Two-Day FREE delivery Wed, Apr 9 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 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Scent\": \"Wild Mint & Eucalyptus\"}]},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 9\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Classic\"}, {\"Size\": \"40 Count (Pack of 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\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 9 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 Thu, Apr 10 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 Thu, Apr 10 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 11 - 12 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\": \"Two-Day FREE delivery Wed, Apr 9 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\": \"One-Day FREE delivery Tomorrow, Apr 8 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 Tue, Apr 15\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Red\"}, {\"Size\": \"26 Inch\"}]}],\n\"saved_items\": [{\"title\": \"Terrasoul Superfoods Organic Rolled Oats, 5 lbs - Gluten-Free | Old-Fashioned | Whole Grain\", \"asin\": \"B08B2NZSLR\", \"options\": [{\"Flavor Name\": \"rolled oats\"}, {\"Size\": \"2.5 Pound (Pack of 2)\"}]},\n{\"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<|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\": \"2025-04-08T02:12:24.164Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-05T19:02:57.880Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"Lerobo Compatible with Apple Watch Band 44mm SE Series 8 45mm 46mm Series 9 Ultra 2 Band 49mm 42mm Men Women Elastic Nylon Solo Loop Sport Strap for iWatch Bands Series 10 7 6 5 4 3 2 1,Gray\", \"asin\": \"B0CKPB8DNK\", \"price\": \"$7.19\", \"quantity\": \"1\"},\n{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm(Series 10) 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 9 8 SE 7 6 5 4 Women Men -49/46/45/44mm Space Grey\", \"asin\": \"B09ZPB85JC\", \"price\": \"$11.89\", \"quantity\": \"1\"},\n{\"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\"product_details\": [{\"title\": \"Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap\"},\n{\"price\": \"$7.19\"},\n{\"bullet_list\": \"\\u3010FIT FOR APPLE WATCH ALL MODELS\\u3011Lerobo Elastic Nylon Sport bands compatible with Apple Watch Bands 44mm 45mm 46mm 42mm 41mm 40mm 38mm 49mm, for Apple Watch SE SE2 & iWatch Series 10 Series 9 Series 8 Series 7 Series 6 Series 5 Series 4 Series 3 Series 2 Series 1 for Apple Watch Ultra Band 49mm Ultra 2 Band 49mm for Apple Watch Series 10, works with all versions for Apple Watch. (Note: Smart watch is not included.) \\u3010Breathable & Comfortable Nylon Material\\u3011Lerobo sport watch bands for iWatch bands Series 9 are made of skin-friendly woven nylon elastic material, lightweight and breathable, durable and comfortable for wearing. Elastic braided bracelet wristbands could prevent skin from irritation. Special braided design makes the bands for apple watch looks more youthful fashionable, than original strap. Suitable as a special gift for friends and family on birthdays, Christmas, Valentine's Day or holidays. \\u3010Super Stretchy & Size Adjustable\\u3011The adjustable stretchy nylon solo loop band with super stretchy. One size fits most wrist, 38mm/40mm/41mm/(42mm-Series 10) suits for apple watch 40mm 4.5 inch - 9.5 inch wrists, also works for 41mm/38mm,series 10 42mm.49mm/46mm/45mm/44mm/(42mm-Series 3 2 1) suits for apple watch 44mm 4.5 inch-9.5 inch wrists,also works for 46mm/45mm/42mm/49mm.Simply move the closure to adjust it to the exact size of your wrist.Free size for both women and men on most occasions \\u3010Security & Easy to Install\\u3011Lerobo replacement band come with watch lugs on both ends, which locks onto watch band interface precisely and securely. It can effectively prevent the sport bands from falling off and becoming loose. A secure stretch bracelet strap compatible with Apple Watch Band for men women. The installation is simple and direct, with one-click disassembly, no tool needed. \\u301024h Customer Service\\u3011Lerobo durable wristband replacement for apple watch se bands are available in a variety of colors to match different outfits and suit different occasions and moods. Any problems with our smart sport watch bands, please feel free to contact us. We will solve them for you within 24 hours.\"},\n{\"asin\": \"B0CKPB8DNK\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Gray\"},\n{\"Size\": \"49mm/46mm/45mm/44mm/(42mm-Series 3 2 1)\"}],\n\"promotion_items\": [{\"title\": \"6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DPC29VLW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Suitisbest 2 Pack StretchFit Sport Bands Compatible with Apple Watch Ultra Band 49mm 46mm 45mm 44mm 42mm Men Women, Stretchy Sport Loop Strap with S-Hook for iWatch Series 10 Ultra SE 9 8 7 6 5 4 3\", \"asin\": \"B0CRVH5JL5\", \"price\": \"$22.09\", \"quantity\": \"\"},\n{\"title\": \"Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1\", \"asin\": \"B0BXCV38FZ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Suitisbest Sport Bands Compatible with Apple Watch Ultra Band 49mm 46mm 45mm 44mm 42mm 38mm 40mm 41mm Men Women, Stretchy Nylon Sport Loop Strap with S-Hook for iWatch Series 10 Ultra SE 9 8 7 6 5 4 3\", \"asin\": \"B0CKZ8W94T\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46m...\", \"asin\": \"B09K57JC8W\", \"price\": \"$7.57\", \"quantity\": \"\"},\n{\"title\": \"Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor\", \"asin\": \"B0DMNTM7VS\", \"price\": \"$6.38\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Adjustable Breathable Women Men Braided Strap Compatible for iWatch Series 10/9/8/7/6/5/4/3 SE Ultra 1/2\", \"asin\": \"B09K57JC8W\", \"price\": \"$7.57\", \"quantity\": \"\"},\n{\"title\": \"Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor\", \"asin\": \"B0DMNTM7VS\", \"price\": \"$6.38\", \"quantity\": \"\"},\n{\"title\": \"DaQin 3 Pack Stretchy Solo Loop Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2\", \"asin\": \"B095W1SBNB\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"DGege Sport Loop Band Compatible with Apple Watch Bands for Men 44mm 46mm 45mm 49mm 42mm 38mm 40mm 41mm Women,Stretch Adjustable Braided Nylon Straps for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE/Ultra\", \"asin\": \"B0D2H67XGX\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"WolliLe Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Replacement Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2/1\", \"asin\": \"B0DB5GHM3V\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DPC29VLW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Compatible with Apple Watch Band 44mm 45mm 46mm 42mm 49mm Men Women,Soft Silicone Breathable Sport Bands Compatible for Apple Watch Ultra 2 Band SE iWatch Series 10 9 8 7 6 5 4 3 2 1 Black\", \"asin\": \"B09131JLC1\", \"price\": \"$5.21\", \"quantity\": \"\"},\n{\"title\": \"Misxi 2 Pack Tempered Glass Case Compatible for Apple Watch Series 10 (2024) 46mm, Hard PC Screen Protector Overall Protection Ultra-Thin Lightweight Scratch-Resistant Cover for iWatch, Satin Black\", \"asin\": \"B0DFVB13XF\", \"price\": \"$9.96\", \"quantity\": \"\"},\n{\"title\": \"Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men\", \"asin\": \"/promo/ARQIL980BCU5A\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Lenrao Sport Nylon Loop Strap Compatible with Apple Watch Bands 38/40/41/42/44/45/46/49mm, for Women Men\\uff0cfor IWatch Series SE 10/9/8/7/6/5/4/3 Ultra\", \"asin\": \"B0CQT7SZ8J\", \"price\": \"$11.39\", \"quantity\": \"\"},\n{\"title\": \"ENJINER Stretchy Nylon Solo Loop Bands Compatible with Apple Watch 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Ultra 2 iWatch Series 10 9 8 7 SE 6 5 4 3 2 1 Strap,Sport Elastic Braided Women Men\", \"asin\": \"B08YMMDR1Q\", \"price\": \"$9.99\", \"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\": \"2025-04-08T02:12:35.377Z\", // 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
2025-04-08T02:12:35.377Z
click
review
rule
train
2,554
2025-04-08T02:12:35.377Z
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": "2025-04-05T19:02:57.880Z", "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"} {"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"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} {"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"} {"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"} {"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"} {"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"} {"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"} {"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"} {"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:15:46.772Z", "action": "click_product", "action_argument": "B0043JTA7S"} {"timestamp": "2025-04-08T00:16:08.041Z", "action": "click_product", "action_argument": "B0777LRN9F"} {"timestamp": "2025-04-08T00:18:56.688Z", "action": "click_product", "action_argument": "B087MC1HW6"} {"timestamp": "2025-04-08T01:08:41.680Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray \u7f16\u7ec7"} {"timestamp": "2025-04-08T01:08:41.865Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:48.494Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray nylon"} {"timestamp": "2025-04-08T01:11:48.790Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:55.067Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:11:59.077Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-08T01:12:05.683Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:12:14.918Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:12.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:22.813Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:28.877Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:14:53.912Z", "action": "purchase", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T01:15:56.058Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:16:05.480Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:18:50.961Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:19:15.369Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:37.300Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:40.777Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:20:10.780Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T01:31:25.004Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:25.253Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:31.755Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 \u94f6"} {"timestamp": "2025-04-08T01:31:32.024Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:38.260Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 silver"} {"timestamp": "2025-04-08T01:31:38.516Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:42.383Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:43.603Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:43.858Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:12:01.493Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:12:24.164Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata 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": "Lerobo Compatible with Apple Watch Band 44mm SE Series 8 45mm 46mm Series 9 Ultra 2 Band 49mm 42mm Men Women Elastic Nylon Solo Loop Sport Strap for iWatch Bands Series 10 7 6 5 4 3 2 1,Gray", "asin": "B0CKPB8DNK", "price": "$7.19", "quantity": "1"}, {"title": "EPULY Compatible with Apple Watch Band 44mm 45mm 46mm(Series 10) 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 9 8 SE 7 6 5 4 Women Men -49/46/45/44mm Space Grey", "asin": "B09ZPB85JC", "price": "$11.89", "quantity": "1"}, {"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"}], "product_details": [{"title": "Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap"}, {"price": "$7.19"}, {"bullet_list": "\u3010FIT FOR APPLE WATCH ALL MODELS\u3011Lerobo Elastic Nylon Sport bands compatible with Apple Watch Bands 44mm 45mm 46mm 42mm 41mm 40mm 38mm 49mm, for Apple Watch SE SE2 & iWatch Series 10 Series 9 Series 8 Series 7 Series 6 Series 5 Series 4 Series 3 Series 2 Series 1 for Apple Watch Ultra Band 49mm Ultra 2 Band 49mm for Apple Watch Series 10, works with all versions for Apple Watch. (Note: Smart watch is not included.) \u3010Breathable & Comfortable Nylon Material\u3011Lerobo sport watch bands for iWatch bands Series 9 are made of skin-friendly woven nylon elastic material, lightweight and breathable, durable and comfortable for wearing. Elastic braided bracelet wristbands could prevent skin from irritation. Special braided design makes the bands for apple watch looks more youthful fashionable, than original strap. Suitable as a special gift for friends and family on birthdays, Christmas, Valentine's Day or holidays. \u3010Super Stretchy & Size Adjustable\u3011The adjustable stretchy nylon solo loop band with super stretchy. One size fits most wrist, 38mm/40mm/41mm/(42mm-Series 10) suits for apple watch 40mm 4.5 inch - 9.5 inch wrists, also works for 41mm/38mm,series 10 42mm.49mm/46mm/45mm/44mm/(42mm-Series 3 2 1) suits for apple watch 44mm 4.5 inch-9.5 inch wrists,also works for 46mm/45mm/42mm/49mm.Simply move the closure to adjust it to the exact size of your wrist.Free size for both women and men on most occasions \u3010Security & Easy to Install\u3011Lerobo replacement band come with watch lugs on both ends, which locks onto watch band interface precisely and securely. It can effectively prevent the sport bands from falling off and becoming loose. A secure stretch bracelet strap compatible with Apple Watch Band for men women. The installation is simple and direct, with one-click disassembly, no tool needed. \u301024h Customer Service\u3011Lerobo durable wristband replacement for apple watch se bands are available in a variety of colors to match different outfits and suit different occasions and moods. Any problems with our smart sport watch bands, please feel free to contact us. We will solve them for you within 24 hours."}, {"asin": "B0CKPB8DNK"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Gray"}, {"Size": "49mm/46mm/45mm/44mm/(42mm-Series 3 2 1)"}], "promotion_items": [{"title": "6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B0DPC29VLW", "price": "$12.99", "quantity": ""}, {"title": "Suitisbest 2 Pack StretchFit Sport Bands Compatible with Apple Watch Ultra Band 49mm 46mm 45mm 44mm 42mm Men Women, Stretchy Sport Loop Strap with S-Hook for iWatch Series 10 Ultra SE 9 8 7 6 5 4 3", "asin": "B0CRVH5JL5", "price": "$22.09", "quantity": ""}, {"title": "Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1", "asin": "B0BXCV38FZ", "price": "$9.99", "quantity": ""}, {"title": "Suitisbest Sport Bands Compatible with Apple Watch Ultra Band 49mm 46mm 45mm 44mm 42mm 38mm 40mm 41mm Men Women, Stretchy Nylon Sport Loop Strap with S-Hook for iWatch Series 10 Ultra SE 9 8 7 6 5 4 3", "asin": "B0CKZ8W94T", "price": "$15.99", "quantity": ""}, {"title": "Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men", "asin": "B095K58Z9Y", "price": "$6.23", "quantity": ""}, {"title": "Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46m...", "asin": "B09K57JC8W", "price": "$7.57", "quantity": ""}, {"title": "Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor", "asin": "B0DMNTM7VS", "price": "$6.38", "quantity": ""}, {"title": "Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men", "asin": "B095K58Z9Y", "price": "$6.23", "quantity": ""}, {"title": "Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Adjustable Breathable Women Men Braided Strap Compatible for iWatch Series 10/9/8/7/6/5/4/3 SE Ultra 1/2", "asin": "B09K57JC8W", "price": "$7.57", "quantity": ""}, {"title": "Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor", "asin": "B0DMNTM7VS", "price": "$6.38", "quantity": ""}, {"title": "DaQin 3 Pack Stretchy Solo Loop Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2", "asin": "B095W1SBNB", "price": "$7.99", "quantity": ""}, {"title": "DGege Sport Loop Band Compatible with Apple Watch Bands for Men 44mm 46mm 45mm 49mm 42mm 38mm 40mm 41mm Women,Stretch Adjustable Braided Nylon Straps for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE/Ultra", "asin": "B0D2H67XGX", "price": "$4.99", "quantity": ""}, {"title": "WolliLe Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Replacement Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2/1", "asin": "B0DB5GHM3V", "price": "$9.99", "quantity": ""}, {"title": "6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B0DPC29VLW", "price": "$12.99", "quantity": ""}, {"title": "Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men", "asin": "B095K58Z9Y", "price": "$6.23", "quantity": ""}, {"title": "Lerobo Compatible with Apple Watch Band 44mm 45mm 46mm 42mm 49mm Men Women,Soft Silicone Breathable Sport Bands Compatible for Apple Watch Ultra 2 Band SE iWatch Series 10 9 8 7 6 5 4 3 2 1 Black", "asin": "B09131JLC1", "price": "$5.21", "quantity": ""}, {"title": "Misxi 2 Pack Tempered Glass Case Compatible for Apple Watch Series 10 (2024) 46mm, Hard PC Screen Protector Overall Protection Ultra-Thin Lightweight Scratch-Resistant Cover for iWatch, Satin Black", "asin": "B0DFVB13XF", "price": "$9.96", "quantity": ""}, {"title": "Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men", "asin": "/promo/ARQIL980BCU5A", "price": "$13.99", "quantity": ""}, {"title": "Lenrao Sport Nylon Loop Strap Compatible with Apple Watch Bands 38/40/41/42/44/45/46/49mm, for Women Men\uff0cfor IWatch Series SE 10/9/8/7/6/5/4/3 Ultra", "asin": "B0CQT7SZ8J", "price": "$11.39", "quantity": ""}, {"title": "ENJINER Stretchy Nylon Solo Loop Bands Compatible with Apple Watch 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Ultra 2 iWatch Series 10 9 8 7 SE 6 5 4 3 2 1 Strap,Sport Elastic Braided Women Men", "asin": "B08YMMDR1Q", "price": "$9.99", "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": "2025-04-08T02:12:35.377Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-08T02:12:35.377Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-08T02:12:35.377Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "index": 2554, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-05T19:02:57.880Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"Lerobo Compatible with Apple Watch Band 44mm SE Series 8 45mm 46mm Series 9 Ultra 2 Band 49mm 42mm Men Women Elastic Nylon Solo Loop Sport Strap for iWatch Bands Series 10 7 6 5 4 3 2 1,Gray\", \"asin\": \"B0CKPB8DNK\", \"price\": \"$7.19\", \"quantity\": \"1\"},\n{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm(Series 10) 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 9 8 SE 7 6 5 4 Women Men -49/46/45/44mm Space Grey\", \"asin\": \"B09ZPB85JC\", \"price\": \"$11.89\", \"quantity\": \"1\"},\n{\"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\"product_details\": [{\"title\": \"Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap\"},\n{\"price\": \"$7.19\"},\n{\"bullet_list\": \"\\u3010FIT FOR APPLE WATCH ALL MODELS\\u3011Lerobo Elastic Nylon Sport bands compatible with Apple Watch Bands 44mm 45mm 46mm 42mm 41mm 40mm 38mm 49mm, for Apple Watch SE SE2 & iWatch Series 10 Series 9 Series 8 Series 7 Series 6 Series 5 Series 4 Series 3 Series 2 Series 1 for Apple Watch Ultra Band 49mm Ultra 2 Band 49mm for Apple Watch Series 10, works with all versions for Apple Watch. (Note: Smart watch is not included.) \\u3010Breathable & Comfortable Nylon Material\\u3011Lerobo sport watch bands for iWatch bands Series 9 are made of skin-friendly woven nylon elastic material, lightweight and breathable, durable and comfortable for wearing. Elastic braided bracelet wristbands could prevent skin from irritation. Special braided design makes the bands for apple watch looks more youthful fashionable, than original strap. Suitable as a special gift for friends and family on birthdays, Christmas, Valentine's Day or holidays. \\u3010Super Stretchy & Size Adjustable\\u3011The adjustable stretchy nylon solo loop band with super stretchy. One size fits most wrist, 38mm/40mm/41mm/(42mm-Series 10) suits for apple watch 40mm 4.5 inch - 9.5 inch wrists, also works for 41mm/38mm,series 10 42mm.49mm/46mm/45mm/44mm/(42mm-Series 3 2 1) suits for apple watch 44mm 4.5 inch-9.5 inch wrists,also works for 46mm/45mm/42mm/49mm.Simply move the closure to adjust it to the exact size of your wrist.Free size for both women and men on most occasions \\u3010Security & Easy to Install\\u3011Lerobo replacement band come with watch lugs on both ends, which locks onto watch band interface precisely and securely. It can effectively prevent the sport bands from falling off and becoming loose. A secure stretch bracelet strap compatible with Apple Watch Band for men women. The installation is simple and direct, with one-click disassembly, no tool needed. \\u301024h Customer Service\\u3011Lerobo durable wristband replacement for apple watch se bands are available in a variety of colors to match different outfits and suit different occasions and moods. Any problems with our smart sport watch bands, please feel free to contact us. We will solve them for you within 24 hours.\"},\n{\"asin\": \"B0CKPB8DNK\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Gray\"},\n{\"Size\": \"49mm/46mm/45mm/44mm/(42mm-Series 3 2 1)\"}],\n\"promotion_items\": [{\"title\": \"6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DPC29VLW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Suitisbest 2 Pack StretchFit Sport Bands Compatible with Apple Watch Ultra Band 49mm 46mm 45mm 44mm 42mm Men Women, Stretchy Sport Loop Strap with S-Hook for iWatch Series 10 Ultra SE 9 8 7 6 5 4 3\", \"asin\": \"B0CRVH5JL5\", \"price\": \"$22.09\", \"quantity\": \"\"},\n{\"title\": \"Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1\", \"asin\": \"B0BXCV38FZ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Suitisbest Sport Bands Compatible with Apple Watch Ultra Band 49mm 46mm 45mm 44mm 42mm 38mm 40mm 41mm Men Women, Stretchy Nylon Sport Loop Strap with S-Hook for iWatch Series 10 Ultra SE 9 8 7 6 5 4 3\", \"asin\": \"B0CKZ8W94T\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46m...\", \"asin\": \"B09K57JC8W\", \"price\": \"$7.57\", \"quantity\": \"\"},\n{\"title\": \"Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor\", \"asin\": \"B0DMNTM7VS\", \"price\": \"$6.38\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Adjustable Breathable Women Men Braided Strap Compatible for iWatch Series 10/9/8/7/6/5/4/3 SE Ultra 1/2\", \"asin\": \"B09K57JC8W\", \"price\": \"$7.57\", \"quantity\": \"\"},\n{\"title\": \"Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor\", \"asin\": \"B0DMNTM7VS\", \"price\": \"$6.38\", \"quantity\": \"\"},\n{\"title\": \"DaQin 3 Pack Stretchy Solo Loop Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2\", \"asin\": \"B095W1SBNB\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"DGege Sport Loop Band Compatible with Apple Watch Bands for Men 44mm 46mm 45mm 49mm 42mm 38mm 40mm 41mm Women,Stretch Adjustable Braided Nylon Straps for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE/Ultra\", \"asin\": \"B0D2H67XGX\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"WolliLe Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Replacement Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2/1\", \"asin\": \"B0DB5GHM3V\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DPC29VLW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Compatible with Apple Watch Band 44mm 45mm 46mm 42mm 49mm Men Women,Soft Silicone Breathable Sport Bands Compatible for Apple Watch Ultra 2 Band SE iWatch Series 10 9 8 7 6 5 4 3 2 1 Black\", \"asin\": \"B09131JLC1\", \"price\": \"$5.21\", \"quantity\": \"\"},\n{\"title\": \"Misxi 2 Pack Tempered Glass Case Compatible for Apple Watch Series 10 (2024) 46mm, Hard PC Screen Protector Overall Protection Ultra-Thin Lightweight Scratch-Resistant Cover for iWatch, Satin Black\", \"asin\": \"B0DFVB13XF\", \"price\": \"$9.96\", \"quantity\": \"\"},\n{\"title\": \"Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men\", \"asin\": \"/promo/ARQIL980BCU5A\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Lenrao Sport Nylon Loop Strap Compatible with Apple Watch Bands 38/40/41/42/44/45/46/49mm, for Women Men\\uff0cfor IWatch Series SE 10/9/8/7/6/5/4/3 Ultra\", \"asin\": \"B0CQT7SZ8J\", \"price\": \"$11.39\", \"quantity\": \"\"},\n{\"title\": \"ENJINER Stretchy Nylon Solo Loop Bands Compatible with Apple Watch 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Ultra 2 iWatch Series 10 9 8 7 SE 6 5 4 3 2 1 Strap,Sport Elastic Braided Women Men\", \"asin\": \"B08YMMDR1Q\", \"price\": \"$9.99\", \"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\": \"2025-04-08T02:12:35.377Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-05T19:02:57.880Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Lerobo Compatible with Apple Watch Band 44mm SE Series 8 45mm 46mm Series 9 Ultra 2 Band 49mm 42mm Men Women Elastic Nylon Solo Loop Sport Strap for iWatch Bands Series 10 7 6 5 4 3 2 1,Gray\", \"asin\": \"B0CKPB8DNK\", \"price\": \"$7.19\", \"quantity\": \"1\"},\n{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm(Series 10) 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 9 8 SE 7 6 5 4 Women Men -49/46/45/44mm Space Grey\", \"asin\": \"B09ZPB85JC\", \"price\": \"$11.89\", \"quantity\": \"1\"},\n{\"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\"product_details\": [{\"title\": \"Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap\"},\n{\"price\": \"$7.19\"},\n{\"bullet_list\": \"\\u3010FIT FOR APPLE WATCH ALL MODELS\\u3011Lerobo Elastic Nylon Sport bands compatible with Apple Watch Bands 44mm 45mm 46mm 42mm 41mm 40mm 38mm 49mm, for Apple Watch SE SE2 & iWatch Series 10 Series 9 Series 8 Series 7 Series 6 Series 5 Series 4 Series 3 Series 2 Series 1 for Apple Watch Ultra Band 49mm Ultra 2 Band 49mm for Apple Watch Series 10, works with all versions for Apple Watch. (Note: Smart watch is not included.) \\u3010Breathable & Comfortable Nylon Material\\u3011Lerobo sport watch bands for iWatch bands Series 9 are made of skin-friendly woven nylon elastic material, lightweight and breathable, durable and comfortable for wearing. Elastic braided bracelet wristbands could prevent skin from irritation. Special braided design makes the bands for apple watch looks more youthful fashionable, than original strap. Suitable as a special gift for friends and family on birthdays, Christmas, Valentine's Day or holidays. \\u3010Super Stretchy & Size Adjustable\\u3011The adjustable stretchy nylon solo loop band with super stretchy. One size fits most wrist, 38mm/40mm/41mm/(42mm-Series 10) suits for apple watch 40mm 4.5 inch - 9.5 inch wrists, also works for 41mm/38mm,series 10 42mm.49mm/46mm/45mm/44mm/(42mm-Series 3 2 1) suits for apple watch 44mm 4.5 inch-9.5 inch wrists,also works for 46mm/45mm/42mm/49mm.Simply move the closure to adjust it to the exact size of your wrist.Free size for both women and men on most occasions \\u3010Security & Easy to Install\\u3011Lerobo replacement band come with watch lugs on both ends, which locks onto watch band interface precisely and securely. It can effectively prevent the sport bands from falling off and becoming loose. A secure stretch bracelet strap compatible with Apple Watch Band for men women. The installation is simple and direct, with one-click disassembly, no tool needed. \\u301024h Customer Service\\u3011Lerobo durable wristband replacement for apple watch se bands are available in a variety of colors to match different outfits and suit different occasions and moods. Any problems with our smart sport watch bands, please feel free to contact us. We will solve them for you within 24 hours.\"},\n{\"asin\": \"B0CKPB8DNK\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Gray\"},\n{\"Size\": \"49mm/46mm/45mm/44mm/(42mm-Series 3 2 1)\"}],\n\"promotion_items\": [{\"title\": \"6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DPC29VLW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Suitisbest 2 Pack StretchFit Sport Bands Compatible with Apple Watch Ultra Band 49mm 46mm 45mm 44mm 42mm Men Women, Stretchy Sport Loop Strap with S-Hook for iWatch Series 10 Ultra SE 9 8 7 6 5 4 3\", \"asin\": \"B0CRVH5JL5\", \"price\": \"$22.09\", \"quantity\": \"\"},\n{\"title\": \"Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1\", \"asin\": \"B0BXCV38FZ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Suitisbest Sport Bands Compatible with Apple Watch Ultra Band 49mm 46mm 45mm 44mm 42mm 38mm 40mm 41mm Men Women, Stretchy Nylon Sport Loop Strap with S-Hook for iWatch Series 10 Ultra SE 9 8 7 6 5 4 3\", \"asin\": \"B0CKZ8W94T\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46m...\", \"asin\": \"B09K57JC8W\", \"price\": \"$7.57\", \"quantity\": \"\"},\n{\"title\": \"Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor\", \"asin\": \"B0DMNTM7VS\", \"price\": \"$6.38\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Adjustable Breathable Women Men Braided Strap Compatible for iWatch Series 10/9/8/7/6/5/4/3 SE Ultra 1/2\", \"asin\": \"B09K57JC8W\", \"price\": \"$7.57\", \"quantity\": \"\"},\n{\"title\": \"Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor\", \"asin\": \"B0DMNTM7VS\", \"price\": \"$6.38\", \"quantity\": \"\"},\n{\"title\": \"DaQin 3 Pack Stretchy Solo Loop Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2\", \"asin\": \"B095W1SBNB\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"DGege Sport Loop Band Compatible with Apple Watch Bands for Men 44mm 46mm 45mm 49mm 42mm 38mm 40mm 41mm Women,Stretch Adjustable Braided Nylon Straps for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE/Ultra\", \"asin\": \"B0D2H67XGX\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"WolliLe Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Replacement Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2/1\", \"asin\": \"B0DB5GHM3V\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DPC29VLW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Compatible with Apple Watch Band 44mm 45mm 46mm 42mm 49mm Men Women,Soft Silicone Breathable Sport Bands Compatible for Apple Watch Ultra 2 Band SE iWatch Series 10 9 8 7 6 5 4 3 2 1 Black\", \"asin\": \"B09131JLC1\", \"price\": \"$5.21\", \"quantity\": \"\"},\n{\"title\": \"Misxi 2 Pack Tempered Glass Case Compatible for Apple Watch Series 10 (2024) 46mm, Hard PC Screen Protector Overall Protection Ultra-Thin Lightweight Scratch-Resistant Cover for iWatch, Satin Black\", \"asin\": \"B0DFVB13XF\", \"price\": \"$9.96\", \"quantity\": \"\"},\n{\"title\": \"Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men\", \"asin\": \"/promo/ARQIL980BCU5A\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Lenrao Sport Nylon Loop Strap Compatible with Apple Watch Bands 38/40/41/42/44/45/46/49mm, for Women Men\\uff0cfor IWatch Series SE 10/9/8/7/6/5/4/3 Ultra\", \"asin\": \"B0CQT7SZ8J\", \"price\": \"$11.39\", \"quantity\": \"\"},\n{\"title\": \"ENJINER Stretchy Nylon Solo Loop Bands Compatible with Apple Watch 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Ultra 2 iWatch Series 10 9 8 7 SE 6 5 4 3 2 1 Strap,Sport Elastic Braided Women Men\", \"asin\": \"B08YMMDR1Q\", \"price\": \"$9.99\", \"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\": \"2025-04-08T02:12:37.752Z\", // 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
2025-04-08T02:12:37.752Z
click
review
rule
train
2,555
2025-04-08T02:12:37.752Z
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": "2025-04-05T19:02:57.880Z", "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"} {"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"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} {"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"} {"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"} {"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"} {"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"} {"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"} {"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"} {"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:15:46.772Z", "action": "click_product", "action_argument": "B0043JTA7S"} {"timestamp": "2025-04-08T00:16:08.041Z", "action": "click_product", "action_argument": "B0777LRN9F"} {"timestamp": "2025-04-08T00:18:56.688Z", "action": "click_product", "action_argument": "B087MC1HW6"} {"timestamp": "2025-04-08T01:08:41.680Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray \u7f16\u7ec7"} {"timestamp": "2025-04-08T01:08:41.865Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:48.494Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray nylon"} {"timestamp": "2025-04-08T01:11:48.790Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:55.067Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:11:59.077Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-08T01:12:05.683Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:12:14.918Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:12.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:22.813Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:28.877Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:14:53.912Z", "action": "purchase", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T01:15:56.058Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:16:05.480Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:18:50.961Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:19:15.369Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:37.300Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:40.777Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:20:10.780Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T01:31:25.004Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:25.253Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:31.755Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 \u94f6"} {"timestamp": "2025-04-08T01:31:32.024Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:38.260Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 silver"} {"timestamp": "2025-04-08T01:31:38.516Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:42.383Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:43.603Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:43.858Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:12:01.493Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:12:24.164Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:12:35.377Z", "action": "click", "action_argument": "review"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}], "cart_items": [{"title": "Lerobo Compatible with Apple Watch Band 44mm SE Series 8 45mm 46mm Series 9 Ultra 2 Band 49mm 42mm Men Women Elastic Nylon Solo Loop Sport Strap for iWatch Bands Series 10 7 6 5 4 3 2 1,Gray", "asin": "B0CKPB8DNK", "price": "$7.19", "quantity": "1"}, {"title": "EPULY Compatible with Apple Watch Band 44mm 45mm 46mm(Series 10) 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 9 8 SE 7 6 5 4 Women Men -49/46/45/44mm Space Grey", "asin": "B09ZPB85JC", "price": "$11.89", "quantity": "1"}, {"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"}], "product_details": [{"title": "Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap"}, {"price": "$7.19"}, {"bullet_list": "\u3010FIT FOR APPLE WATCH ALL MODELS\u3011Lerobo Elastic Nylon Sport bands compatible with Apple Watch Bands 44mm 45mm 46mm 42mm 41mm 40mm 38mm 49mm, for Apple Watch SE SE2 & iWatch Series 10 Series 9 Series 8 Series 7 Series 6 Series 5 Series 4 Series 3 Series 2 Series 1 for Apple Watch Ultra Band 49mm Ultra 2 Band 49mm for Apple Watch Series 10, works with all versions for Apple Watch. (Note: Smart watch is not included.) \u3010Breathable & Comfortable Nylon Material\u3011Lerobo sport watch bands for iWatch bands Series 9 are made of skin-friendly woven nylon elastic material, lightweight and breathable, durable and comfortable for wearing. Elastic braided bracelet wristbands could prevent skin from irritation. Special braided design makes the bands for apple watch looks more youthful fashionable, than original strap. Suitable as a special gift for friends and family on birthdays, Christmas, Valentine's Day or holidays. \u3010Super Stretchy & Size Adjustable\u3011The adjustable stretchy nylon solo loop band with super stretchy. One size fits most wrist, 38mm/40mm/41mm/(42mm-Series 10) suits for apple watch 40mm 4.5 inch - 9.5 inch wrists, also works for 41mm/38mm,series 10 42mm.49mm/46mm/45mm/44mm/(42mm-Series 3 2 1) suits for apple watch 44mm 4.5 inch-9.5 inch wrists,also works for 46mm/45mm/42mm/49mm.Simply move the closure to adjust it to the exact size of your wrist.Free size for both women and men on most occasions \u3010Security & Easy to Install\u3011Lerobo replacement band come with watch lugs on both ends, which locks onto watch band interface precisely and securely. It can effectively prevent the sport bands from falling off and becoming loose. A secure stretch bracelet strap compatible with Apple Watch Band for men women. The installation is simple and direct, with one-click disassembly, no tool needed. \u301024h Customer Service\u3011Lerobo durable wristband replacement for apple watch se bands are available in a variety of colors to match different outfits and suit different occasions and moods. Any problems with our smart sport watch bands, please feel free to contact us. We will solve them for you within 24 hours."}, {"asin": "B0CKPB8DNK"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Gray"}, {"Size": "49mm/46mm/45mm/44mm/(42mm-Series 3 2 1)"}], "promotion_items": [{"title": "6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B0DPC29VLW", "price": "$12.99", "quantity": ""}, {"title": "Suitisbest 2 Pack StretchFit Sport Bands Compatible with Apple Watch Ultra Band 49mm 46mm 45mm 44mm 42mm Men Women, Stretchy Sport Loop Strap with S-Hook for iWatch Series 10 Ultra SE 9 8 7 6 5 4 3", "asin": "B0CRVH5JL5", "price": "$22.09", "quantity": ""}, {"title": "Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1", "asin": "B0BXCV38FZ", "price": "$9.99", "quantity": ""}, {"title": "Suitisbest Sport Bands Compatible with Apple Watch Ultra Band 49mm 46mm 45mm 44mm 42mm 38mm 40mm 41mm Men Women, Stretchy Nylon Sport Loop Strap with S-Hook for iWatch Series 10 Ultra SE 9 8 7 6 5 4 3", "asin": "B0CKZ8W94T", "price": "$15.99", "quantity": ""}, {"title": "Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men", "asin": "B095K58Z9Y", "price": "$6.23", "quantity": ""}, {"title": "Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46m...", "asin": "B09K57JC8W", "price": "$7.57", "quantity": ""}, {"title": "Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor", "asin": "B0DMNTM7VS", "price": "$6.38", "quantity": ""}, {"title": "Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men", "asin": "B095K58Z9Y", "price": "$6.23", "quantity": ""}, {"title": "Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Adjustable Breathable Women Men Braided Strap Compatible for iWatch Series 10/9/8/7/6/5/4/3 SE Ultra 1/2", "asin": "B09K57JC8W", "price": "$7.57", "quantity": ""}, {"title": "Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor", "asin": "B0DMNTM7VS", "price": "$6.38", "quantity": ""}, {"title": "DaQin 3 Pack Stretchy Solo Loop Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2", "asin": "B095W1SBNB", "price": "$7.99", "quantity": ""}, {"title": "DGege Sport Loop Band Compatible with Apple Watch Bands for Men 44mm 46mm 45mm 49mm 42mm 38mm 40mm 41mm Women,Stretch Adjustable Braided Nylon Straps for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE/Ultra", "asin": "B0D2H67XGX", "price": "$4.99", "quantity": ""}, {"title": "WolliLe Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Replacement Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2/1", "asin": "B0DB5GHM3V", "price": "$9.99", "quantity": ""}, {"title": "6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B0DPC29VLW", "price": "$12.99", "quantity": ""}, {"title": "Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men", "asin": "B095K58Z9Y", "price": "$6.23", "quantity": ""}, {"title": "Lerobo Compatible with Apple Watch Band 44mm 45mm 46mm 42mm 49mm Men Women,Soft Silicone Breathable Sport Bands Compatible for Apple Watch Ultra 2 Band SE iWatch Series 10 9 8 7 6 5 4 3 2 1 Black", "asin": "B09131JLC1", "price": "$5.21", "quantity": ""}, {"title": "Misxi 2 Pack Tempered Glass Case Compatible for Apple Watch Series 10 (2024) 46mm, Hard PC Screen Protector Overall Protection Ultra-Thin Lightweight Scratch-Resistant Cover for iWatch, Satin Black", "asin": "B0DFVB13XF", "price": "$9.96", "quantity": ""}, {"title": "Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men", "asin": "/promo/ARQIL980BCU5A", "price": "$13.99", "quantity": ""}, {"title": "Lenrao Sport Nylon Loop Strap Compatible with Apple Watch Bands 38/40/41/42/44/45/46/49mm, for Women Men\uff0cfor IWatch Series SE 10/9/8/7/6/5/4/3 Ultra", "asin": "B0CQT7SZ8J", "price": "$11.39", "quantity": ""}, {"title": "ENJINER Stretchy Nylon Solo Loop Bands Compatible with Apple Watch 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Ultra 2 iWatch Series 10 9 8 7 SE 6 5 4 3 2 1 Strap,Sport Elastic Braided Women Men", "asin": "B08YMMDR1Q", "price": "$9.99", "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": "2025-04-08T02:12:37.752Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-08T02:12:37.752Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-08T02:12:37.752Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "index": 2555, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-05T19:02:57.880Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Lerobo Compatible with Apple Watch Band 44mm SE Series 8 45mm 46mm Series 9 Ultra 2 Band 49mm 42mm Men Women Elastic Nylon Solo Loop Sport Strap for iWatch Bands Series 10 7 6 5 4 3 2 1,Gray\", \"asin\": \"B0CKPB8DNK\", \"price\": \"$7.19\", \"quantity\": \"1\"},\n{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm(Series 10) 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 9 8 SE 7 6 5 4 Women Men -49/46/45/44mm Space Grey\", \"asin\": \"B09ZPB85JC\", \"price\": \"$11.89\", \"quantity\": \"1\"},\n{\"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\"product_details\": [{\"title\": \"Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap\"},\n{\"price\": \"$7.19\"},\n{\"bullet_list\": \"\\u3010FIT FOR APPLE WATCH ALL MODELS\\u3011Lerobo Elastic Nylon Sport bands compatible with Apple Watch Bands 44mm 45mm 46mm 42mm 41mm 40mm 38mm 49mm, for Apple Watch SE SE2 & iWatch Series 10 Series 9 Series 8 Series 7 Series 6 Series 5 Series 4 Series 3 Series 2 Series 1 for Apple Watch Ultra Band 49mm Ultra 2 Band 49mm for Apple Watch Series 10, works with all versions for Apple Watch. (Note: Smart watch is not included.) \\u3010Breathable & Comfortable Nylon Material\\u3011Lerobo sport watch bands for iWatch bands Series 9 are made of skin-friendly woven nylon elastic material, lightweight and breathable, durable and comfortable for wearing. Elastic braided bracelet wristbands could prevent skin from irritation. Special braided design makes the bands for apple watch looks more youthful fashionable, than original strap. Suitable as a special gift for friends and family on birthdays, Christmas, Valentine's Day or holidays. \\u3010Super Stretchy & Size Adjustable\\u3011The adjustable stretchy nylon solo loop band with super stretchy. One size fits most wrist, 38mm/40mm/41mm/(42mm-Series 10) suits for apple watch 40mm 4.5 inch - 9.5 inch wrists, also works for 41mm/38mm,series 10 42mm.49mm/46mm/45mm/44mm/(42mm-Series 3 2 1) suits for apple watch 44mm 4.5 inch-9.5 inch wrists,also works for 46mm/45mm/42mm/49mm.Simply move the closure to adjust it to the exact size of your wrist.Free size for both women and men on most occasions \\u3010Security & Easy to Install\\u3011Lerobo replacement band come with watch lugs on both ends, which locks onto watch band interface precisely and securely. It can effectively prevent the sport bands from falling off and becoming loose. A secure stretch bracelet strap compatible with Apple Watch Band for men women. The installation is simple and direct, with one-click disassembly, no tool needed. \\u301024h Customer Service\\u3011Lerobo durable wristband replacement for apple watch se bands are available in a variety of colors to match different outfits and suit different occasions and moods. Any problems with our smart sport watch bands, please feel free to contact us. We will solve them for you within 24 hours.\"},\n{\"asin\": \"B0CKPB8DNK\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Gray\"},\n{\"Size\": \"49mm/46mm/45mm/44mm/(42mm-Series 3 2 1)\"}],\n\"promotion_items\": [{\"title\": \"6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DPC29VLW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Suitisbest 2 Pack StretchFit Sport Bands Compatible with Apple Watch Ultra Band 49mm 46mm 45mm 44mm 42mm Men Women, Stretchy Sport Loop Strap with S-Hook for iWatch Series 10 Ultra SE 9 8 7 6 5 4 3\", \"asin\": \"B0CRVH5JL5\", \"price\": \"$22.09\", \"quantity\": \"\"},\n{\"title\": \"Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1\", \"asin\": \"B0BXCV38FZ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Suitisbest Sport Bands Compatible with Apple Watch Ultra Band 49mm 46mm 45mm 44mm 42mm 38mm 40mm 41mm Men Women, Stretchy Nylon Sport Loop Strap with S-Hook for iWatch Series 10 Ultra SE 9 8 7 6 5 4 3\", \"asin\": \"B0CKZ8W94T\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46m...\", \"asin\": \"B09K57JC8W\", \"price\": \"$7.57\", \"quantity\": \"\"},\n{\"title\": \"Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor\", \"asin\": \"B0DMNTM7VS\", \"price\": \"$6.38\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Adjustable Breathable Women Men Braided Strap Compatible for iWatch Series 10/9/8/7/6/5/4/3 SE Ultra 1/2\", \"asin\": \"B09K57JC8W\", \"price\": \"$7.57\", \"quantity\": \"\"},\n{\"title\": \"Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor\", \"asin\": \"B0DMNTM7VS\", \"price\": \"$6.38\", \"quantity\": \"\"},\n{\"title\": \"DaQin 3 Pack Stretchy Solo Loop Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2\", \"asin\": \"B095W1SBNB\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"DGege Sport Loop Band Compatible with Apple Watch Bands for Men 44mm 46mm 45mm 49mm 42mm 38mm 40mm 41mm Women,Stretch Adjustable Braided Nylon Straps for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE/Ultra\", \"asin\": \"B0D2H67XGX\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"WolliLe Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Replacement Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2/1\", \"asin\": \"B0DB5GHM3V\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DPC29VLW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Compatible with Apple Watch Band 44mm 45mm 46mm 42mm 49mm Men Women,Soft Silicone Breathable Sport Bands Compatible for Apple Watch Ultra 2 Band SE iWatch Series 10 9 8 7 6 5 4 3 2 1 Black\", \"asin\": \"B09131JLC1\", \"price\": \"$5.21\", \"quantity\": \"\"},\n{\"title\": \"Misxi 2 Pack Tempered Glass Case Compatible for Apple Watch Series 10 (2024) 46mm, Hard PC Screen Protector Overall Protection Ultra-Thin Lightweight Scratch-Resistant Cover for iWatch, Satin Black\", \"asin\": \"B0DFVB13XF\", \"price\": \"$9.96\", \"quantity\": \"\"},\n{\"title\": \"Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men\", \"asin\": \"/promo/ARQIL980BCU5A\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Lenrao Sport Nylon Loop Strap Compatible with Apple Watch Bands 38/40/41/42/44/45/46/49mm, for Women Men\\uff0cfor IWatch Series SE 10/9/8/7/6/5/4/3 Ultra\", \"asin\": \"B0CQT7SZ8J\", \"price\": \"$11.39\", \"quantity\": \"\"},\n{\"title\": \"ENJINER Stretchy Nylon Solo Loop Bands Compatible with Apple Watch 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Ultra 2 iWatch Series 10 9 8 7 SE 6 5 4 3 2 1 Strap,Sport Elastic Braided Women Men\", \"asin\": \"B08YMMDR1Q\", \"price\": \"$9.99\", \"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\": \"2025-04-08T02:12:37.752Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-05T19:02:57.880Z\", \"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\": 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(Note: Smart watch is not included.) \\u3010Breathable & Comfortable Nylon Material\\u3011Lerobo sport watch bands for iWatch bands Series 9 are made of skin-friendly woven nylon elastic material, lightweight and breathable, durable and comfortable for wearing. Elastic braided bracelet wristbands could prevent skin from irritation. Special braided design makes the bands for apple watch looks more youthful fashionable, than original strap. Suitable as a special gift for friends and family on birthdays, Christmas, Valentine's Day or holidays. \\u3010Super Stretchy & Size Adjustable\\u3011The adjustable stretchy nylon solo loop band with super stretchy. One size fits most wrist, 38mm/40mm/41mm/(42mm-Series 10) suits for apple watch 40mm 4.5 inch - 9.5 inch wrists, also works for 41mm/38mm,series 10 42mm.49mm/46mm/45mm/44mm/(42mm-Series 3 2 1) suits for apple watch 44mm 4.5 inch-9.5 inch wrists,also works for 46mm/45mm/42mm/49mm.Simply move the closure to adjust it to the exact size of your wrist.Free size for both women and men on most occasions \\u3010Security & Easy to Install\\u3011Lerobo replacement band come with watch lugs on both ends, which locks onto watch band interface precisely and securely. It can effectively prevent the sport bands from falling off and becoming loose. A secure stretch bracelet strap compatible with Apple Watch Band for men women. The installation is simple and direct, with one-click disassembly, no tool needed. \\u301024h Customer Service\\u3011Lerobo durable wristband replacement for apple watch se bands are available in a variety of colors to match different outfits and suit different occasions and moods. Any problems with our smart sport watch bands, please feel free to contact us. 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Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2\", \"asin\": \"B095W1SBNB\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"DGege Sport Loop Band Compatible with Apple Watch Bands for Men 44mm 46mm 45mm 49mm 42mm 38mm 40mm 41mm Women,Stretch Adjustable Braided Nylon Straps for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE/Ultra\", \"asin\": \"B0D2H67XGX\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"WolliLe Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Replacement Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2/1\", \"asin\": \"B0DB5GHM3V\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DPC29VLW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Compatible with Apple Watch Band 44mm 45mm 46mm 42mm 49mm Men Women,Soft Silicone Breathable Sport Bands Compatible for Apple Watch Ultra 2 Band SE iWatch Series 10 9 8 7 6 5 4 3 2 1 Black\", \"asin\": \"B09131JLC1\", \"price\": \"$5.21\", \"quantity\": \"\"},\n{\"title\": \"Misxi 2 Pack Tempered Glass Case Compatible for Apple Watch Series 10 (2024) 46mm, Hard PC Screen Protector Overall Protection Ultra-Thin Lightweight Scratch-Resistant Cover for iWatch, Satin Black\", \"asin\": \"B0DFVB13XF\", \"price\": \"$9.96\", \"quantity\": \"\"},\n{\"title\": \"Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men\", \"asin\": \"/promo/ARQIL980BCU5A\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Lenrao Sport Nylon Loop Strap Compatible with Apple Watch Bands 38/40/41/42/44/45/46/49mm, for Women Men\\uff0cfor IWatch Series SE 10/9/8/7/6/5/4/3 Ultra\", \"asin\": \"B0CQT7SZ8J\", \"price\": \"$11.39\", \"quantity\": \"\"},\n{\"title\": \"ENJINER Stretchy Nylon Solo Loop Bands Compatible with Apple Watch 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Ultra 2 iWatch Series 10 9 8 7 SE 6 5 4 3 2 1 Strap,Sport Elastic Braided Women Men\", \"asin\": \"B08YMMDR1Q\", \"price\": \"$9.99\", \"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\": \"2025-04-08T02:12:39.215Z\", // 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
2025-04-08T02:12:39.215Z
click
review
rule
train
2,556
2025-04-08T02:12:39.215Z
click
review
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_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"} {"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"} {"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"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} {"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"} {"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"} {"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"} {"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"} {"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"} {"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"} {"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:15:46.772Z", "action": "click_product", "action_argument": "B0043JTA7S"} {"timestamp": "2025-04-08T00:16:08.041Z", "action": "click_product", "action_argument": "B0777LRN9F"} {"timestamp": "2025-04-08T00:18:56.688Z", "action": "click_product", "action_argument": "B087MC1HW6"} {"timestamp": "2025-04-08T01:08:41.680Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray \u7f16\u7ec7"} {"timestamp": "2025-04-08T01:08:41.865Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:48.494Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray nylon"} {"timestamp": "2025-04-08T01:11:48.790Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:55.067Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:11:59.077Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-08T01:12:05.683Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:12:14.918Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:12.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:22.813Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:28.877Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:14:53.912Z", "action": "purchase", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T01:15:56.058Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:16:05.480Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:18:50.961Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:19:15.369Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:37.300Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:40.777Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:20:10.780Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T01:31:25.004Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:25.253Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:31.755Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 \u94f6"} {"timestamp": "2025-04-08T01:31:32.024Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:38.260Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 silver"} {"timestamp": "2025-04-08T01:31:38.516Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:42.383Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:43.603Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:43.858Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:12:01.493Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:12:24.164Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:12:35.377Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:37.752Z", "action": "click", "action_argument": "review"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}], "cart_items": [{"title": "Lerobo Compatible with Apple Watch Band 44mm SE Series 8 45mm 46mm Series 9 Ultra 2 Band 49mm 42mm Men Women Elastic Nylon Solo Loop Sport Strap for iWatch Bands Series 10 7 6 5 4 3 2 1,Gray", "asin": "B0CKPB8DNK", "price": "$7.19", "quantity": "1"}, {"title": "EPULY Compatible with Apple Watch Band 44mm 45mm 46mm(Series 10) 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 9 8 SE 7 6 5 4 Women Men -49/46/45/44mm Space Grey", "asin": "B09ZPB85JC", "price": "$11.89", "quantity": "1"}, {"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"}], "product_details": [{"title": "Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap"}, {"price": "$7.19"}, {"bullet_list": "\u3010FIT FOR APPLE WATCH ALL MODELS\u3011Lerobo Elastic Nylon Sport bands compatible with Apple Watch Bands 44mm 45mm 46mm 42mm 41mm 40mm 38mm 49mm, for Apple Watch SE SE2 & iWatch Series 10 Series 9 Series 8 Series 7 Series 6 Series 5 Series 4 Series 3 Series 2 Series 1 for Apple Watch Ultra Band 49mm Ultra 2 Band 49mm for Apple Watch Series 10, works with all versions for Apple Watch. (Note: Smart watch is not included.) \u3010Breathable & Comfortable Nylon Material\u3011Lerobo sport watch bands for iWatch bands Series 9 are made of skin-friendly woven nylon elastic material, lightweight and breathable, durable and comfortable for wearing. Elastic braided bracelet wristbands could prevent skin from irritation. Special braided design makes the bands for apple watch looks more youthful fashionable, than original strap. Suitable as a special gift for friends and family on birthdays, Christmas, Valentine's Day or holidays. \u3010Super Stretchy & Size Adjustable\u3011The adjustable stretchy nylon solo loop band with super stretchy. One size fits most wrist, 38mm/40mm/41mm/(42mm-Series 10) suits for apple watch 40mm 4.5 inch - 9.5 inch wrists, also works for 41mm/38mm,series 10 42mm.49mm/46mm/45mm/44mm/(42mm-Series 3 2 1) suits for apple watch 44mm 4.5 inch-9.5 inch wrists,also works for 46mm/45mm/42mm/49mm.Simply move the closure to adjust it to the exact size of your wrist.Free size for both women and men on most occasions \u3010Security & Easy to Install\u3011Lerobo replacement band come with watch lugs on both ends, which locks onto watch band interface precisely and securely. It can effectively prevent the sport bands from falling off and becoming loose. A secure stretch bracelet strap compatible with Apple Watch Band for men women. The installation is simple and direct, with one-click disassembly, no tool needed. \u301024h Customer Service\u3011Lerobo durable wristband replacement for apple watch se bands are available in a variety of colors to match different outfits and suit different occasions and moods. Any problems with our smart sport watch bands, please feel free to contact us. We will solve them for you within 24 hours."}, {"asin": "B0CKPB8DNK"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Gray"}, {"Size": "49mm/46mm/45mm/44mm/(42mm-Series 3 2 1)"}], "promotion_items": [{"title": "6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B0DPC29VLW", "price": "$12.99", "quantity": ""}, {"title": "Suitisbest 2 Pack StretchFit Sport Bands Compatible with Apple Watch Ultra Band 49mm 46mm 45mm 44mm 42mm Men Women, Stretchy Sport Loop Strap with S-Hook for iWatch Series 10 Ultra SE 9 8 7 6 5 4 3", "asin": "B0CRVH5JL5", "price": "$22.09", "quantity": ""}, {"title": "Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1", "asin": "B0BXCV38FZ", "price": "$9.99", "quantity": ""}, {"title": "Suitisbest Sport Bands Compatible with Apple Watch Ultra Band 49mm 46mm 45mm 44mm 42mm 38mm 40mm 41mm Men Women, Stretchy Nylon Sport Loop Strap with S-Hook for iWatch Series 10 Ultra SE 9 8 7 6 5 4 3", "asin": "B0CKZ8W94T", "price": "$15.99", "quantity": ""}, {"title": "Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men", "asin": "B095K58Z9Y", "price": "$6.23", "quantity": ""}, {"title": "Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46m...", "asin": "B09K57JC8W", "price": "$7.57", "quantity": ""}, {"title": "Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor", "asin": "B0DMNTM7VS", "price": "$6.38", "quantity": ""}, {"title": "Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men", "asin": "B095K58Z9Y", "price": "$6.23", "quantity": ""}, {"title": "Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Adjustable Breathable Women Men Braided Strap Compatible for iWatch Series 10/9/8/7/6/5/4/3 SE Ultra 1/2", "asin": "B09K57JC8W", "price": "$7.57", "quantity": ""}, {"title": "Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor", "asin": "B0DMNTM7VS", "price": "$6.38", "quantity": ""}, {"title": "DaQin 3 Pack Stretchy Solo Loop Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2", "asin": "B095W1SBNB", "price": "$7.99", "quantity": ""}, {"title": "DGege Sport Loop Band Compatible with Apple Watch Bands for Men 44mm 46mm 45mm 49mm 42mm 38mm 40mm 41mm Women,Stretch Adjustable Braided Nylon Straps for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE/Ultra", "asin": "B0D2H67XGX", "price": "$4.99", "quantity": ""}, {"title": "WolliLe Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Replacement Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2/1", "asin": "B0DB5GHM3V", "price": "$9.99", "quantity": ""}, {"title": "6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B0DPC29VLW", "price": "$12.99", "quantity": ""}, {"title": "Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men", "asin": "B095K58Z9Y", "price": "$6.23", "quantity": ""}, {"title": "Lerobo Compatible with Apple Watch Band 44mm 45mm 46mm 42mm 49mm Men Women,Soft Silicone Breathable Sport Bands Compatible for Apple Watch Ultra 2 Band SE iWatch Series 10 9 8 7 6 5 4 3 2 1 Black", "asin": "B09131JLC1", "price": "$5.21", "quantity": ""}, {"title": "Misxi 2 Pack Tempered Glass Case Compatible for Apple Watch Series 10 (2024) 46mm, Hard PC Screen Protector Overall Protection Ultra-Thin Lightweight Scratch-Resistant Cover for iWatch, Satin Black", "asin": "B0DFVB13XF", "price": "$9.96", "quantity": ""}, {"title": "Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men", "asin": "/promo/ARQIL980BCU5A", "price": "$13.99", "quantity": ""}, {"title": "Lenrao Sport Nylon Loop Strap Compatible with Apple Watch Bands 38/40/41/42/44/45/46/49mm, for Women Men\uff0cfor IWatch Series SE 10/9/8/7/6/5/4/3 Ultra", "asin": "B0CQT7SZ8J", "price": "$11.39", "quantity": ""}, {"title": "ENJINER Stretchy Nylon Solo Loop Bands Compatible with Apple Watch 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Ultra 2 iWatch Series 10 9 8 7 SE 6 5 4 3 2 1 Strap,Sport Elastic Braided Women Men", "asin": "B08YMMDR1Q", "price": "$9.99", "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": "2025-04-08T02:12:39.215Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-08T02:12:39.215Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-08T02:12:39.215Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "index": 2556, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-05T19:02:57.880Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Lerobo Compatible with Apple Watch Band 44mm SE Series 8 45mm 46mm Series 9 Ultra 2 Band 49mm 42mm Men Women Elastic Nylon Solo Loop Sport Strap for iWatch Bands Series 10 7 6 5 4 3 2 1,Gray\", \"asin\": \"B0CKPB8DNK\", \"price\": \"$7.19\", \"quantity\": \"1\"},\n{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm(Series 10) 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 9 8 SE 7 6 5 4 Women Men -49/46/45/44mm Space Grey\", \"asin\": \"B09ZPB85JC\", \"price\": \"$11.89\", \"quantity\": \"1\"},\n{\"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 - 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(Note: Smart watch is not included.) \\u3010Breathable & Comfortable Nylon Material\\u3011Lerobo sport watch bands for iWatch bands Series 9 are made of skin-friendly woven nylon elastic material, lightweight and breathable, durable and comfortable for wearing. Elastic braided bracelet wristbands could prevent skin from irritation. Special braided design makes the bands for apple watch looks more youthful fashionable, than original strap. Suitable as a special gift for friends and family on birthdays, Christmas, Valentine's Day or holidays. \\u3010Super Stretchy & Size Adjustable\\u3011The adjustable stretchy nylon solo loop band with super stretchy. One size fits most wrist, 38mm/40mm/41mm/(42mm-Series 10) suits for apple watch 40mm 4.5 inch - 9.5 inch wrists, also works for 41mm/38mm,series 10 42mm.49mm/46mm/45mm/44mm/(42mm-Series 3 2 1) suits for apple watch 44mm 4.5 inch-9.5 inch wrists,also works for 46mm/45mm/42mm/49mm.Simply move the closure to adjust it to the exact size of your wrist.Free size for both women and men on most occasions \\u3010Security & Easy to Install\\u3011Lerobo replacement band come with watch lugs on both ends, which locks onto watch band interface precisely and securely. It can effectively prevent the sport bands from falling off and becoming loose. A secure stretch bracelet strap compatible with Apple Watch Band for men women. The installation is simple and direct, with one-click disassembly, no tool needed. \\u301024h Customer Service\\u3011Lerobo durable wristband replacement for apple watch se bands are available in a variety of colors to match different outfits and suit different occasions and moods. Any problems with our smart sport watch bands, please feel free to contact us. We will solve them for you within 24 hours.\"},\n{\"asin\": \"B0CKPB8DNK\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Gray\"},\n{\"Size\": \"49mm/46mm/45mm/44mm/(42mm-Series 3 2 1)\"}],\n\"promotion_items\": [{\"title\": \"6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DPC29VLW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Suitisbest 2 Pack StretchFit Sport Bands Compatible with Apple Watch Ultra Band 49mm 46mm 45mm 44mm 42mm Men Women, Stretchy Sport Loop Strap with S-Hook for iWatch Series 10 Ultra SE 9 8 7 6 5 4 3\", \"asin\": \"B0CRVH5JL5\", \"price\": \"$22.09\", \"quantity\": \"\"},\n{\"title\": \"Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for 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Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2\", \"asin\": \"B095W1SBNB\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"DGege Sport Loop Band Compatible with Apple Watch Bands for Men 44mm 46mm 45mm 49mm 42mm 38mm 40mm 41mm Women,Stretch Adjustable Braided Nylon Straps for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE/Ultra\", \"asin\": \"B0D2H67XGX\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"WolliLe Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Replacement Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2/1\", \"asin\": \"B0DB5GHM3V\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DPC29VLW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Compatible with Apple Watch Band 44mm 45mm 46mm 42mm 49mm Men Women,Soft Silicone Breathable Sport Bands Compatible for Apple Watch Ultra 2 Band SE iWatch Series 10 9 8 7 6 5 4 3 2 1 Black\", \"asin\": \"B09131JLC1\", \"price\": \"$5.21\", \"quantity\": \"\"},\n{\"title\": \"Misxi 2 Pack Tempered Glass Case Compatible for Apple Watch Series 10 (2024) 46mm, Hard PC Screen Protector Overall Protection Ultra-Thin Lightweight Scratch-Resistant Cover for iWatch, Satin Black\", \"asin\": \"B0DFVB13XF\", \"price\": \"$9.96\", \"quantity\": \"\"},\n{\"title\": \"Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men\", \"asin\": \"/promo/ARQIL980BCU5A\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Lenrao Sport Nylon Loop Strap Compatible with Apple Watch Bands 38/40/41/42/44/45/46/49mm, for Women Men\\uff0cfor IWatch Series SE 10/9/8/7/6/5/4/3 Ultra\", \"asin\": \"B0CQT7SZ8J\", \"price\": \"$11.39\", \"quantity\": \"\"},\n{\"title\": \"ENJINER Stretchy Nylon Solo Loop Bands Compatible with Apple Watch 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Ultra 2 iWatch Series 10 9 8 7 SE 6 5 4 3 2 1 Strap,Sport Elastic Braided Women Men\", \"asin\": \"B08YMMDR1Q\", \"price\": \"$9.99\", \"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\": \"2025-04-08T02:12:39.215Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-05T19:02:57.880Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Lerobo Compatible with Apple Watch Band 44mm SE Series 8 45mm 46mm Series 9 Ultra 2 Band 49mm 42mm Men Women Elastic Nylon Solo Loop Sport Strap for iWatch Bands Series 10 7 6 5 4 3 2 1,Gray\", \"asin\": \"B0CKPB8DNK\", \"price\": \"$7.19\", \"quantity\": \"1\"},\n{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm(Series 10) 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 9 8 SE 7 6 5 4 Women Men -49/46/45/44mm Space Grey\", \"asin\": \"B09ZPB85JC\", \"price\": \"$11.89\", \"quantity\": \"1\"},\n{\"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\"product_details\": [{\"title\": \"Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap\"},\n{\"price\": \"$7.19\"},\n{\"bullet_list\": \"\\u3010FIT FOR APPLE WATCH ALL MODELS\\u3011Lerobo Elastic Nylon Sport bands compatible with Apple Watch Bands 44mm 45mm 46mm 42mm 41mm 40mm 38mm 49mm, for Apple Watch SE SE2 & iWatch Series 10 Series 9 Series 8 Series 7 Series 6 Series 5 Series 4 Series 3 Series 2 Series 1 for Apple Watch Ultra Band 49mm Ultra 2 Band 49mm for Apple Watch Series 10, works with all versions for Apple Watch. (Note: Smart watch is not included.) \\u3010Breathable & Comfortable Nylon Material\\u3011Lerobo sport watch bands for iWatch bands Series 9 are made of skin-friendly woven nylon elastic material, lightweight and breathable, durable and comfortable for wearing. Elastic braided bracelet wristbands could prevent skin from irritation. Special braided design makes the bands for apple watch looks more youthful fashionable, than original strap. Suitable as a special gift for friends and family on birthdays, Christmas, Valentine's Day or holidays. \\u3010Super Stretchy & Size Adjustable\\u3011The adjustable stretchy nylon solo loop band with super stretchy. One size fits most wrist, 38mm/40mm/41mm/(42mm-Series 10) suits for apple watch 40mm 4.5 inch - 9.5 inch wrists, also works for 41mm/38mm,series 10 42mm.49mm/46mm/45mm/44mm/(42mm-Series 3 2 1) suits for apple watch 44mm 4.5 inch-9.5 inch wrists,also works for 46mm/45mm/42mm/49mm.Simply move the closure to adjust it to the exact size of your wrist.Free size for both women and men on most occasions \\u3010Security & Easy to Install\\u3011Lerobo replacement band come with watch lugs on both ends, which locks onto watch band interface precisely and securely. It can effectively prevent the sport bands from falling off and becoming loose. A secure stretch bracelet strap compatible with Apple Watch Band for men women. The installation is simple and direct, with one-click disassembly, no tool needed. \\u301024h Customer Service\\u3011Lerobo durable wristband replacement for apple watch se bands are available in a variety of colors to match different outfits and suit different occasions and moods. Any problems with our smart sport watch bands, please feel free to contact us. We will solve them for you within 24 hours.\"},\n{\"asin\": \"B0CKPB8DNK\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Gray\"},\n{\"Size\": \"49mm/46mm/45mm/44mm/(42mm-Series 3 2 1)\"}],\n\"promotion_items\": [{\"title\": \"6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DPC29VLW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Suitisbest 2 Pack StretchFit Sport Bands Compatible with Apple Watch Ultra Band 49mm 46mm 45mm 44mm 42mm Men Women, Stretchy Sport Loop Strap with S-Hook for iWatch Series 10 Ultra SE 9 8 7 6 5 4 3\", \"asin\": \"B0CRVH5JL5\", \"price\": \"$22.09\", \"quantity\": \"\"},\n{\"title\": \"Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1\", \"asin\": \"B0BXCV38FZ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Suitisbest Sport Bands Compatible with Apple Watch Ultra Band 49mm 46mm 45mm 44mm 42mm 38mm 40mm 41mm Men Women, Stretchy Nylon Sport Loop Strap with S-Hook for iWatch Series 10 Ultra SE 9 8 7 6 5 4 3\", \"asin\": \"B0CKZ8W94T\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46m...\", \"asin\": \"B09K57JC8W\", \"price\": \"$7.57\", \"quantity\": \"\"},\n{\"title\": \"Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor\", \"asin\": \"B0DMNTM7VS\", \"price\": \"$6.38\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Adjustable Breathable Women Men Braided Strap Compatible for iWatch Series 10/9/8/7/6/5/4/3 SE Ultra 1/2\", \"asin\": \"B09K57JC8W\", \"price\": \"$7.57\", \"quantity\": \"\"},\n{\"title\": \"Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor\", \"asin\": \"B0DMNTM7VS\", \"price\": \"$6.38\", \"quantity\": \"\"},\n{\"title\": \"DaQin 3 Pack Stretchy Solo Loop Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2\", \"asin\": \"B095W1SBNB\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"DGege Sport Loop Band Compatible with Apple Watch Bands for Men 44mm 46mm 45mm 49mm 42mm 38mm 40mm 41mm Women,Stretch Adjustable Braided Nylon Straps for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE/Ultra\", \"asin\": \"B0D2H67XGX\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"WolliLe Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Replacement Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2/1\", \"asin\": \"B0DB5GHM3V\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DPC29VLW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Compatible with Apple Watch Band 44mm 45mm 46mm 42mm 49mm Men Women,Soft Silicone Breathable Sport Bands Compatible for Apple Watch Ultra 2 Band SE iWatch Series 10 9 8 7 6 5 4 3 2 1 Black\", \"asin\": \"B09131JLC1\", \"price\": \"$5.21\", \"quantity\": \"\"},\n{\"title\": \"Misxi 2 Pack Tempered Glass Case Compatible for Apple Watch Series 10 (2024) 46mm, Hard PC Screen Protector Overall Protection Ultra-Thin Lightweight Scratch-Resistant Cover for iWatch, Satin Black\", \"asin\": \"B0DFVB13XF\", \"price\": \"$9.96\", \"quantity\": \"\"},\n{\"title\": \"Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men\", \"asin\": \"/promo/ARQIL980BCU5A\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Lenrao Sport Nylon Loop Strap Compatible with Apple Watch Bands 38/40/41/42/44/45/46/49mm, for Women Men\\uff0cfor IWatch Series SE 10/9/8/7/6/5/4/3 Ultra\", \"asin\": \"B0CQT7SZ8J\", \"price\": \"$11.39\", \"quantity\": \"\"},\n{\"title\": \"ENJINER Stretchy Nylon Solo Loop Bands Compatible with Apple Watch 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Ultra 2 iWatch Series 10 9 8 7 SE 6 5 4 3 2 1 Strap,Sport Elastic Braided Women Men\", \"asin\": \"B08YMMDR1Q\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Adjustable Breathable Women Men Braided Strap Compatible for iWatch Series 10/9/8/7/6/5/4/3 SE Ultra 1/2\", \"asin\": \"B09K57JC8W\", \"price\": \"$7.57\", \"quantity\": \"\"},\n{\"title\": \"DaQin 3 Pack Stretchy Solo Loop Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2\", \"asin\": \"B095W1SBNB\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor\", \"asin\": \"B0DMNTM7VS\", \"price\": \"$6.38\", \"quantity\": \"\"},\n{\"title\": \"DGege Sport Loop Band Compatible with Apple Watch Bands for Men 44mm 46mm 45mm 49mm 42mm 38mm 40mm 41mm Women,Stretch Adjustable Braided Nylon Straps for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE/Ultra\", \"asin\": \"B0D2H67XGX\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DPC29VLW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"WolliLe Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Replacement Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2/1\", \"asin\": \"B0DB5GHM3V\", \"price\": \"$9.99\", \"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\": \"2025-04-08T02:12:40.989Z\", // 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
2025-04-08T02:12:40.989Z
click
review
rule
train
2,557
2025-04-08T02:12:40.989Z
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": "2025-04-05T19:02:57.880Z", "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": 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This Amazon page is the context you observed after performing your last action. 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(Note: Smart watch is not included.) \u3010Breathable & Comfortable Nylon Material\u3011Lerobo sport watch bands for iWatch bands Series 9 are made of skin-friendly woven nylon elastic material, lightweight and breathable, durable and comfortable for wearing. Elastic braided bracelet wristbands could prevent skin from irritation. Special braided design makes the bands for apple watch looks more youthful fashionable, than original strap. Suitable as a special gift for friends and family on birthdays, Christmas, Valentine's Day or holidays. \u3010Super Stretchy & Size Adjustable\u3011The adjustable stretchy nylon solo loop band with super stretchy. One size fits most wrist, 38mm/40mm/41mm/(42mm-Series 10) suits for apple watch 40mm 4.5 inch - 9.5 inch wrists, also works for 41mm/38mm,series 10 42mm.49mm/46mm/45mm/44mm/(42mm-Series 3 2 1) suits for apple watch 44mm 4.5 inch-9.5 inch wrists,also works for 46mm/45mm/42mm/49mm.Simply move the closure to adjust it to the exact size of your wrist.Free size for both women and men on most occasions \u3010Security & Easy to Install\u3011Lerobo replacement band come with watch lugs on both ends, which locks onto watch band interface precisely and securely. It can effectively prevent the sport bands from falling off and becoming loose. A secure stretch bracelet strap compatible with Apple Watch Band for men women. The installation is simple and direct, with one-click disassembly, no tool needed. \u301024h Customer Service\u3011Lerobo durable wristband replacement for apple watch se bands are available in a variety of colors to match different outfits and suit different occasions and moods. Any problems with our smart sport watch bands, please feel free to contact us. We will solve them for you within 24 hours."}, {"asin": "B0CKPB8DNK"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Gray"}, {"Size": "49mm/46mm/45mm/44mm/(42mm-Series 3 2 1)"}], "promotion_items": [{"title": "6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B0DPC29VLW", "price": "$12.99", "quantity": ""}, {"title": "Suitisbest 2 Pack StretchFit Sport Bands Compatible with Apple Watch Ultra Band 49mm 46mm 45mm 44mm 42mm Men Women, Stretchy Sport Loop Strap with S-Hook for iWatch Series 10 Ultra SE 9 8 7 6 5 4 3", "asin": "B0CRVH5JL5", "price": "$22.09", "quantity": ""}, {"title": "Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1", "asin": 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Replacement Strap for Women Men", "asin": "B095K58Z9Y", "price": "$6.23", "quantity": ""}, {"title": "Lerobo Compatible with Apple Watch Band 44mm 45mm 46mm 42mm 49mm Men Women,Soft Silicone Breathable Sport Bands Compatible for Apple Watch Ultra 2 Band SE iWatch Series 10 9 8 7 6 5 4 3 2 1 Black", "asin": "B09131JLC1", "price": "$5.21", "quantity": ""}, {"title": "Misxi 2 Pack Tempered Glass Case Compatible for Apple Watch Series 10 (2024) 46mm, Hard PC Screen Protector Overall Protection Ultra-Thin Lightweight Scratch-Resistant Cover for iWatch, Satin Black", "asin": "B0DFVB13XF", "price": "$9.96", "quantity": ""}, {"title": "Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men", "asin": "/promo/ARQIL980BCU5A", "price": "$13.99", "quantity": ""}, {"title": "Lenrao Sport Nylon Loop Strap Compatible with Apple Watch Bands 38/40/41/42/44/45/46/49mm, for Women Men\uff0cfor IWatch Series SE 10/9/8/7/6/5/4/3 Ultra", "asin": "B0CQT7SZ8J", "price": "$11.39", "quantity": ""}, {"title": "ENJINER Stretchy Nylon Solo Loop Bands Compatible with Apple Watch 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Ultra 2 iWatch Series 10 9 8 7 SE 6 5 4 3 2 1 Strap,Sport Elastic Braided Women Men", "asin": "B08YMMDR1Q", "price": "$9.99", "quantity": ""}, {"title": "Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men", "asin": "B095K58Z9Y", "price": "$6.23", "quantity": ""}, {"title": "Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Adjustable Breathable Women Men Braided Strap Compatible for iWatch Series 10/9/8/7/6/5/4/3 SE Ultra 1/2", "asin": "B09K57JC8W", "price": "$7.57", "quantity": ""}, {"title": "DaQin 3 Pack Stretchy Solo Loop Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2", "asin": "B095W1SBNB", "price": "$7.99", "quantity": ""}, {"title": "Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor", "asin": "B0DMNTM7VS", "price": "$6.38", "quantity": ""}, {"title": "DGege Sport Loop Band Compatible with Apple Watch Bands for Men 44mm 46mm 45mm 49mm 42mm 38mm 40mm 41mm Women,Stretch Adjustable Braided Nylon Straps for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE/Ultra", "asin": "B0D2H67XGX", "price": "$4.99", "quantity": ""}, {"title": "6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B0DPC29VLW", "price": "$12.99", "quantity": ""}, {"title": "WolliLe Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Replacement Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2/1", "asin": "B0DB5GHM3V", "price": "$9.99", "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": "2025-04-08T02:12:40.989Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-08T02:12:40.989Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-08T02:12:40.989Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "index": 2557, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-05T19:02:57.880Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Lerobo Compatible with Apple Watch Band 44mm SE Series 8 45mm 46mm Series 9 Ultra 2 Band 49mm 42mm Men Women Elastic Nylon Solo Loop Sport Strap for iWatch Bands Series 10 7 6 5 4 3 2 1,Gray\", \"asin\": \"B0CKPB8DNK\", \"price\": \"$7.19\", \"quantity\": \"1\"},\n{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm(Series 10) 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 9 8 SE 7 6 5 4 Women Men -49/46/45/44mm Space Grey\", \"asin\": \"B09ZPB85JC\", \"price\": \"$11.89\", \"quantity\": \"1\"},\n{\"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\"product_details\": [{\"title\": \"Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap\"},\n{\"price\": \"$7.19\"},\n{\"bullet_list\": \"\\u3010FIT FOR APPLE WATCH ALL MODELS\\u3011Lerobo Elastic Nylon Sport bands compatible with Apple Watch Bands 44mm 45mm 46mm 42mm 41mm 40mm 38mm 49mm, for Apple Watch SE SE2 & iWatch Series 10 Series 9 Series 8 Series 7 Series 6 Series 5 Series 4 Series 3 Series 2 Series 1 for Apple Watch Ultra Band 49mm Ultra 2 Band 49mm for Apple Watch Series 10, works with all versions for Apple Watch. (Note: Smart watch is not included.) \\u3010Breathable & Comfortable Nylon Material\\u3011Lerobo sport watch bands for iWatch bands Series 9 are made of skin-friendly woven nylon elastic material, lightweight and breathable, durable and comfortable for wearing. Elastic braided bracelet wristbands could prevent skin from irritation. Special braided design makes the bands for apple watch looks more youthful fashionable, than original strap. Suitable as a special gift for friends and family on birthdays, Christmas, Valentine's Day or holidays. \\u3010Super Stretchy & Size Adjustable\\u3011The adjustable stretchy nylon solo loop band with super stretchy. One size fits most wrist, 38mm/40mm/41mm/(42mm-Series 10) suits for apple watch 40mm 4.5 inch - 9.5 inch wrists, also works for 41mm/38mm,series 10 42mm.49mm/46mm/45mm/44mm/(42mm-Series 3 2 1) suits for apple watch 44mm 4.5 inch-9.5 inch wrists,also works for 46mm/45mm/42mm/49mm.Simply move the closure to adjust it to the exact size of your wrist.Free size for both women and men on most occasions \\u3010Security & Easy to Install\\u3011Lerobo replacement band come with watch lugs on both ends, which locks onto watch band interface precisely and securely. It can effectively prevent the sport bands from falling off and becoming loose. A secure stretch bracelet strap compatible with Apple Watch Band for men women. The installation is simple and direct, with one-click disassembly, no tool needed. \\u301024h Customer Service\\u3011Lerobo durable wristband replacement for apple watch se bands are available in a variety of colors to match different outfits and suit different occasions and moods. Any problems with our smart sport watch bands, please feel free to contact us. We will solve them for you within 24 hours.\"},\n{\"asin\": \"B0CKPB8DNK\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Gray\"},\n{\"Size\": \"49mm/46mm/45mm/44mm/(42mm-Series 3 2 1)\"}],\n\"promotion_items\": [{\"title\": \"6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DPC29VLW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Suitisbest 2 Pack StretchFit Sport Bands Compatible with Apple Watch Ultra Band 49mm 46mm 45mm 44mm 42mm Men Women, Stretchy Sport Loop Strap with S-Hook for iWatch Series 10 Ultra SE 9 8 7 6 5 4 3\", \"asin\": \"B0CRVH5JL5\", \"price\": \"$22.09\", \"quantity\": \"\"},\n{\"title\": \"Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1\", \"asin\": \"B0BXCV38FZ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Suitisbest Sport Bands Compatible with Apple Watch Ultra Band 49mm 46mm 45mm 44mm 42mm 38mm 40mm 41mm Men Women, Stretchy Nylon Sport Loop Strap with S-Hook for iWatch Series 10 Ultra SE 9 8 7 6 5 4 3\", \"asin\": \"B0CKZ8W94T\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46m...\", \"asin\": \"B09K57JC8W\", \"price\": \"$7.57\", \"quantity\": \"\"},\n{\"title\": \"Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor\", \"asin\": \"B0DMNTM7VS\", \"price\": \"$6.38\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Adjustable Breathable Women Men Braided Strap Compatible for iWatch Series 10/9/8/7/6/5/4/3 SE Ultra 1/2\", \"asin\": \"B09K57JC8W\", \"price\": \"$7.57\", \"quantity\": \"\"},\n{\"title\": \"Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor\", \"asin\": \"B0DMNTM7VS\", \"price\": \"$6.38\", \"quantity\": \"\"},\n{\"title\": \"DaQin 3 Pack Stretchy Solo Loop Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2\", \"asin\": \"B095W1SBNB\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"DGege Sport Loop Band Compatible with Apple Watch Bands for Men 44mm 46mm 45mm 49mm 42mm 38mm 40mm 41mm Women,Stretch Adjustable Braided Nylon Straps for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE/Ultra\", \"asin\": \"B0D2H67XGX\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"WolliLe Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Replacement Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2/1\", \"asin\": \"B0DB5GHM3V\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DPC29VLW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Compatible with Apple Watch Band 44mm 45mm 46mm 42mm 49mm Men Women,Soft Silicone Breathable Sport Bands Compatible for Apple Watch Ultra 2 Band SE iWatch Series 10 9 8 7 6 5 4 3 2 1 Black\", \"asin\": \"B09131JLC1\", \"price\": \"$5.21\", \"quantity\": \"\"},\n{\"title\": \"Misxi 2 Pack Tempered Glass Case Compatible for Apple Watch Series 10 (2024) 46mm, Hard PC Screen Protector Overall Protection Ultra-Thin Lightweight Scratch-Resistant Cover for iWatch, Satin Black\", \"asin\": \"B0DFVB13XF\", \"price\": \"$9.96\", \"quantity\": \"\"},\n{\"title\": \"Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men\", \"asin\": \"/promo/ARQIL980BCU5A\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Lenrao Sport Nylon Loop Strap Compatible with Apple Watch Bands 38/40/41/42/44/45/46/49mm, for Women Men\\uff0cfor IWatch Series SE 10/9/8/7/6/5/4/3 Ultra\", \"asin\": \"B0CQT7SZ8J\", \"price\": \"$11.39\", \"quantity\": \"\"},\n{\"title\": \"ENJINER Stretchy Nylon Solo Loop Bands Compatible with Apple Watch 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Ultra 2 iWatch Series 10 9 8 7 SE 6 5 4 3 2 1 Strap,Sport Elastic Braided Women Men\", \"asin\": \"B08YMMDR1Q\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Adjustable Breathable Women Men Braided Strap Compatible for iWatch Series 10/9/8/7/6/5/4/3 SE Ultra 1/2\", \"asin\": \"B09K57JC8W\", \"price\": \"$7.57\", \"quantity\": \"\"},\n{\"title\": \"DaQin 3 Pack Stretchy Solo Loop Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2\", \"asin\": \"B095W1SBNB\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor\", \"asin\": \"B0DMNTM7VS\", \"price\": \"$6.38\", \"quantity\": \"\"},\n{\"title\": \"DGege Sport Loop Band Compatible with Apple Watch Bands for Men 44mm 46mm 45mm 49mm 42mm 38mm 40mm 41mm Women,Stretch Adjustable Braided Nylon Straps for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE/Ultra\", \"asin\": \"B0D2H67XGX\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DPC29VLW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"WolliLe Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Replacement Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2/1\", \"asin\": \"B0DB5GHM3V\", \"price\": \"$9.99\", \"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\": \"2025-04-08T02:12:40.989Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-05T19:02:57.880Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Lerobo Compatible with Apple Watch Band 44mm SE Series 8 45mm 46mm Series 9 Ultra 2 Band 49mm 42mm Men Women Elastic Nylon Solo Loop Sport Strap for iWatch Bands Series 10 7 6 5 4 3 2 1,Gray\", \"asin\": \"B0CKPB8DNK\", \"price\": \"$7.19\", \"quantity\": \"1\"},\n{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm(Series 10) 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 9 8 SE 7 6 5 4 Women Men -49/46/45/44mm Space Grey\", \"asin\": \"B09ZPB85JC\", \"price\": \"$11.89\", \"quantity\": \"1\"},\n{\"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\"product_details\": [{\"title\": \"Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap\"},\n{\"price\": \"$7.19\"},\n{\"bullet_list\": \"\\u3010FIT FOR APPLE WATCH ALL MODELS\\u3011Lerobo Elastic Nylon Sport bands compatible with Apple Watch Bands 44mm 45mm 46mm 42mm 41mm 40mm 38mm 49mm, for Apple Watch SE SE2 & iWatch Series 10 Series 9 Series 8 Series 7 Series 6 Series 5 Series 4 Series 3 Series 2 Series 1 for Apple Watch Ultra Band 49mm Ultra 2 Band 49mm for Apple Watch Series 10, works with all versions for Apple Watch. (Note: Smart watch is not included.) \\u3010Breathable & Comfortable Nylon Material\\u3011Lerobo sport watch bands for iWatch bands Series 9 are made of skin-friendly woven nylon elastic material, lightweight and breathable, durable and comfortable for wearing. Elastic braided bracelet wristbands could prevent skin from irritation. Special braided design makes the bands for apple watch looks more youthful fashionable, than original strap. Suitable as a special gift for friends and family on birthdays, Christmas, Valentine's Day or holidays. \\u3010Super Stretchy & Size Adjustable\\u3011The adjustable stretchy nylon solo loop band with super stretchy. One size fits most wrist, 38mm/40mm/41mm/(42mm-Series 10) suits for apple watch 40mm 4.5 inch - 9.5 inch wrists, also works for 41mm/38mm,series 10 42mm.49mm/46mm/45mm/44mm/(42mm-Series 3 2 1) suits for apple watch 44mm 4.5 inch-9.5 inch wrists,also works for 46mm/45mm/42mm/49mm.Simply move the closure to adjust it to the exact size of your wrist.Free size for both women and men on most occasions \\u3010Security & Easy to Install\\u3011Lerobo replacement band come with watch lugs on both ends, which locks onto watch band interface precisely and securely. It can effectively prevent the sport bands from falling off and becoming loose. A secure stretch bracelet strap compatible with Apple Watch Band for men women. The installation is simple and direct, with one-click disassembly, no tool needed. \\u301024h Customer Service\\u3011Lerobo durable wristband replacement for apple watch se bands are available in a variety of colors to match different outfits and suit different occasions and moods. Any problems with our smart sport watch bands, please feel free to contact us. We will solve them for you within 24 hours.\"},\n{\"asin\": \"B0CKPB8DNK\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Gray\"},\n{\"Size\": \"49mm/46mm/45mm/44mm/(42mm-Series 3 2 1)\"}],\n\"promotion_items\": [{\"title\": \"6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DPC29VLW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Suitisbest 2 Pack StretchFit Sport Bands Compatible with Apple Watch Ultra Band 49mm 46mm 45mm 44mm 42mm Men Women, Stretchy Sport Loop Strap with S-Hook for iWatch Series 10 Ultra SE 9 8 7 6 5 4 3\", \"asin\": \"B0CRVH5JL5\", \"price\": \"$22.09\", \"quantity\": \"\"},\n{\"title\": \"Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1\", \"asin\": \"B0BXCV38FZ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Suitisbest Sport Bands Compatible with Apple Watch Ultra Band 49mm 46mm 45mm 44mm 42mm 38mm 40mm 41mm Men Women, Stretchy Nylon Sport Loop Strap with S-Hook for iWatch Series 10 Ultra SE 9 8 7 6 5 4 3\", \"asin\": \"B0CKZ8W94T\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46m...\", \"asin\": \"B09K57JC8W\", \"price\": \"$7.57\", \"quantity\": \"\"},\n{\"title\": \"Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor\", \"asin\": \"B0DMNTM7VS\", \"price\": \"$6.38\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Adjustable Breathable Women Men Braided Strap Compatible for iWatch Series 10/9/8/7/6/5/4/3 SE Ultra 1/2\", \"asin\": \"B09K57JC8W\", \"price\": \"$7.57\", \"quantity\": \"\"},\n{\"title\": \"Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor\", \"asin\": \"B0DMNTM7VS\", \"price\": \"$6.38\", \"quantity\": \"\"},\n{\"title\": \"DaQin 3 Pack Stretchy Solo Loop Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2\", \"asin\": \"B095W1SBNB\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"DGege Sport Loop Band Compatible with Apple Watch Bands for Men 44mm 46mm 45mm 49mm 42mm 38mm 40mm 41mm Women,Stretch Adjustable Braided Nylon Straps for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE/Ultra\", \"asin\": \"B0D2H67XGX\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"WolliLe Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Replacement Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2/1\", \"asin\": \"B0DB5GHM3V\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DPC29VLW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Compatible with Apple Watch Band 44mm 45mm 46mm 42mm 49mm Men Women,Soft Silicone Breathable Sport Bands Compatible for Apple Watch Ultra 2 Band SE iWatch Series 10 9 8 7 6 5 4 3 2 1 Black\", \"asin\": \"B09131JLC1\", \"price\": \"$5.21\", \"quantity\": \"\"},\n{\"title\": \"Misxi 2 Pack Tempered Glass Case Compatible for Apple Watch Series 10 (2024) 46mm, Hard PC Screen Protector Overall Protection Ultra-Thin Lightweight Scratch-Resistant Cover for iWatch, Satin Black\", \"asin\": \"B0DFVB13XF\", \"price\": \"$9.96\", \"quantity\": \"\"},\n{\"title\": \"Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men\", \"asin\": \"/promo/ARQIL980BCU5A\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Lenrao Sport Nylon Loop Strap Compatible with Apple Watch Bands 38/40/41/42/44/45/46/49mm, for Women Men\\uff0cfor IWatch Series SE 10/9/8/7/6/5/4/3 Ultra\", \"asin\": \"B0CQT7SZ8J\", \"price\": \"$11.39\", \"quantity\": \"\"},\n{\"title\": \"ENJINER Stretchy Nylon Solo Loop Bands Compatible with Apple Watch 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Ultra 2 iWatch Series 10 9 8 7 SE 6 5 4 3 2 1 Strap,Sport Elastic Braided Women Men\", \"asin\": \"B08YMMDR1Q\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Adjustable Breathable Women Men Braided Strap Compatible for iWatch Series 10/9/8/7/6/5/4/3 SE Ultra 1/2\", \"asin\": \"B09K57JC8W\", \"price\": \"$7.57\", \"quantity\": \"\"},\n{\"title\": \"DaQin 3 Pack Stretchy Solo Loop Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2\", \"asin\": \"B095W1SBNB\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor\", \"asin\": \"B0DMNTM7VS\", \"price\": \"$6.38\", \"quantity\": \"\"},\n{\"title\": \"DGege Sport Loop Band Compatible with Apple Watch Bands for Men 44mm 46mm 45mm 49mm 42mm 38mm 40mm 41mm Women,Stretch Adjustable Braided Nylon Straps for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE/Ultra\", \"asin\": \"B0D2H67XGX\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DPC29VLW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"WolliLe Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Replacement Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2/1\", \"asin\": \"B0DB5GHM3V\", \"price\": \"$9.99\", \"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\": \"2025-04-08T02:12:42.789Z\", // 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
2025-04-08T02:12:42.789Z
click
review
rule
train
2,558
2025-04-08T02:12:42.789Z
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": "2025-04-05T19:02:57.880Z", "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": 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{"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"} {"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"} {"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", 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"2025-04-08T01:19:37.300Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:40.777Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:20:10.780Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T01:31:25.004Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:25.253Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:31.755Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 \u94f6"} {"timestamp": "2025-04-08T01:31:32.024Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:38.260Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 silver"} {"timestamp": "2025-04-08T01:31:38.516Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:42.383Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:43.603Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:43.858Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:12:01.493Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:12:24.164Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:12:35.377Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:37.752Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:39.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:40.989Z", "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. 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(Note: Smart watch is not included.) \u3010Breathable & Comfortable Nylon Material\u3011Lerobo sport watch bands for iWatch bands Series 9 are made of skin-friendly woven nylon elastic material, lightweight and breathable, durable and comfortable for wearing. Elastic braided bracelet wristbands could prevent skin from irritation. Special braided design makes the bands for apple watch looks more youthful fashionable, than original strap. Suitable as a special gift for friends and family on birthdays, Christmas, Valentine's Day or holidays. \u3010Super Stretchy & Size Adjustable\u3011The adjustable stretchy nylon solo loop band with super stretchy. One size fits most wrist, 38mm/40mm/41mm/(42mm-Series 10) suits for apple watch 40mm 4.5 inch - 9.5 inch wrists, also works for 41mm/38mm,series 10 42mm.49mm/46mm/45mm/44mm/(42mm-Series 3 2 1) suits for apple watch 44mm 4.5 inch-9.5 inch wrists,also works for 46mm/45mm/42mm/49mm.Simply move the closure to adjust it to the exact size of your wrist.Free size for both women and men on most occasions \u3010Security & Easy to Install\u3011Lerobo replacement band come with watch lugs on both ends, which locks onto watch band interface precisely and securely. It can effectively prevent the sport bands from falling off and becoming loose. A secure stretch bracelet strap compatible with Apple Watch Band for men women. The installation is simple and direct, with one-click disassembly, no tool needed. \u301024h Customer Service\u3011Lerobo durable wristband replacement for apple watch se bands are available in a variety of colors to match different outfits and suit different occasions and moods. Any problems with our smart sport watch bands, please feel free to contact us. We will solve them for you within 24 hours."}, {"asin": "B0CKPB8DNK"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Gray"}, {"Size": "49mm/46mm/45mm/44mm/(42mm-Series 3 2 1)"}], "promotion_items": [{"title": "6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B0DPC29VLW", "price": "$12.99", "quantity": ""}, {"title": "Suitisbest 2 Pack StretchFit Sport Bands Compatible with Apple Watch Ultra Band 49mm 46mm 45mm 44mm 42mm Men Women, Stretchy Sport Loop Strap with S-Hook for iWatch Series 10 Ultra SE 9 8 7 6 5 4 3", "asin": "B0CRVH5JL5", "price": "$22.09", "quantity": ""}, {"title": "Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1", "asin": 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"price": "$7.99", "quantity": ""}, {"title": "DGege Sport Loop Band Compatible with Apple Watch Bands for Men 44mm 46mm 45mm 49mm 42mm 38mm 40mm 41mm Women,Stretch Adjustable Braided Nylon Straps for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE/Ultra", "asin": "B0D2H67XGX", "price": "$4.99", "quantity": ""}, {"title": "WolliLe Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Replacement Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2/1", "asin": "B0DB5GHM3V", "price": "$9.99", "quantity": ""}, {"title": "6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B0DPC29VLW", "price": "$12.99", "quantity": ""}, {"title": "Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men", "asin": "B095K58Z9Y", "price": "$6.23", "quantity": ""}, {"title": "Lerobo Compatible with Apple Watch Band 44mm 45mm 46mm 42mm 49mm Men Women,Soft Silicone Breathable Sport Bands Compatible for Apple Watch Ultra 2 Band SE iWatch Series 10 9 8 7 6 5 4 3 2 1 Black", "asin": "B09131JLC1", "price": "$5.21", "quantity": ""}, {"title": "Misxi 2 Pack Tempered Glass Case Compatible for Apple Watch Series 10 (2024) 46mm, Hard PC Screen Protector Overall Protection Ultra-Thin Lightweight Scratch-Resistant Cover for iWatch, Satin Black", "asin": "B0DFVB13XF", "price": "$9.96", "quantity": ""}, {"title": "Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men", "asin": "/promo/ARQIL980BCU5A", "price": "$13.99", "quantity": ""}, {"title": "Lenrao Sport Nylon Loop Strap Compatible with Apple Watch Bands 38/40/41/42/44/45/46/49mm, for Women Men\uff0cfor IWatch Series SE 10/9/8/7/6/5/4/3 Ultra", "asin": "B0CQT7SZ8J", "price": "$11.39", "quantity": ""}, {"title": "ENJINER Stretchy Nylon Solo Loop Bands Compatible with Apple Watch 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Ultra 2 iWatch Series 10 9 8 7 SE 6 5 4 3 2 1 Strap,Sport Elastic Braided Women Men", "asin": "B08YMMDR1Q", "price": "$9.99", "quantity": ""}, {"title": "Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men", "asin": "B095K58Z9Y", "price": "$6.23", "quantity": ""}, {"title": "Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Adjustable Breathable Women Men Braided Strap Compatible for iWatch Series 10/9/8/7/6/5/4/3 SE Ultra 1/2", "asin": "B09K57JC8W", "price": "$7.57", "quantity": ""}, {"title": "DaQin 3 Pack Stretchy Solo Loop Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2", "asin": "B095W1SBNB", "price": "$7.99", "quantity": ""}, {"title": "Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor", "asin": "B0DMNTM7VS", "price": "$6.38", "quantity": ""}, {"title": "DGege Sport Loop Band Compatible with Apple Watch Bands for Men 44mm 46mm 45mm 49mm 42mm 38mm 40mm 41mm Women,Stretch Adjustable Braided Nylon Straps for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE/Ultra", "asin": "B0D2H67XGX", "price": "$4.99", "quantity": ""}, {"title": "6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B0DPC29VLW", "price": "$12.99", "quantity": ""}, {"title": "WolliLe Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Replacement Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2/1", "asin": "B0DB5GHM3V", "price": "$9.99", "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": "2025-04-08T02:12:42.789Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-08T02:12:42.789Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-08T02:12:42.789Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "index": 2558, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-05T19:02:57.880Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Lerobo Compatible with Apple Watch Band 44mm SE Series 8 45mm 46mm Series 9 Ultra 2 Band 49mm 42mm Men Women Elastic Nylon Solo Loop Sport Strap for iWatch Bands Series 10 7 6 5 4 3 2 1,Gray\", \"asin\": \"B0CKPB8DNK\", \"price\": \"$7.19\", \"quantity\": \"1\"},\n{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm(Series 10) 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 9 8 SE 7 6 5 4 Women Men -49/46/45/44mm Space Grey\", \"asin\": \"B09ZPB85JC\", \"price\": \"$11.89\", \"quantity\": \"1\"},\n{\"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 - 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(Note: Smart watch is not included.) \\u3010Breathable & Comfortable Nylon Material\\u3011Lerobo sport watch bands for iWatch bands Series 9 are made of skin-friendly woven nylon elastic material, lightweight and breathable, durable and comfortable for wearing. Elastic braided bracelet wristbands could prevent skin from irritation. Special braided design makes the bands for apple watch looks more youthful fashionable, than original strap. Suitable as a special gift for friends and family on birthdays, Christmas, Valentine's Day or holidays. \\u3010Super Stretchy & Size Adjustable\\u3011The adjustable stretchy nylon solo loop band with super stretchy. One size fits most wrist, 38mm/40mm/41mm/(42mm-Series 10) suits for apple watch 40mm 4.5 inch - 9.5 inch wrists, also works for 41mm/38mm,series 10 42mm.49mm/46mm/45mm/44mm/(42mm-Series 3 2 1) suits for apple watch 44mm 4.5 inch-9.5 inch wrists,also works for 46mm/45mm/42mm/49mm.Simply move the closure to adjust it to the exact size of your wrist.Free size for both women and men on most occasions \\u3010Security & Easy to Install\\u3011Lerobo replacement band come with watch lugs on both ends, which locks onto watch band interface precisely and securely. It can effectively prevent the sport bands from falling off and becoming loose. A secure stretch bracelet strap compatible with Apple Watch Band for men women. The installation is simple and direct, with one-click disassembly, no tool needed. \\u301024h Customer Service\\u3011Lerobo durable wristband replacement for apple watch se bands are available in a variety of colors to match different outfits and suit different occasions and moods. Any problems with our smart sport watch bands, please feel free to contact us. We will solve them for you within 24 hours.\"},\n{\"asin\": \"B0CKPB8DNK\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Gray\"},\n{\"Size\": \"49mm/46mm/45mm/44mm/(42mm-Series 3 2 1)\"}],\n\"promotion_items\": [{\"title\": \"6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DPC29VLW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Suitisbest 2 Pack StretchFit Sport Bands Compatible with Apple Watch Ultra Band 49mm 46mm 45mm 44mm 42mm Men Women, Stretchy Sport Loop Strap with S-Hook for iWatch Series 10 Ultra SE 9 8 7 6 5 4 3\", \"asin\": \"B0CRVH5JL5\", \"price\": \"$22.09\", \"quantity\": \"\"},\n{\"title\": \"Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for 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Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2\", \"asin\": \"B095W1SBNB\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"DGege Sport Loop Band Compatible with Apple Watch Bands for Men 44mm 46mm 45mm 49mm 42mm 38mm 40mm 41mm Women,Stretch Adjustable Braided Nylon Straps for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE/Ultra\", \"asin\": \"B0D2H67XGX\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"WolliLe Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Replacement Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2/1\", \"asin\": \"B0DB5GHM3V\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DPC29VLW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Compatible with Apple Watch Band 44mm 45mm 46mm 42mm 49mm Men Women,Soft Silicone Breathable Sport Bands Compatible for Apple Watch Ultra 2 Band SE iWatch Series 10 9 8 7 6 5 4 3 2 1 Black\", \"asin\": \"B09131JLC1\", \"price\": \"$5.21\", \"quantity\": \"\"},\n{\"title\": \"Misxi 2 Pack Tempered Glass Case Compatible for Apple Watch Series 10 (2024) 46mm, Hard PC Screen Protector Overall Protection Ultra-Thin Lightweight Scratch-Resistant Cover for iWatch, Satin Black\", \"asin\": \"B0DFVB13XF\", \"price\": \"$9.96\", \"quantity\": \"\"},\n{\"title\": \"Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men\", \"asin\": \"/promo/ARQIL980BCU5A\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Lenrao Sport Nylon Loop Strap Compatible with Apple Watch Bands 38/40/41/42/44/45/46/49mm, for Women Men\\uff0cfor IWatch Series SE 10/9/8/7/6/5/4/3 Ultra\", \"asin\": \"B0CQT7SZ8J\", \"price\": \"$11.39\", \"quantity\": \"\"},\n{\"title\": \"ENJINER Stretchy Nylon Solo Loop Bands Compatible with Apple Watch 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Ultra 2 iWatch Series 10 9 8 7 SE 6 5 4 3 2 1 Strap,Sport Elastic Braided Women Men\", \"asin\": \"B08YMMDR1Q\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Adjustable Breathable Women Men Braided Strap Compatible for iWatch Series 10/9/8/7/6/5/4/3 SE Ultra 1/2\", \"asin\": \"B09K57JC8W\", \"price\": \"$7.57\", \"quantity\": \"\"},\n{\"title\": \"DaQin 3 Pack Stretchy Solo Loop Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2\", \"asin\": \"B095W1SBNB\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor\", \"asin\": \"B0DMNTM7VS\", \"price\": \"$6.38\", \"quantity\": \"\"},\n{\"title\": \"DGege Sport Loop Band Compatible with Apple Watch Bands for Men 44mm 46mm 45mm 49mm 42mm 38mm 40mm 41mm Women,Stretch Adjustable Braided Nylon Straps for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE/Ultra\", \"asin\": \"B0D2H67XGX\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DPC29VLW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"WolliLe Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Replacement Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2/1\", \"asin\": \"B0DB5GHM3V\", \"price\": \"$9.99\", \"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\": \"2025-04-08T02:12:42.789Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-05T19:02:57.880Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Lerobo Compatible with Apple Watch Band 44mm SE Series 8 45mm 46mm Series 9 Ultra 2 Band 49mm 42mm Men Women Elastic Nylon Solo Loop Sport Strap for iWatch Bands Series 10 7 6 5 4 3 2 1,Gray\", \"asin\": \"B0CKPB8DNK\", \"price\": \"$7.19\", \"quantity\": \"1\"},\n{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm(Series 10) 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 9 8 SE 7 6 5 4 Women Men -49/46/45/44mm Space Grey\", \"asin\": \"B09ZPB85JC\", \"price\": \"$11.89\", \"quantity\": \"1\"},\n{\"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\"product_details\": [{\"title\": \"Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap\"},\n{\"price\": \"$7.19\"},\n{\"bullet_list\": \"\\u3010FIT FOR APPLE WATCH ALL MODELS\\u3011Lerobo Elastic Nylon Sport bands compatible with Apple Watch Bands 44mm 45mm 46mm 42mm 41mm 40mm 38mm 49mm, for Apple Watch SE SE2 & iWatch Series 10 Series 9 Series 8 Series 7 Series 6 Series 5 Series 4 Series 3 Series 2 Series 1 for Apple Watch Ultra Band 49mm Ultra 2 Band 49mm for Apple Watch Series 10, works with all versions for Apple Watch. (Note: Smart watch is not included.) \\u3010Breathable & Comfortable Nylon Material\\u3011Lerobo sport watch bands for iWatch bands Series 9 are made of skin-friendly woven nylon elastic material, lightweight and breathable, durable and comfortable for wearing. Elastic braided bracelet wristbands could prevent skin from irritation. Special braided design makes the bands for apple watch looks more youthful fashionable, than original strap. Suitable as a special gift for friends and family on birthdays, Christmas, Valentine's Day or holidays. \\u3010Super Stretchy & Size Adjustable\\u3011The adjustable stretchy nylon solo loop band with super stretchy. One size fits most wrist, 38mm/40mm/41mm/(42mm-Series 10) suits for apple watch 40mm 4.5 inch - 9.5 inch wrists, also works for 41mm/38mm,series 10 42mm.49mm/46mm/45mm/44mm/(42mm-Series 3 2 1) suits for apple watch 44mm 4.5 inch-9.5 inch wrists,also works for 46mm/45mm/42mm/49mm.Simply move the closure to adjust it to the exact size of your wrist.Free size for both women and men on most occasions \\u3010Security & Easy to Install\\u3011Lerobo replacement band come with watch lugs on both ends, which locks onto watch band interface precisely and securely. It can effectively prevent the sport bands from falling off and becoming loose. A secure stretch bracelet strap compatible with Apple Watch Band for men women. The installation is simple and direct, with one-click disassembly, no tool needed. \\u301024h Customer Service\\u3011Lerobo durable wristband replacement for apple watch se bands are available in a variety of colors to match different outfits and suit different occasions and moods. Any problems with our smart sport watch bands, please feel free to contact us. We will solve them for you within 24 hours.\"},\n{\"asin\": \"B0CKPB8DNK\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Gray\"},\n{\"Size\": \"49mm/46mm/45mm/44mm/(42mm-Series 3 2 1)\"}],\n\"promotion_items\": [{\"title\": \"6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DPC29VLW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Suitisbest 2 Pack StretchFit Sport Bands Compatible with Apple Watch Ultra Band 49mm 46mm 45mm 44mm 42mm Men Women, Stretchy Sport Loop Strap with S-Hook for iWatch Series 10 Ultra SE 9 8 7 6 5 4 3\", \"asin\": \"B0CRVH5JL5\", \"price\": \"$22.09\", \"quantity\": \"\"},\n{\"title\": \"Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1\", \"asin\": \"B0BXCV38FZ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Suitisbest Sport Bands Compatible with Apple Watch Ultra Band 49mm 46mm 45mm 44mm 42mm 38mm 40mm 41mm Men Women, Stretchy Nylon Sport Loop Strap with S-Hook for iWatch Series 10 Ultra SE 9 8 7 6 5 4 3\", \"asin\": \"B0CKZ8W94T\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46m...\", \"asin\": \"B09K57JC8W\", \"price\": \"$7.57\", \"quantity\": \"\"},\n{\"title\": \"Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor\", \"asin\": \"B0DMNTM7VS\", \"price\": \"$6.38\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Adjustable Breathable Women Men Braided Strap Compatible for iWatch Series 10/9/8/7/6/5/4/3 SE Ultra 1/2\", \"asin\": \"B09K57JC8W\", \"price\": \"$7.57\", \"quantity\": \"\"},\n{\"title\": \"Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor\", \"asin\": \"B0DMNTM7VS\", \"price\": \"$6.38\", \"quantity\": \"\"},\n{\"title\": \"DaQin 3 Pack Stretchy Solo Loop Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2\", \"asin\": \"B095W1SBNB\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"DGege Sport Loop Band Compatible with Apple Watch Bands for Men 44mm 46mm 45mm 49mm 42mm 38mm 40mm 41mm Women,Stretch Adjustable Braided Nylon Straps for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE/Ultra\", \"asin\": \"B0D2H67XGX\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"WolliLe Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Replacement Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2/1\", \"asin\": \"B0DB5GHM3V\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DPC29VLW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Compatible with Apple Watch Band 44mm 45mm 46mm 42mm 49mm Men Women,Soft Silicone Breathable Sport Bands Compatible for Apple Watch Ultra 2 Band SE iWatch Series 10 9 8 7 6 5 4 3 2 1 Black\", \"asin\": \"B09131JLC1\", \"price\": \"$5.21\", \"quantity\": \"\"},\n{\"title\": \"Misxi 2 Pack Tempered Glass Case Compatible for Apple Watch Series 10 (2024) 46mm, Hard PC Screen Protector Overall Protection Ultra-Thin Lightweight Scratch-Resistant Cover for iWatch, Satin Black\", \"asin\": \"B0DFVB13XF\", \"price\": \"$9.96\", \"quantity\": \"\"},\n{\"title\": \"Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men\", \"asin\": \"/promo/ARQIL980BCU5A\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Lenrao Sport Nylon Loop Strap Compatible with Apple Watch Bands 38/40/41/42/44/45/46/49mm, for Women Men\\uff0cfor IWatch Series SE 10/9/8/7/6/5/4/3 Ultra\", \"asin\": \"B0CQT7SZ8J\", \"price\": \"$11.39\", \"quantity\": \"\"},\n{\"title\": \"ENJINER Stretchy Nylon Solo Loop Bands Compatible with Apple Watch 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Ultra 2 iWatch Series 10 9 8 7 SE 6 5 4 3 2 1 Strap,Sport Elastic Braided Women Men\", \"asin\": \"B08YMMDR1Q\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Adjustable Breathable Women Men Braided Strap Compatible for iWatch Series 10/9/8/7/6/5/4/3 SE Ultra 1/2\", \"asin\": \"B09K57JC8W\", \"price\": \"$7.57\", \"quantity\": \"\"},\n{\"title\": \"DaQin 3 Pack Stretchy Solo Loop Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2\", \"asin\": \"B095W1SBNB\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor\", \"asin\": \"B0DMNTM7VS\", \"price\": \"$6.38\", \"quantity\": \"\"},\n{\"title\": \"DGege Sport Loop Band Compatible with Apple Watch Bands for Men 44mm 46mm 45mm 49mm 42mm 38mm 40mm 41mm Women,Stretch Adjustable Braided Nylon Straps for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE/Ultra\", \"asin\": \"B0D2H67XGX\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DPC29VLW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"WolliLe Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Replacement Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2/1\", \"asin\": \"B0DB5GHM3V\", \"price\": \"$9.99\", \"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\": \"2025-04-08T02:12:44.115Z\", // 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
2025-04-08T02:12:44.115Z
click
review
rule
train
2,559
2025-04-08T02:12:44.115Z
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": "2025-04-05T19:02:57.880Z", "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"} {"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"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} {"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"} {"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"} {"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"} {"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"} {"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"} {"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"} {"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:15:46.772Z", "action": "click_product", "action_argument": "B0043JTA7S"} {"timestamp": "2025-04-08T00:16:08.041Z", "action": "click_product", "action_argument": "B0777LRN9F"} {"timestamp": "2025-04-08T00:18:56.688Z", "action": "click_product", "action_argument": "B087MC1HW6"} {"timestamp": "2025-04-08T01:08:41.680Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray \u7f16\u7ec7"} {"timestamp": "2025-04-08T01:08:41.865Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:48.494Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray nylon"} {"timestamp": "2025-04-08T01:11:48.790Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:55.067Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:11:59.077Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-08T01:12:05.683Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:12:14.918Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:12.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:22.813Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:28.877Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:14:53.912Z", "action": "purchase", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T01:15:56.058Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:16:05.480Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:18:50.961Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:19:15.369Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:37.300Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:40.777Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:20:10.780Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T01:31:25.004Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:25.253Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:31.755Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 \u94f6"} {"timestamp": "2025-04-08T01:31:32.024Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:38.260Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 silver"} {"timestamp": "2025-04-08T01:31:38.516Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:42.383Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:43.603Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:43.858Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:12:01.493Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:12:24.164Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:12:35.377Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:37.752Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:39.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:40.989Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:42.789Z", "action": "click", "action_argument": "review"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}], "cart_items": [{"title": "Lerobo Compatible with Apple Watch Band 44mm SE Series 8 45mm 46mm Series 9 Ultra 2 Band 49mm 42mm Men Women Elastic Nylon Solo Loop Sport Strap for iWatch Bands Series 10 7 6 5 4 3 2 1,Gray", "asin": "B0CKPB8DNK", "price": "$7.19", "quantity": "1"}, {"title": "EPULY Compatible with Apple Watch Band 44mm 45mm 46mm(Series 10) 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 9 8 SE 7 6 5 4 Women Men -49/46/45/44mm Space Grey", "asin": "B09ZPB85JC", "price": "$11.89", "quantity": "1"}, {"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 - 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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"}], "product_details": [{"title": "Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap"}, {"price": "$7.19"}, {"bullet_list": "\u3010FIT FOR APPLE WATCH ALL MODELS\u3011Lerobo Elastic Nylon Sport bands compatible with Apple Watch Bands 44mm 45mm 46mm 42mm 41mm 40mm 38mm 49mm, for Apple Watch SE SE2 & iWatch Series 10 Series 9 Series 8 Series 7 Series 6 Series 5 Series 4 Series 3 Series 2 Series 1 for Apple Watch Ultra Band 49mm Ultra 2 Band 49mm for Apple Watch Series 10, works with all versions for Apple Watch. (Note: Smart watch is not included.) \u3010Breathable & Comfortable Nylon Material\u3011Lerobo sport watch bands for iWatch bands Series 9 are made of skin-friendly woven nylon elastic material, lightweight and breathable, durable and comfortable for wearing. Elastic braided bracelet wristbands could prevent skin from irritation. Special braided design makes the bands for apple watch looks more youthful fashionable, than original strap. Suitable as a special gift for friends and family on birthdays, Christmas, Valentine's Day or holidays. \u3010Super Stretchy & Size Adjustable\u3011The adjustable stretchy nylon solo loop band with super stretchy. One size fits most wrist, 38mm/40mm/41mm/(42mm-Series 10) suits for apple watch 40mm 4.5 inch - 9.5 inch wrists, also works for 41mm/38mm,series 10 42mm.49mm/46mm/45mm/44mm/(42mm-Series 3 2 1) suits for apple watch 44mm 4.5 inch-9.5 inch wrists,also works for 46mm/45mm/42mm/49mm.Simply move the closure to adjust it to the exact size of your wrist.Free size for both women and men on most occasions \u3010Security & Easy to Install\u3011Lerobo replacement band come with watch lugs on both ends, which locks onto watch band interface precisely and securely. It can effectively prevent the sport bands from falling off and becoming loose. A secure stretch bracelet strap compatible with Apple Watch Band for men women. The installation is simple and direct, with one-click disassembly, no tool needed. \u301024h Customer Service\u3011Lerobo durable wristband replacement for apple watch se bands are available in a variety of colors to match different outfits and suit different occasions and moods. Any problems with our smart sport watch bands, please feel free to contact us. We will solve them for you within 24 hours."}, {"asin": "B0CKPB8DNK"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Gray"}, {"Size": "49mm/46mm/45mm/44mm/(42mm-Series 3 2 1)"}], "promotion_items": [{"title": "6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B0DPC29VLW", "price": "$12.99", "quantity": ""}, {"title": "Suitisbest 2 Pack StretchFit Sport Bands Compatible with Apple Watch Ultra Band 49mm 46mm 45mm 44mm 42mm Men Women, Stretchy Sport Loop Strap with S-Hook for iWatch Series 10 Ultra SE 9 8 7 6 5 4 3", "asin": "B0CRVH5JL5", "price": "$22.09", "quantity": ""}, {"title": "Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1", "asin": "B0BXCV38FZ", "price": "$9.99", "quantity": ""}, {"title": "Suitisbest Sport Bands Compatible with Apple Watch Ultra Band 49mm 46mm 45mm 44mm 42mm 38mm 40mm 41mm Men Women, Stretchy Nylon Sport Loop Strap with S-Hook for iWatch Series 10 Ultra SE 9 8 7 6 5 4 3", "asin": "B0CKZ8W94T", "price": "$15.99", "quantity": ""}, {"title": "Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men", "asin": "B095K58Z9Y", "price": "$6.23", "quantity": ""}, {"title": "Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46m...", "asin": "B09K57JC8W", "price": "$7.57", "quantity": ""}, {"title": "Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor", "asin": "B0DMNTM7VS", "price": "$6.38", "quantity": ""}, {"title": "Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men", "asin": "B095K58Z9Y", "price": "$6.23", "quantity": ""}, {"title": "Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Adjustable Breathable Women Men Braided Strap Compatible for iWatch Series 10/9/8/7/6/5/4/3 SE Ultra 1/2", "asin": "B09K57JC8W", "price": "$7.57", "quantity": ""}, {"title": "Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor", "asin": "B0DMNTM7VS", "price": "$6.38", "quantity": ""}, {"title": "DaQin 3 Pack Stretchy Solo Loop Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2", "asin": "B095W1SBNB", "price": "$7.99", "quantity": ""}, {"title": "DGege Sport Loop Band Compatible with Apple Watch Bands for Men 44mm 46mm 45mm 49mm 42mm 38mm 40mm 41mm Women,Stretch Adjustable Braided Nylon Straps for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE/Ultra", "asin": "B0D2H67XGX", "price": "$4.99", "quantity": ""}, {"title": "WolliLe Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Replacement Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2/1", "asin": "B0DB5GHM3V", "price": "$9.99", "quantity": ""}, {"title": "6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B0DPC29VLW", "price": "$12.99", "quantity": ""}, {"title": "Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men", "asin": "B095K58Z9Y", "price": "$6.23", "quantity": ""}, {"title": "Lerobo Compatible with Apple Watch Band 44mm 45mm 46mm 42mm 49mm Men Women,Soft Silicone Breathable Sport Bands Compatible for Apple Watch Ultra 2 Band SE iWatch Series 10 9 8 7 6 5 4 3 2 1 Black", "asin": "B09131JLC1", "price": "$5.21", "quantity": ""}, {"title": "Misxi 2 Pack Tempered Glass Case Compatible for Apple Watch Series 10 (2024) 46mm, Hard PC Screen Protector Overall Protection Ultra-Thin Lightweight Scratch-Resistant Cover for iWatch, Satin Black", "asin": "B0DFVB13XF", "price": "$9.96", "quantity": ""}, {"title": "Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men", "asin": "/promo/ARQIL980BCU5A", "price": "$13.99", "quantity": ""}, {"title": "Lenrao Sport Nylon Loop Strap Compatible with Apple Watch Bands 38/40/41/42/44/45/46/49mm, for Women Men\uff0cfor IWatch Series SE 10/9/8/7/6/5/4/3 Ultra", "asin": "B0CQT7SZ8J", "price": "$11.39", "quantity": ""}, {"title": "ENJINER Stretchy Nylon Solo Loop Bands Compatible with Apple Watch 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Ultra 2 iWatch Series 10 9 8 7 SE 6 5 4 3 2 1 Strap,Sport Elastic Braided Women Men", "asin": "B08YMMDR1Q", "price": "$9.99", "quantity": ""}, {"title": "Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men", "asin": "B095K58Z9Y", "price": "$6.23", "quantity": ""}, {"title": "Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Adjustable Breathable Women Men Braided Strap Compatible for iWatch Series 10/9/8/7/6/5/4/3 SE Ultra 1/2", "asin": "B09K57JC8W", "price": "$7.57", "quantity": ""}, {"title": "DaQin 3 Pack Stretchy Solo Loop Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2", "asin": "B095W1SBNB", "price": "$7.99", "quantity": ""}, {"title": "Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor", "asin": "B0DMNTM7VS", "price": "$6.38", "quantity": ""}, {"title": "DGege Sport Loop Band Compatible with Apple Watch Bands for Men 44mm 46mm 45mm 49mm 42mm 38mm 40mm 41mm Women,Stretch Adjustable Braided Nylon Straps for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE/Ultra", "asin": "B0D2H67XGX", "price": "$4.99", "quantity": ""}, {"title": "6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B0DPC29VLW", "price": "$12.99", "quantity": ""}, {"title": "WolliLe Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Replacement Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2/1", "asin": "B0DB5GHM3V", "price": "$9.99", "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": "2025-04-08T02:12:44.115Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-08T02:12:44.115Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-08T02:12:44.115Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "index": 2559, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-05T19:02:57.880Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Lerobo Compatible with Apple Watch Band 44mm SE Series 8 45mm 46mm Series 9 Ultra 2 Band 49mm 42mm Men Women Elastic Nylon Solo Loop Sport Strap for iWatch Bands Series 10 7 6 5 4 3 2 1,Gray\", \"asin\": \"B0CKPB8DNK\", \"price\": \"$7.19\", \"quantity\": \"1\"},\n{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm(Series 10) 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 9 8 SE 7 6 5 4 Women Men -49/46/45/44mm Space Grey\", \"asin\": \"B09ZPB85JC\", \"price\": \"$11.89\", \"quantity\": \"1\"},\n{\"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 - 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(Note: Smart watch is not included.) \\u3010Breathable & Comfortable Nylon Material\\u3011Lerobo sport watch bands for iWatch bands Series 9 are made of skin-friendly woven nylon elastic material, lightweight and breathable, durable and comfortable for wearing. Elastic braided bracelet wristbands could prevent skin from irritation. Special braided design makes the bands for apple watch looks more youthful fashionable, than original strap. Suitable as a special gift for friends and family on birthdays, Christmas, Valentine's Day or holidays. \\u3010Super Stretchy & Size Adjustable\\u3011The adjustable stretchy nylon solo loop band with super stretchy. One size fits most wrist, 38mm/40mm/41mm/(42mm-Series 10) suits for apple watch 40mm 4.5 inch - 9.5 inch wrists, also works for 41mm/38mm,series 10 42mm.49mm/46mm/45mm/44mm/(42mm-Series 3 2 1) suits for apple watch 44mm 4.5 inch-9.5 inch wrists,also works for 46mm/45mm/42mm/49mm.Simply move the closure to adjust it to the exact size of your wrist.Free size for both women and men on most occasions \\u3010Security & Easy to Install\\u3011Lerobo replacement band come with watch lugs on both ends, which locks onto watch band interface precisely and securely. It can effectively prevent the sport bands from falling off and becoming loose. A secure stretch bracelet strap compatible with Apple Watch Band for men women. The installation is simple and direct, with one-click disassembly, no tool needed. \\u301024h Customer Service\\u3011Lerobo durable wristband replacement for apple watch se bands are available in a variety of colors to match different outfits and suit different occasions and moods. Any problems with our smart sport watch bands, please feel free to contact us. We will solve them for you within 24 hours.\"},\n{\"asin\": \"B0CKPB8DNK\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Gray\"},\n{\"Size\": \"49mm/46mm/45mm/44mm/(42mm-Series 3 2 1)\"}],\n\"promotion_items\": [{\"title\": \"6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DPC29VLW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Suitisbest 2 Pack StretchFit Sport Bands Compatible with Apple Watch Ultra Band 49mm 46mm 45mm 44mm 42mm Men Women, Stretchy Sport Loop Strap with S-Hook for iWatch Series 10 Ultra SE 9 8 7 6 5 4 3\", \"asin\": \"B0CRVH5JL5\", \"price\": \"$22.09\", \"quantity\": \"\"},\n{\"title\": \"Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for 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Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2\", \"asin\": \"B095W1SBNB\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"DGege Sport Loop Band Compatible with Apple Watch Bands for Men 44mm 46mm 45mm 49mm 42mm 38mm 40mm 41mm Women,Stretch Adjustable Braided Nylon Straps for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE/Ultra\", \"asin\": \"B0D2H67XGX\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"WolliLe Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Replacement Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2/1\", \"asin\": \"B0DB5GHM3V\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DPC29VLW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Compatible with Apple Watch Band 44mm 45mm 46mm 42mm 49mm Men Women,Soft Silicone Breathable Sport Bands Compatible for Apple Watch Ultra 2 Band SE iWatch Series 10 9 8 7 6 5 4 3 2 1 Black\", \"asin\": \"B09131JLC1\", \"price\": \"$5.21\", \"quantity\": \"\"},\n{\"title\": \"Misxi 2 Pack Tempered Glass Case Compatible for Apple Watch Series 10 (2024) 46mm, Hard PC Screen Protector Overall Protection Ultra-Thin Lightweight Scratch-Resistant Cover for iWatch, Satin Black\", \"asin\": \"B0DFVB13XF\", \"price\": \"$9.96\", \"quantity\": \"\"},\n{\"title\": \"Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men\", \"asin\": \"/promo/ARQIL980BCU5A\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Lenrao Sport Nylon Loop Strap Compatible with Apple Watch Bands 38/40/41/42/44/45/46/49mm, for Women Men\\uff0cfor IWatch Series SE 10/9/8/7/6/5/4/3 Ultra\", \"asin\": \"B0CQT7SZ8J\", \"price\": \"$11.39\", \"quantity\": \"\"},\n{\"title\": \"ENJINER Stretchy Nylon Solo Loop Bands Compatible with Apple Watch 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Ultra 2 iWatch Series 10 9 8 7 SE 6 5 4 3 2 1 Strap,Sport Elastic Braided Women Men\", \"asin\": \"B08YMMDR1Q\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Adjustable Breathable Women Men Braided Strap Compatible for iWatch Series 10/9/8/7/6/5/4/3 SE Ultra 1/2\", \"asin\": \"B09K57JC8W\", \"price\": \"$7.57\", \"quantity\": \"\"},\n{\"title\": \"DaQin 3 Pack Stretchy Solo Loop Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2\", \"asin\": \"B095W1SBNB\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor\", \"asin\": \"B0DMNTM7VS\", \"price\": \"$6.38\", \"quantity\": \"\"},\n{\"title\": \"DGege Sport Loop Band Compatible with Apple Watch Bands for Men 44mm 46mm 45mm 49mm 42mm 38mm 40mm 41mm Women,Stretch Adjustable Braided Nylon Straps for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE/Ultra\", \"asin\": \"B0D2H67XGX\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DPC29VLW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"WolliLe Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Replacement Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2/1\", \"asin\": \"B0DB5GHM3V\", \"price\": \"$9.99\", \"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\": \"2025-04-08T02:12:44.115Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-05T19:02:57.880Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Lerobo Compatible with Apple Watch Band 44mm SE Series 8 45mm 46mm Series 9 Ultra 2 Band 49mm 42mm Men Women Elastic Nylon Solo Loop Sport Strap for iWatch Bands Series 10 7 6 5 4 3 2 1,Gray\", \"asin\": \"B0CKPB8DNK\", \"price\": \"$7.19\", \"quantity\": \"1\"},\n{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm(Series 10) 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 9 8 SE 7 6 5 4 Women Men -49/46/45/44mm Space Grey\", \"asin\": \"B09ZPB85JC\", \"price\": \"$11.89\", \"quantity\": \"1\"},\n{\"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\"product_details\": [{\"title\": \"Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap\"},\n{\"price\": \"$7.19\"},\n{\"bullet_list\": \"\\u3010FIT FOR APPLE WATCH ALL MODELS\\u3011Lerobo Elastic Nylon Sport bands compatible with Apple Watch Bands 44mm 45mm 46mm 42mm 41mm 40mm 38mm 49mm, for Apple Watch SE SE2 & iWatch Series 10 Series 9 Series 8 Series 7 Series 6 Series 5 Series 4 Series 3 Series 2 Series 1 for Apple Watch Ultra Band 49mm Ultra 2 Band 49mm for Apple Watch Series 10, works with all versions for Apple Watch. (Note: Smart watch is not included.) \\u3010Breathable & Comfortable Nylon Material\\u3011Lerobo sport watch bands for iWatch bands Series 9 are made of skin-friendly woven nylon elastic material, lightweight and breathable, durable and comfortable for wearing. Elastic braided bracelet wristbands could prevent skin from irritation. Special braided design makes the bands for apple watch looks more youthful fashionable, than original strap. Suitable as a special gift for friends and family on birthdays, Christmas, Valentine's Day or holidays. \\u3010Super Stretchy & Size Adjustable\\u3011The adjustable stretchy nylon solo loop band with super stretchy. One size fits most wrist, 38mm/40mm/41mm/(42mm-Series 10) suits for apple watch 40mm 4.5 inch - 9.5 inch wrists, also works for 41mm/38mm,series 10 42mm.49mm/46mm/45mm/44mm/(42mm-Series 3 2 1) suits for apple watch 44mm 4.5 inch-9.5 inch wrists,also works for 46mm/45mm/42mm/49mm.Simply move the closure to adjust it to the exact size of your wrist.Free size for both women and men on most occasions \\u3010Security & Easy to Install\\u3011Lerobo replacement band come with watch lugs on both ends, which locks onto watch band interface precisely and securely. It can effectively prevent the sport bands from falling off and becoming loose. A secure stretch bracelet strap compatible with Apple Watch Band for men women. The installation is simple and direct, with one-click disassembly, no tool needed. \\u301024h Customer Service\\u3011Lerobo durable wristband replacement for apple watch se bands are available in a variety of colors to match different outfits and suit different occasions and moods. Any problems with our smart sport watch bands, please feel free to contact us. We will solve them for you within 24 hours.\"},\n{\"asin\": \"B0CKPB8DNK\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Gray\"},\n{\"Size\": \"49mm/46mm/45mm/44mm/(42mm-Series 3 2 1)\"}],\n\"promotion_items\": [{\"title\": \"6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DPC29VLW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Suitisbest 2 Pack StretchFit Sport Bands Compatible with Apple Watch Ultra Band 49mm 46mm 45mm 44mm 42mm Men Women, Stretchy Sport Loop Strap with S-Hook for iWatch Series 10 Ultra SE 9 8 7 6 5 4 3\", \"asin\": \"B0CRVH5JL5\", \"price\": \"$22.09\", \"quantity\": \"\"},\n{\"title\": \"Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1\", \"asin\": \"B0BXCV38FZ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Suitisbest Sport Bands Compatible with Apple Watch Ultra Band 49mm 46mm 45mm 44mm 42mm 38mm 40mm 41mm Men Women, Stretchy Nylon Sport Loop Strap with S-Hook for iWatch Series 10 Ultra SE 9 8 7 6 5 4 3\", \"asin\": \"B0CKZ8W94T\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46m...\", \"asin\": \"B09K57JC8W\", \"price\": \"$7.57\", \"quantity\": \"\"},\n{\"title\": \"Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor\", \"asin\": \"B0DMNTM7VS\", \"price\": \"$6.38\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Adjustable Breathable Women Men Braided Strap Compatible for iWatch Series 10/9/8/7/6/5/4/3 SE Ultra 1/2\", \"asin\": \"B09K57JC8W\", \"price\": \"$7.57\", \"quantity\": \"\"},\n{\"title\": \"Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor\", \"asin\": \"B0DMNTM7VS\", \"price\": \"$6.38\", \"quantity\": \"\"},\n{\"title\": \"DaQin 3 Pack Stretchy Solo Loop Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2\", \"asin\": \"B095W1SBNB\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"DGege Sport Loop Band Compatible with Apple Watch Bands for Men 44mm 46mm 45mm 49mm 42mm 38mm 40mm 41mm Women,Stretch Adjustable Braided Nylon Straps for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE/Ultra\", \"asin\": \"B0D2H67XGX\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"WolliLe Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Replacement Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2/1\", \"asin\": \"B0DB5GHM3V\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DPC29VLW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Compatible with Apple Watch Band 44mm 45mm 46mm 42mm 49mm Men Women,Soft Silicone Breathable Sport Bands Compatible for Apple Watch Ultra 2 Band SE iWatch Series 10 9 8 7 6 5 4 3 2 1 Black\", \"asin\": \"B09131JLC1\", \"price\": \"$5.21\", \"quantity\": \"\"},\n{\"title\": \"Misxi 2 Pack Tempered Glass Case Compatible for Apple Watch Series 10 (2024) 46mm, Hard PC Screen Protector Overall Protection Ultra-Thin Lightweight Scratch-Resistant Cover for iWatch, Satin Black\", \"asin\": \"B0DFVB13XF\", \"price\": \"$9.96\", \"quantity\": \"\"},\n{\"title\": \"Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men\", \"asin\": \"/promo/ARQIL980BCU5A\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Lenrao Sport Nylon Loop Strap Compatible with Apple Watch Bands 38/40/41/42/44/45/46/49mm, for Women Men\\uff0cfor IWatch Series SE 10/9/8/7/6/5/4/3 Ultra\", \"asin\": \"B0CQT7SZ8J\", \"price\": \"$11.39\", \"quantity\": \"\"},\n{\"title\": \"ENJINER Stretchy Nylon Solo Loop Bands Compatible with Apple Watch 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Ultra 2 iWatch Series 10 9 8 7 SE 6 5 4 3 2 1 Strap,Sport Elastic Braided Women Men\", \"asin\": \"B08YMMDR1Q\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Adjustable Breathable Women Men Braided Strap Compatible for iWatch Series 10/9/8/7/6/5/4/3 SE Ultra 1/2\", \"asin\": \"B09K57JC8W\", \"price\": \"$7.57\", \"quantity\": \"\"},\n{\"title\": \"DaQin 3 Pack Stretchy Solo Loop Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2\", \"asin\": \"B095W1SBNB\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor\", \"asin\": \"B0DMNTM7VS\", \"price\": \"$6.38\", \"quantity\": \"\"},\n{\"title\": \"DGege Sport Loop Band Compatible with Apple Watch Bands for Men 44mm 46mm 45mm 49mm 42mm 38mm 40mm 41mm Women,Stretch Adjustable Braided Nylon Straps for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE/Ultra\", \"asin\": \"B0D2H67XGX\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DPC29VLW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"WolliLe Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Replacement Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2/1\", \"asin\": \"B0DB5GHM3V\", \"price\": \"$9.99\", \"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\": \"2025-04-08T02:12:45.754Z\", // 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
2025-04-08T02:12:45.754Z
click
review
rule
train
2,560
2025-04-08T02:12:45.754Z
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": "2025-04-05T19:02:57.880Z", "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"} {"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"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} {"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"} {"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"} {"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"} {"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"} {"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"} {"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"} {"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:15:46.772Z", "action": "click_product", "action_argument": "B0043JTA7S"} {"timestamp": "2025-04-08T00:16:08.041Z", "action": "click_product", "action_argument": "B0777LRN9F"} {"timestamp": "2025-04-08T00:18:56.688Z", "action": "click_product", "action_argument": "B087MC1HW6"} {"timestamp": "2025-04-08T01:08:41.680Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray \u7f16\u7ec7"} {"timestamp": "2025-04-08T01:08:41.865Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:48.494Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray nylon"} {"timestamp": "2025-04-08T01:11:48.790Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:55.067Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:11:59.077Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-08T01:12:05.683Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:12:14.918Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:12.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:22.813Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:28.877Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:14:53.912Z", "action": "purchase", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T01:15:56.058Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:16:05.480Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:18:50.961Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:19:15.369Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:37.300Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:40.777Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:20:10.780Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T01:31:25.004Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:25.253Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:31.755Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 \u94f6"} {"timestamp": "2025-04-08T01:31:32.024Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:38.260Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 silver"} {"timestamp": "2025-04-08T01:31:38.516Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:42.383Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:43.603Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:43.858Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:12:01.493Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:12:24.164Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:12:35.377Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:37.752Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:39.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:40.989Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:42.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:44.115Z", "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. 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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"}], "product_details": [{"title": "Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap"}, {"price": "$7.19"}, {"bullet_list": "\u3010FIT FOR APPLE WATCH ALL MODELS\u3011Lerobo Elastic Nylon Sport bands compatible with Apple Watch Bands 44mm 45mm 46mm 42mm 41mm 40mm 38mm 49mm, for Apple Watch SE SE2 & iWatch Series 10 Series 9 Series 8 Series 7 Series 6 Series 5 Series 4 Series 3 Series 2 Series 1 for Apple Watch Ultra Band 49mm Ultra 2 Band 49mm for Apple Watch Series 10, works with all versions for Apple Watch. (Note: Smart watch is not included.) \u3010Breathable & Comfortable Nylon Material\u3011Lerobo sport watch bands for iWatch bands Series 9 are made of skin-friendly woven nylon elastic material, lightweight and breathable, durable and comfortable for wearing. Elastic braided bracelet wristbands could prevent skin from irritation. Special braided design makes the bands for apple watch looks more youthful fashionable, than original strap. Suitable as a special gift for friends and family on birthdays, Christmas, Valentine's Day or holidays. \u3010Super Stretchy & Size Adjustable\u3011The adjustable stretchy nylon solo loop band with super stretchy. One size fits most wrist, 38mm/40mm/41mm/(42mm-Series 10) suits for apple watch 40mm 4.5 inch - 9.5 inch wrists, also works for 41mm/38mm,series 10 42mm.49mm/46mm/45mm/44mm/(42mm-Series 3 2 1) suits for apple watch 44mm 4.5 inch-9.5 inch wrists,also works for 46mm/45mm/42mm/49mm.Simply move the closure to adjust it to the exact size of your wrist.Free size for both women and men on most occasions \u3010Security & Easy to Install\u3011Lerobo replacement band come with watch lugs on both ends, which locks onto watch band interface precisely and securely. It can effectively prevent the sport bands from falling off and becoming loose. A secure stretch bracelet strap compatible with Apple Watch Band for men women. The installation is simple and direct, with one-click disassembly, no tool needed. \u301024h Customer Service\u3011Lerobo durable wristband replacement for apple watch se bands are available in a variety of colors to match different outfits and suit different occasions and moods. Any problems with our smart sport watch bands, please feel free to contact us. We will solve them for you within 24 hours."}, {"asin": "B0CKPB8DNK"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Gray"}, {"Size": "49mm/46mm/45mm/44mm/(42mm-Series 3 2 1)"}], "promotion_items": [{"title": "6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B0DPC29VLW", "price": "$12.99", "quantity": ""}, {"title": "Suitisbest 2 Pack StretchFit Sport Bands Compatible with Apple Watch Ultra Band 49mm 46mm 45mm 44mm 42mm Men Women, Stretchy Sport Loop Strap with S-Hook for iWatch Series 10 Ultra SE 9 8 7 6 5 4 3", "asin": "B0CRVH5JL5", "price": "$22.09", "quantity": ""}, {"title": "Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1", "asin": 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"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men", "asin": "B095K58Z9Y", "price": "$6.23", "quantity": ""}, {"title": "Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Adjustable Breathable Women Men Braided Strap Compatible for iWatch Series 10/9/8/7/6/5/4/3 SE Ultra 1/2", "asin": "B09K57JC8W", "price": "$7.57", "quantity": ""}, {"title": "Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor", "asin": "B0DMNTM7VS", "price": "$6.38", "quantity": ""}, {"title": "DaQin 3 Pack Stretchy Solo Loop Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2", "asin": "B095W1SBNB", "price": "$7.99", "quantity": ""}, {"title": "DGege Sport Loop Band Compatible with Apple Watch Bands for Men 44mm 46mm 45mm 49mm 42mm 38mm 40mm 41mm Women,Stretch Adjustable Braided Nylon Straps for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE/Ultra", "asin": "B0D2H67XGX", "price": "$4.99", "quantity": ""}, {"title": "WolliLe Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Replacement Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2/1", "asin": "B0DB5GHM3V", "price": "$9.99", "quantity": ""}, {"title": "6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B0DPC29VLW", "price": "$12.99", "quantity": ""}, {"title": "Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men", "asin": "B095K58Z9Y", "price": "$6.23", "quantity": ""}, {"title": "Lerobo Compatible with Apple Watch Band 44mm 45mm 46mm 42mm 49mm Men Women,Soft Silicone Breathable Sport Bands Compatible for Apple Watch Ultra 2 Band SE iWatch Series 10 9 8 7 6 5 4 3 2 1 Black", "asin": "B09131JLC1", "price": "$5.21", "quantity": ""}, {"title": "Misxi 2 Pack Tempered Glass Case Compatible for Apple Watch Series 10 (2024) 46mm, Hard PC Screen Protector Overall Protection Ultra-Thin Lightweight Scratch-Resistant Cover for iWatch, Satin Black", "asin": "B0DFVB13XF", "price": "$9.96", "quantity": ""}, {"title": "Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men", "asin": "/promo/ARQIL980BCU5A", "price": "$13.99", "quantity": ""}, {"title": "Lenrao Sport Nylon Loop Strap Compatible with Apple Watch Bands 38/40/41/42/44/45/46/49mm, for Women Men\uff0cfor IWatch Series SE 10/9/8/7/6/5/4/3 Ultra", "asin": "B0CQT7SZ8J", "price": "$11.39", "quantity": ""}, {"title": "ENJINER Stretchy Nylon Solo Loop Bands Compatible with Apple Watch 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Ultra 2 iWatch Series 10 9 8 7 SE 6 5 4 3 2 1 Strap,Sport Elastic Braided Women Men", "asin": "B08YMMDR1Q", "price": "$9.99", "quantity": ""}, {"title": "Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men", "asin": "B095K58Z9Y", "price": "$6.23", "quantity": ""}, {"title": "Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Adjustable Breathable Women Men Braided Strap Compatible for iWatch Series 10/9/8/7/6/5/4/3 SE Ultra 1/2", "asin": "B09K57JC8W", "price": "$7.57", "quantity": ""}, {"title": "DaQin 3 Pack Stretchy Solo Loop Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2", "asin": "B095W1SBNB", "price": "$7.99", "quantity": ""}, {"title": "Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor", "asin": "B0DMNTM7VS", "price": "$6.38", "quantity": ""}, {"title": "DGege Sport Loop Band Compatible with Apple Watch Bands for Men 44mm 46mm 45mm 49mm 42mm 38mm 40mm 41mm Women,Stretch Adjustable Braided Nylon Straps for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE/Ultra", "asin": "B0D2H67XGX", "price": "$4.99", "quantity": ""}, {"title": "6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B0DPC29VLW", "price": "$12.99", "quantity": ""}, {"title": "WolliLe Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Replacement Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2/1", "asin": "B0DB5GHM3V", "price": "$9.99", "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": "2025-04-08T02:12:45.754Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-08T02:12:45.754Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-08T02:12:45.754Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "index": 2560, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-05T19:02:57.880Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Lerobo Compatible with Apple Watch Band 44mm SE Series 8 45mm 46mm Series 9 Ultra 2 Band 49mm 42mm Men Women Elastic Nylon Solo Loop Sport Strap for iWatch Bands Series 10 7 6 5 4 3 2 1,Gray\", \"asin\": \"B0CKPB8DNK\", \"price\": \"$7.19\", \"quantity\": \"1\"},\n{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm(Series 10) 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 9 8 SE 7 6 5 4 Women Men -49/46/45/44mm Space Grey\", \"asin\": \"B09ZPB85JC\", \"price\": \"$11.89\", \"quantity\": \"1\"},\n{\"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 - 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(Note: Smart watch is not included.) \\u3010Breathable & Comfortable Nylon Material\\u3011Lerobo sport watch bands for iWatch bands Series 9 are made of skin-friendly woven nylon elastic material, lightweight and breathable, durable and comfortable for wearing. Elastic braided bracelet wristbands could prevent skin from irritation. Special braided design makes the bands for apple watch looks more youthful fashionable, than original strap. Suitable as a special gift for friends and family on birthdays, Christmas, Valentine's Day or holidays. \\u3010Super Stretchy & Size Adjustable\\u3011The adjustable stretchy nylon solo loop band with super stretchy. One size fits most wrist, 38mm/40mm/41mm/(42mm-Series 10) suits for apple watch 40mm 4.5 inch - 9.5 inch wrists, also works for 41mm/38mm,series 10 42mm.49mm/46mm/45mm/44mm/(42mm-Series 3 2 1) suits for apple watch 44mm 4.5 inch-9.5 inch wrists,also works for 46mm/45mm/42mm/49mm.Simply move the closure to adjust it to the exact size of your wrist.Free size for both women and men on most occasions \\u3010Security & Easy to Install\\u3011Lerobo replacement band come with watch lugs on both ends, which locks onto watch band interface precisely and securely. It can effectively prevent the sport bands from falling off and becoming loose. A secure stretch bracelet strap compatible with Apple Watch Band for men women. The installation is simple and direct, with one-click disassembly, no tool needed. \\u301024h Customer Service\\u3011Lerobo durable wristband replacement for apple watch se bands are available in a variety of colors to match different outfits and suit different occasions and moods. Any problems with our smart sport watch bands, please feel free to contact us. We will solve them for you within 24 hours.\"},\n{\"asin\": \"B0CKPB8DNK\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Gray\"},\n{\"Size\": \"49mm/46mm/45mm/44mm/(42mm-Series 3 2 1)\"}],\n\"promotion_items\": [{\"title\": \"6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DPC29VLW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Suitisbest 2 Pack StretchFit Sport Bands Compatible with Apple Watch Ultra Band 49mm 46mm 45mm 44mm 42mm Men Women, Stretchy Sport Loop Strap with S-Hook for iWatch Series 10 Ultra SE 9 8 7 6 5 4 3\", \"asin\": \"B0CRVH5JL5\", \"price\": \"$22.09\", \"quantity\": \"\"},\n{\"title\": \"Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for 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Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2\", \"asin\": \"B095W1SBNB\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"DGege Sport Loop Band Compatible with Apple Watch Bands for Men 44mm 46mm 45mm 49mm 42mm 38mm 40mm 41mm Women,Stretch Adjustable Braided Nylon Straps for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE/Ultra\", \"asin\": \"B0D2H67XGX\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"WolliLe Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Replacement Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2/1\", \"asin\": \"B0DB5GHM3V\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DPC29VLW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Compatible with Apple Watch Band 44mm 45mm 46mm 42mm 49mm Men Women,Soft Silicone Breathable Sport Bands Compatible for Apple Watch Ultra 2 Band SE iWatch Series 10 9 8 7 6 5 4 3 2 1 Black\", \"asin\": \"B09131JLC1\", \"price\": \"$5.21\", \"quantity\": \"\"},\n{\"title\": \"Misxi 2 Pack Tempered Glass Case Compatible for Apple Watch Series 10 (2024) 46mm, Hard PC Screen Protector Overall Protection Ultra-Thin Lightweight Scratch-Resistant Cover for iWatch, Satin Black\", \"asin\": \"B0DFVB13XF\", \"price\": \"$9.96\", \"quantity\": \"\"},\n{\"title\": \"Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men\", \"asin\": \"/promo/ARQIL980BCU5A\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Lenrao Sport Nylon Loop Strap Compatible with Apple Watch Bands 38/40/41/42/44/45/46/49mm, for Women Men\\uff0cfor IWatch Series SE 10/9/8/7/6/5/4/3 Ultra\", \"asin\": \"B0CQT7SZ8J\", \"price\": \"$11.39\", \"quantity\": \"\"},\n{\"title\": \"ENJINER Stretchy Nylon Solo Loop Bands Compatible with Apple Watch 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Ultra 2 iWatch Series 10 9 8 7 SE 6 5 4 3 2 1 Strap,Sport Elastic Braided Women Men\", \"asin\": \"B08YMMDR1Q\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Adjustable Breathable Women Men Braided Strap Compatible for iWatch Series 10/9/8/7/6/5/4/3 SE Ultra 1/2\", \"asin\": \"B09K57JC8W\", \"price\": \"$7.57\", \"quantity\": \"\"},\n{\"title\": \"DaQin 3 Pack Stretchy Solo Loop Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2\", \"asin\": \"B095W1SBNB\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor\", \"asin\": \"B0DMNTM7VS\", \"price\": \"$6.38\", \"quantity\": \"\"},\n{\"title\": \"DGege Sport Loop Band Compatible with Apple Watch Bands for Men 44mm 46mm 45mm 49mm 42mm 38mm 40mm 41mm Women,Stretch Adjustable Braided Nylon Straps for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE/Ultra\", \"asin\": \"B0D2H67XGX\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DPC29VLW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"WolliLe Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Replacement Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2/1\", \"asin\": \"B0DB5GHM3V\", \"price\": \"$9.99\", \"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\": \"2025-04-08T02:12:45.754Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-05T19:02:57.880Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Lerobo Compatible with Apple Watch Band 44mm SE Series 8 45mm 46mm Series 9 Ultra 2 Band 49mm 42mm Men Women Elastic Nylon Solo Loop Sport Strap for iWatch Bands Series 10 7 6 5 4 3 2 1,Gray\", \"asin\": \"B0CKPB8DNK\", \"price\": \"$7.19\", \"quantity\": \"1\"},\n{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm(Series 10) 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 9 8 SE 7 6 5 4 Women Men -49/46/45/44mm Space Grey\", \"asin\": \"B09ZPB85JC\", \"price\": \"$11.89\", \"quantity\": \"1\"},\n{\"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\"product_details\": [{\"title\": \"Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap\"},\n{\"price\": \"$7.19\"},\n{\"bullet_list\": \"\\u3010FIT FOR APPLE WATCH ALL MODELS\\u3011Lerobo Elastic Nylon Sport bands compatible with Apple Watch Bands 44mm 45mm 46mm 42mm 41mm 40mm 38mm 49mm, for Apple Watch SE SE2 & iWatch Series 10 Series 9 Series 8 Series 7 Series 6 Series 5 Series 4 Series 3 Series 2 Series 1 for Apple Watch Ultra Band 49mm Ultra 2 Band 49mm for Apple Watch Series 10, works with all versions for Apple Watch. (Note: Smart watch is not included.) \\u3010Breathable & Comfortable Nylon Material\\u3011Lerobo sport watch bands for iWatch bands Series 9 are made of skin-friendly woven nylon elastic material, lightweight and breathable, durable and comfortable for wearing. Elastic braided bracelet wristbands could prevent skin from irritation. Special braided design makes the bands for apple watch looks more youthful fashionable, than original strap. Suitable as a special gift for friends and family on birthdays, Christmas, Valentine's Day or holidays. \\u3010Super Stretchy & Size Adjustable\\u3011The adjustable stretchy nylon solo loop band with super stretchy. One size fits most wrist, 38mm/40mm/41mm/(42mm-Series 10) suits for apple watch 40mm 4.5 inch - 9.5 inch wrists, also works for 41mm/38mm,series 10 42mm.49mm/46mm/45mm/44mm/(42mm-Series 3 2 1) suits for apple watch 44mm 4.5 inch-9.5 inch wrists,also works for 46mm/45mm/42mm/49mm.Simply move the closure to adjust it to the exact size of your wrist.Free size for both women and men on most occasions \\u3010Security & Easy to Install\\u3011Lerobo replacement band come with watch lugs on both ends, which locks onto watch band interface precisely and securely. It can effectively prevent the sport bands from falling off and becoming loose. A secure stretch bracelet strap compatible with Apple Watch Band for men women. The installation is simple and direct, with one-click disassembly, no tool needed. \\u301024h Customer Service\\u3011Lerobo durable wristband replacement for apple watch se bands are available in a variety of colors to match different outfits and suit different occasions and moods. Any problems with our smart sport watch bands, please feel free to contact us. We will solve them for you within 24 hours.\"},\n{\"asin\": \"B0CKPB8DNK\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Gray\"},\n{\"Size\": \"49mm/46mm/45mm/44mm/(42mm-Series 3 2 1)\"}],\n\"promotion_items\": [{\"title\": \"6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DPC29VLW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Suitisbest 2 Pack StretchFit Sport Bands Compatible with Apple Watch Ultra Band 49mm 46mm 45mm 44mm 42mm Men Women, Stretchy Sport Loop Strap with S-Hook for iWatch Series 10 Ultra SE 9 8 7 6 5 4 3\", \"asin\": \"B0CRVH5JL5\", \"price\": \"$22.09\", \"quantity\": \"\"},\n{\"title\": \"Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1\", \"asin\": \"B0BXCV38FZ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Suitisbest Sport Bands Compatible with Apple Watch Ultra Band 49mm 46mm 45mm 44mm 42mm 38mm 40mm 41mm Men Women, Stretchy Nylon Sport Loop Strap with S-Hook for iWatch Series 10 Ultra SE 9 8 7 6 5 4 3\", \"asin\": \"B0CKZ8W94T\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46m...\", \"asin\": \"B09K57JC8W\", \"price\": \"$7.57\", \"quantity\": \"\"},\n{\"title\": \"Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor\", \"asin\": \"B0DMNTM7VS\", \"price\": \"$6.38\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Adjustable Breathable Women Men Braided Strap Compatible for iWatch Series 10/9/8/7/6/5/4/3 SE Ultra 1/2\", \"asin\": \"B09K57JC8W\", \"price\": \"$7.57\", \"quantity\": \"\"},\n{\"title\": \"Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor\", \"asin\": \"B0DMNTM7VS\", \"price\": \"$6.38\", \"quantity\": \"\"},\n{\"title\": \"DaQin 3 Pack Stretchy Solo Loop Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2\", \"asin\": \"B095W1SBNB\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"DGege Sport Loop Band Compatible with Apple Watch Bands for Men 44mm 46mm 45mm 49mm 42mm 38mm 40mm 41mm Women,Stretch Adjustable Braided Nylon Straps for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE/Ultra\", \"asin\": \"B0D2H67XGX\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"WolliLe Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Replacement Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2/1\", \"asin\": \"B0DB5GHM3V\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DPC29VLW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Compatible with Apple Watch Band 44mm 45mm 46mm 42mm 49mm Men Women,Soft Silicone Breathable Sport Bands Compatible for Apple Watch Ultra 2 Band SE iWatch Series 10 9 8 7 6 5 4 3 2 1 Black\", \"asin\": \"B09131JLC1\", \"price\": \"$5.21\", \"quantity\": \"\"},\n{\"title\": \"Misxi 2 Pack Tempered Glass Case Compatible for Apple Watch Series 10 (2024) 46mm, Hard PC Screen Protector Overall Protection Ultra-Thin Lightweight Scratch-Resistant Cover for iWatch, Satin Black\", \"asin\": \"B0DFVB13XF\", \"price\": \"$9.96\", \"quantity\": \"\"},\n{\"title\": \"Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men\", \"asin\": \"/promo/ARQIL980BCU5A\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Lenrao Sport Nylon Loop Strap Compatible with Apple Watch Bands 38/40/41/42/44/45/46/49mm, for Women Men\\uff0cfor IWatch Series SE 10/9/8/7/6/5/4/3 Ultra\", \"asin\": \"B0CQT7SZ8J\", \"price\": \"$11.39\", \"quantity\": \"\"},\n{\"title\": \"ENJINER Stretchy Nylon Solo Loop Bands Compatible with Apple Watch 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Ultra 2 iWatch Series 10 9 8 7 SE 6 5 4 3 2 1 Strap,Sport Elastic Braided Women Men\", \"asin\": \"B08YMMDR1Q\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Adorve Stretchy Band Compatible with Apple Watch Band Ultra 2 49mm 46mm 45mm 44mm 42mm 38mm 40mm 41mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Bands Series 10/SE/9/8/7/6/5/4/3/2/1\", \"asin\": \"/promo/ACZD1NPY0IQY8\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Adjustable Breathable Women Men Braided Strap Compatible for iWatch Series 10/9/8/7/6/5/4/3 SE Ultra 1/2\", \"asin\": \"B09K57JC8W\", \"price\": \"$7.57\", \"quantity\": \"\"},\n{\"title\": \"DaQin 3 Pack Stretchy Solo Loop Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2\", \"asin\": \"B095W1SBNB\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor\", \"asin\": \"B0DMNTM7VS\", \"price\": \"$6.38\", \"quantity\": \"\"},\n{\"title\": \"DGege Sport Loop Band Compatible with Apple Watch Bands for Men 44mm 46mm 45mm 49mm 42mm 38mm 40mm 41mm Women,Stretch Adjustable Braided Nylon Straps for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE/Ultra\", \"asin\": \"B0D2H67XGX\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DPC29VLW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"WolliLe Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Replacement Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2/1\", \"asin\": \"B0DB5GHM3V\", \"price\": \"$9.99\", \"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\": \"2025-04-08T02:12:57.777Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-08T02:12:57.777Z
click
review
rule
train
2,561
2025-04-08T02:12:57.777Z
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": "2025-04-05T19:02:57.880Z", "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"} {"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"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} {"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"} {"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"} {"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"} {"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"} {"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"} {"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"} {"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:15:46.772Z", "action": "click_product", "action_argument": "B0043JTA7S"} {"timestamp": "2025-04-08T00:16:08.041Z", "action": "click_product", "action_argument": "B0777LRN9F"} {"timestamp": "2025-04-08T00:18:56.688Z", "action": "click_product", "action_argument": "B087MC1HW6"} {"timestamp": "2025-04-08T01:08:41.680Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray \u7f16\u7ec7"} {"timestamp": "2025-04-08T01:08:41.865Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:48.494Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray nylon"} {"timestamp": "2025-04-08T01:11:48.790Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:55.067Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:11:59.077Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-08T01:12:05.683Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:12:14.918Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:12.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:22.813Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:28.877Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:14:53.912Z", "action": "purchase", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T01:15:56.058Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:16:05.480Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:18:50.961Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:19:15.369Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:37.300Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:40.777Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:20:10.780Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T01:31:25.004Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:25.253Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:31.755Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 \u94f6"} {"timestamp": "2025-04-08T01:31:32.024Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:38.260Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 silver"} {"timestamp": "2025-04-08T01:31:38.516Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:42.383Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:43.603Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:43.858Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:12:01.493Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:12:24.164Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:12:35.377Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:37.752Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:39.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:40.989Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:42.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:44.115Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:45.754Z", "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. 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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"}], "product_details": [{"title": "Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap"}, {"price": "$7.19"}, {"bullet_list": "\u3010FIT FOR APPLE WATCH ALL MODELS\u3011Lerobo Elastic Nylon Sport bands compatible with Apple Watch Bands 44mm 45mm 46mm 42mm 41mm 40mm 38mm 49mm, for Apple Watch SE SE2 & iWatch Series 10 Series 9 Series 8 Series 7 Series 6 Series 5 Series 4 Series 3 Series 2 Series 1 for Apple Watch Ultra Band 49mm Ultra 2 Band 49mm for Apple Watch Series 10, works with all versions for Apple Watch. (Note: Smart watch is not included.) \u3010Breathable & Comfortable Nylon Material\u3011Lerobo sport watch bands for iWatch bands Series 9 are made of skin-friendly woven nylon elastic material, lightweight and breathable, durable and comfortable for wearing. Elastic braided bracelet wristbands could prevent skin from irritation. Special braided design makes the bands for apple watch looks more youthful fashionable, than original strap. Suitable as a special gift for friends and family on birthdays, Christmas, Valentine's Day or holidays. \u3010Super Stretchy & Size Adjustable\u3011The adjustable stretchy nylon solo loop band with super stretchy. One size fits most wrist, 38mm/40mm/41mm/(42mm-Series 10) suits for apple watch 40mm 4.5 inch - 9.5 inch wrists, also works for 41mm/38mm,series 10 42mm.49mm/46mm/45mm/44mm/(42mm-Series 3 2 1) suits for apple watch 44mm 4.5 inch-9.5 inch wrists,also works for 46mm/45mm/42mm/49mm.Simply move the closure to adjust it to the exact size of your wrist.Free size for both women and men on most occasions \u3010Security & Easy to Install\u3011Lerobo replacement band come with watch lugs on both ends, which locks onto watch band interface precisely and securely. It can effectively prevent the sport bands from falling off and becoming loose. A secure stretch bracelet strap compatible with Apple Watch Band for men women. The installation is simple and direct, with one-click disassembly, no tool needed. \u301024h Customer Service\u3011Lerobo durable wristband replacement for apple watch se bands are available in a variety of colors to match different outfits and suit different occasions and moods. Any problems with our smart sport watch bands, please feel free to contact us. We will solve them for you within 24 hours."}, {"asin": "B0CKPB8DNK"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Gray"}, {"Size": "49mm/46mm/45mm/44mm/(42mm-Series 3 2 1)"}], "promotion_items": [{"title": "6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B0DPC29VLW", "price": "$12.99", "quantity": ""}, {"title": "Suitisbest 2 Pack StretchFit Sport Bands Compatible with Apple Watch Ultra Band 49mm 46mm 45mm 44mm 42mm Men Women, Stretchy Sport Loop Strap with S-Hook for iWatch Series 10 Ultra SE 9 8 7 6 5 4 3", "asin": "B0CRVH5JL5", "price": "$22.09", "quantity": ""}, {"title": "Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1", "asin": 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"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men", "asin": "B095K58Z9Y", "price": "$6.23", "quantity": ""}, {"title": "Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Adjustable Breathable Women Men Braided Strap Compatible for iWatch Series 10/9/8/7/6/5/4/3 SE Ultra 1/2", "asin": "B09K57JC8W", "price": "$7.57", "quantity": ""}, {"title": "Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor", "asin": "B0DMNTM7VS", "price": "$6.38", "quantity": ""}, {"title": "DaQin 3 Pack Stretchy Solo Loop Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2", "asin": "B095W1SBNB", "price": "$7.99", "quantity": ""}, {"title": "DGege Sport Loop Band Compatible with Apple Watch Bands for Men 44mm 46mm 45mm 49mm 42mm 38mm 40mm 41mm Women,Stretch Adjustable Braided Nylon Straps for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE/Ultra", "asin": "B0D2H67XGX", "price": "$4.99", "quantity": ""}, {"title": "WolliLe Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Replacement Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2/1", "asin": "B0DB5GHM3V", "price": "$9.99", "quantity": ""}, {"title": "6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B0DPC29VLW", "price": "$12.99", "quantity": ""}, {"title": "Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men", "asin": "B095K58Z9Y", "price": "$6.23", "quantity": ""}, {"title": "Lerobo Compatible with Apple Watch Band 44mm 45mm 46mm 42mm 49mm Men Women,Soft Silicone Breathable Sport Bands Compatible for Apple Watch Ultra 2 Band SE iWatch Series 10 9 8 7 6 5 4 3 2 1 Black", "asin": "B09131JLC1", "price": "$5.21", "quantity": ""}, {"title": "Misxi 2 Pack Tempered Glass Case Compatible for Apple Watch Series 10 (2024) 46mm, Hard PC Screen Protector Overall Protection Ultra-Thin Lightweight Scratch-Resistant Cover for iWatch, Satin Black", "asin": "B0DFVB13XF", "price": "$9.96", "quantity": ""}, {"title": "Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men", "asin": "/promo/ARQIL980BCU5A", "price": "$13.99", "quantity": ""}, {"title": "Lenrao Sport Nylon Loop Strap Compatible with Apple Watch Bands 38/40/41/42/44/45/46/49mm, for Women Men\uff0cfor IWatch Series SE 10/9/8/7/6/5/4/3 Ultra", "asin": "B0CQT7SZ8J", "price": "$11.39", "quantity": ""}, {"title": "ENJINER Stretchy Nylon Solo Loop Bands Compatible with Apple Watch 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Ultra 2 iWatch Series 10 9 8 7 SE 6 5 4 3 2 1 Strap,Sport Elastic Braided Women Men", "asin": "B08YMMDR1Q", "price": "$9.99", "quantity": ""}, {"title": "Adorve Stretchy Band Compatible with Apple Watch Band Ultra 2 49mm 46mm 45mm 44mm 42mm 38mm 40mm 41mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Bands Series 10/SE/9/8/7/6/5/4/3/2/1", "asin": "/promo/ACZD1NPY0IQY8", "price": "$9.99", "quantity": ""}, {"title": "Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men", "asin": "B095K58Z9Y", "price": "$6.23", "quantity": ""}, {"title": "Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Adjustable Breathable Women Men Braided Strap Compatible for iWatch Series 10/9/8/7/6/5/4/3 SE Ultra 1/2", "asin": "B09K57JC8W", "price": "$7.57", "quantity": ""}, {"title": "DaQin 3 Pack Stretchy Solo Loop Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2", "asin": "B095W1SBNB", "price": "$7.99", "quantity": ""}, {"title": "Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor", "asin": "B0DMNTM7VS", "price": "$6.38", "quantity": ""}, {"title": "DGege Sport Loop Band Compatible with Apple Watch Bands for Men 44mm 46mm 45mm 49mm 42mm 38mm 40mm 41mm Women,Stretch Adjustable Braided Nylon Straps for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE/Ultra", "asin": "B0D2H67XGX", "price": "$4.99", "quantity": ""}, {"title": "6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B0DPC29VLW", "price": "$12.99", "quantity": ""}, {"title": "WolliLe Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Replacement Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2/1", "asin": "B0DB5GHM3V", "price": "$9.99", "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": "2025-04-08T02:12:57.777Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-08T02:12:57.777Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-08T02:12:57.777Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "index": 2561, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-05T19:02:57.880Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Lerobo Compatible with Apple Watch Band 44mm SE Series 8 45mm 46mm Series 9 Ultra 2 Band 49mm 42mm Men Women Elastic Nylon Solo Loop Sport Strap for iWatch Bands Series 10 7 6 5 4 3 2 1,Gray\", \"asin\": \"B0CKPB8DNK\", \"price\": \"$7.19\", \"quantity\": \"1\"},\n{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm(Series 10) 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 9 8 SE 7 6 5 4 Women Men -49/46/45/44mm Space Grey\", \"asin\": \"B09ZPB85JC\", \"price\": \"$11.89\", \"quantity\": \"1\"},\n{\"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 - 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(Note: Smart watch is not included.) \\u3010Breathable & Comfortable Nylon Material\\u3011Lerobo sport watch bands for iWatch bands Series 9 are made of skin-friendly woven nylon elastic material, lightweight and breathable, durable and comfortable for wearing. Elastic braided bracelet wristbands could prevent skin from irritation. Special braided design makes the bands for apple watch looks more youthful fashionable, than original strap. Suitable as a special gift for friends and family on birthdays, Christmas, Valentine's Day or holidays. \\u3010Super Stretchy & Size Adjustable\\u3011The adjustable stretchy nylon solo loop band with super stretchy. One size fits most wrist, 38mm/40mm/41mm/(42mm-Series 10) suits for apple watch 40mm 4.5 inch - 9.5 inch wrists, also works for 41mm/38mm,series 10 42mm.49mm/46mm/45mm/44mm/(42mm-Series 3 2 1) suits for apple watch 44mm 4.5 inch-9.5 inch wrists,also works for 46mm/45mm/42mm/49mm.Simply move the closure to adjust it to the exact size of your wrist.Free size for both women and men on most occasions \\u3010Security & Easy to Install\\u3011Lerobo replacement band come with watch lugs on both ends, which locks onto watch band interface precisely and securely. It can effectively prevent the sport bands from falling off and becoming loose. A secure stretch bracelet strap compatible with Apple Watch Band for men women. The installation is simple and direct, with one-click disassembly, no tool needed. \\u301024h Customer Service\\u3011Lerobo durable wristband replacement for apple watch se bands are available in a variety of colors to match different outfits and suit different occasions and moods. Any problems with our smart sport watch bands, please feel free to contact us. We will solve them for you within 24 hours.\"},\n{\"asin\": \"B0CKPB8DNK\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Gray\"},\n{\"Size\": \"49mm/46mm/45mm/44mm/(42mm-Series 3 2 1)\"}],\n\"promotion_items\": [{\"title\": \"6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DPC29VLW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Suitisbest 2 Pack StretchFit Sport Bands Compatible with Apple Watch Ultra Band 49mm 46mm 45mm 44mm 42mm Men Women, Stretchy Sport Loop Strap with S-Hook for iWatch Series 10 Ultra SE 9 8 7 6 5 4 3\", \"asin\": \"B0CRVH5JL5\", \"price\": \"$22.09\", \"quantity\": \"\"},\n{\"title\": \"Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for 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Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2\", \"asin\": \"B095W1SBNB\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"DGege Sport Loop Band Compatible with Apple Watch Bands for Men 44mm 46mm 45mm 49mm 42mm 38mm 40mm 41mm Women,Stretch Adjustable Braided Nylon Straps for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE/Ultra\", \"asin\": \"B0D2H67XGX\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"WolliLe Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Replacement Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2/1\", \"asin\": \"B0DB5GHM3V\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 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Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men\", \"asin\": \"/promo/ARQIL980BCU5A\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Lenrao Sport Nylon Loop Strap Compatible with Apple Watch Bands 38/40/41/42/44/45/46/49mm, for Women Men\\uff0cfor IWatch Series SE 10/9/8/7/6/5/4/3 Ultra\", \"asin\": \"B0CQT7SZ8J\", \"price\": \"$11.39\", \"quantity\": \"\"},\n{\"title\": \"ENJINER Stretchy Nylon Solo Loop Bands Compatible with Apple Watch 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Ultra 2 iWatch Series 10 9 8 7 SE 6 5 4 3 2 1 Strap,Sport Elastic Braided Women Men\", \"asin\": \"B08YMMDR1Q\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Adorve Stretchy Band Compatible with Apple Watch Band Ultra 2 49mm 46mm 45mm 44mm 42mm 38mm 40mm 41mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Bands Series 10/SE/9/8/7/6/5/4/3/2/1\", \"asin\": \"/promo/ACZD1NPY0IQY8\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Adjustable Breathable Women Men Braided Strap Compatible for iWatch Series 10/9/8/7/6/5/4/3 SE Ultra 1/2\", \"asin\": \"B09K57JC8W\", \"price\": \"$7.57\", \"quantity\": \"\"},\n{\"title\": \"DaQin 3 Pack Stretchy Solo Loop Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2\", \"asin\": \"B095W1SBNB\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor\", \"asin\": \"B0DMNTM7VS\", \"price\": \"$6.38\", \"quantity\": \"\"},\n{\"title\": \"DGege Sport Loop Band Compatible with Apple Watch Bands for Men 44mm 46mm 45mm 49mm 42mm 38mm 40mm 41mm Women,Stretch Adjustable Braided Nylon Straps for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE/Ultra\", \"asin\": \"B0D2H67XGX\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DPC29VLW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"WolliLe Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Replacement Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2/1\", \"asin\": \"B0DB5GHM3V\", \"price\": \"$9.99\", \"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\": \"2025-04-08T02:12:57.777Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-05T19:02:57.880Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"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\"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\": \"$18.39\", \"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\": \"$9.00\", \"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\": \"Misxi 2 Pack Tempered Glass Case Compatible for Apple Watch Series 10 (2024) 46mm, Hard PC Screen Protector Overall Protection Ultra-Thin Lightweight Scratch-Resistant Cover for iWatch, Satin Black\", \"asin\": \"B0DFVB13XF\", \"price\": \"$9.96\", \"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\": \"HHKB - Happy Hacking Keyboard Lid (CG01000-299001)\", \"asin\": \"B084DWG77B\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Lerobo Compatible with Apple Watch Band 44mm SE Series 8 45mm 46mm Series 9 Ultra 2 Band 49mm 42mm Men Women Elastic Nylon Solo Loop Sport Strap for iWatch Bands Series 10 7 6 5 4 3 2 1,Gray\", \"asin\": \"B0CKPB8DNK\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Gray\"}, {\"Size\": \"49mm/46mm/45mm/44mm/(42mm-Series 3 2 1)\"}]},\n{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm(Series 10) 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 9 8 SE 7 6 5 4 Women Men -49/46/45/44mm Space Grey\", \"asin\": \"B09ZPB85JC\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 9 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Space Grey\"}, {\"Size\": \"Series10 46mm/Ultra2 49mm/45mm/44mm\"}]},\n{\"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\", \"delivery\": \"FREE delivery Thu, Apr 10 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\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\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 8 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 Wed, Apr 9 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 Wed, Apr 9 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\": \"Two-Day FREE delivery Wed, Apr 9 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"10Packs, 2800Sheets in Total\"}]},\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\": \"Two-Day FREE delivery Wed, Apr 9 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\": \"Two-Day FREE delivery Wed, Apr 9 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\": \"FREE delivery Thu, Apr 10 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\": \"Two-Day FREE delivery Wed, Apr 9 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\": \"One-Day FREE delivery Tomorrow, Apr 8 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\": \"Two-Day FREE delivery Wed, Apr 9 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 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Scent\": \"Wild Mint & Eucalyptus\"}]},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 9\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Classic\"}, {\"Size\": \"40 Count (Pack of 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\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 9 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 Thu, Apr 10 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 Thu, Apr 10 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 11 - 12 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\": \"Two-Day FREE delivery Wed, Apr 9 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\": \"One-Day FREE delivery Tomorrow, Apr 8 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 Tue, Apr 15\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Red\"}, {\"Size\": \"26 Inch\"}]}],\n\"saved_items\": [{\"title\": \"Terrasoul Superfoods Organic Rolled Oats, 5 lbs - Gluten-Free | Old-Fashioned | Whole Grain\", \"asin\": \"B08B2NZSLR\", \"options\": [{\"Flavor Name\": \"rolled oats\"}, {\"Size\": \"2.5 Pound (Pack of 2)\"}]},\n{\"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<|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\": \"2025-04-08T02:20:17.611Z\", // 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
2025-04-08T02:20:17.611Z
click
cart_page_select
rule
train
2,562
2025-04-08T02:20:17.611Z
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": "2025-04-05T19:02:57.880Z", "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"} {"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"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} {"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"} {"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"} {"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"} {"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"} {"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"} {"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"} {"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:15:46.772Z", "action": "click_product", "action_argument": "B0043JTA7S"} {"timestamp": "2025-04-08T00:16:08.041Z", "action": "click_product", "action_argument": "B0777LRN9F"} {"timestamp": "2025-04-08T00:18:56.688Z", "action": "click_product", "action_argument": "B087MC1HW6"} {"timestamp": "2025-04-08T01:08:41.680Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray \u7f16\u7ec7"} {"timestamp": "2025-04-08T01:08:41.865Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:48.494Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray nylon"} {"timestamp": "2025-04-08T01:11:48.790Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:55.067Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:11:59.077Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-08T01:12:05.683Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:12:14.918Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:12.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:22.813Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:28.877Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:14:53.912Z", "action": "purchase", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T01:15:56.058Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:16:05.480Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:18:50.961Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:19:15.369Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:37.300Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:40.777Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:20:10.780Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T01:31:25.004Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:25.253Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:31.755Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 \u94f6"} {"timestamp": "2025-04-08T01:31:32.024Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:38.260Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 silver"} {"timestamp": "2025-04-08T01:31:38.516Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:42.383Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:43.603Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:43.858Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:12:01.493Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:12:24.164Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:12:35.377Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:37.752Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:39.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:40.989Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:42.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:44.115Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:45.754Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:57.777Z", "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": ""}], "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": "$18.39", "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 - 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4.2 fl oz", "asin": "B00C6SV33M", "delivery": "FREE delivery Thu, Apr 10 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 Thu, Apr 10 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 11 - 12 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": "Two-Day FREE delivery Wed, Apr 9 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": "One-Day FREE delivery Tomorrow, Apr 8 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 Tue, Apr 15", "quantity": "1", "selected": false, "options": [{"Color": "Red"}, {"Size": "26 Inch"}]}], "saved_items": [{"title": "Terrasoul Superfoods Organic Rolled Oats, 5 lbs - Gluten-Free | Old-Fashioned | Whole Grain", "asin": "B08B2NZSLR", "options": [{"Flavor Name": "rolled oats"}, {"Size": "2.5 Pound (Pack of 2)"}]}, {"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": []}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-08T02:20:17.611Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-08T02:20:17.611Z\",\"action\": \"click\",\"acion_argument\": \"cart_page_select\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-08T02:20:17.611Z\",\"action\": \"click\",\"acion_argument\": \"cart_page_select\",}</answer>", "index": 2562, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-05T19:02:57.880Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"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\"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\": \"$18.39\", \"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\": \"$9.00\", \"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\": \"Misxi 2 Pack Tempered Glass Case Compatible for Apple Watch Series 10 (2024) 46mm, Hard PC Screen Protector Overall Protection Ultra-Thin Lightweight Scratch-Resistant Cover for iWatch, Satin Black\", \"asin\": \"B0DFVB13XF\", \"price\": \"$9.96\", \"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\": \"HHKB - Happy Hacking Keyboard Lid (CG01000-299001)\", \"asin\": \"B084DWG77B\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Lerobo Compatible with Apple Watch Band 44mm SE Series 8 45mm 46mm Series 9 Ultra 2 Band 49mm 42mm Men Women Elastic Nylon Solo Loop Sport Strap for iWatch Bands Series 10 7 6 5 4 3 2 1,Gray\", \"asin\": \"B0CKPB8DNK\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Gray\"}, {\"Size\": \"49mm/46mm/45mm/44mm/(42mm-Series 3 2 1)\"}]},\n{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm(Series 10) 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 9 8 SE 7 6 5 4 Women Men -49/46/45/44mm Space Grey\", \"asin\": \"B09ZPB85JC\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 9 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Space Grey\"}, {\"Size\": \"Series10 46mm/Ultra2 49mm/45mm/44mm\"}]},\n{\"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\", \"delivery\": \"FREE delivery Thu, Apr 10 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\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\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 8 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 Wed, Apr 9 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 Wed, Apr 9 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\": \"Two-Day FREE delivery Wed, Apr 9 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"10Packs, 2800Sheets in Total\"}]},\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\": \"Two-Day FREE delivery Wed, Apr 9 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\": \"Two-Day FREE delivery Wed, Apr 9 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\": \"FREE delivery Thu, Apr 10 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\": \"Two-Day FREE delivery Wed, Apr 9 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\": \"One-Day FREE delivery Tomorrow, Apr 8 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\": \"Two-Day FREE delivery Wed, Apr 9 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 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Scent\": \"Wild Mint & Eucalyptus\"}]},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 9\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Classic\"}, {\"Size\": \"40 Count (Pack of 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\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 9 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 Thu, Apr 10 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 Thu, Apr 10 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 11 - 12 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\": \"Two-Day FREE delivery Wed, Apr 9 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\": \"One-Day FREE delivery Tomorrow, Apr 8 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 Tue, Apr 15\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Red\"}, {\"Size\": \"26 Inch\"}]}],\n\"saved_items\": [{\"title\": \"Terrasoul Superfoods Organic Rolled Oats, 5 lbs - Gluten-Free | Old-Fashioned | Whole Grain\", \"asin\": \"B08B2NZSLR\", \"options\": [{\"Flavor Name\": \"rolled oats\"}, {\"Size\": \"2.5 Pound (Pack of 2)\"}]},\n{\"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<|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\": \"2025-04-08T02:20:17.611Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-05T19:02:57.880Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"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\": \"$18.39\", \"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\": \"$9.00\", \"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\": \"Misxi 2 Pack Tempered Glass Case Compatible for Apple Watch Series 10 (2024) 46mm, Hard PC Screen Protector Overall Protection Ultra-Thin Lightweight Scratch-Resistant Cover for iWatch, Satin Black\", \"asin\": \"B0DFVB13XF\", \"price\": \"$9.96\", \"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\": \"HHKB - Happy Hacking Keyboard Lid (CG01000-299001)\", \"asin\": \"B084DWG77B\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Lerobo Compatible with Apple Watch Band 44mm SE Series 8 45mm 46mm Series 9 Ultra 2 Band 49mm 42mm Men Women Elastic Nylon Solo Loop Sport Strap for iWatch Bands Series 10 7 6 5 4 3 2 1,Gray\", \"asin\": \"B0CKPB8DNK\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Gray\"}, {\"Size\": \"49mm/46mm/45mm/44mm/(42mm-Series 3 2 1)\"}]},\n{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm(Series 10) 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 9 8 SE 7 6 5 4 Women Men -49/46/45/44mm Space Grey\", \"asin\": \"B09ZPB85JC\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 9 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Space Grey\"}, {\"Size\": \"Series10 46mm/Ultra2 49mm/45mm/44mm\"}]},\n{\"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\", \"delivery\": \"FREE delivery Thu, Apr 10 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\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\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 8 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 Wed, Apr 9 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 Wed, Apr 9 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\": \"Two-Day FREE delivery Wed, Apr 9 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"10Packs, 2800Sheets in Total\"}]},\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\": \"Two-Day FREE delivery Wed, Apr 9 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\": \"Two-Day FREE delivery Wed, Apr 9 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\": \"FREE delivery Thu, Apr 10 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\": \"Two-Day FREE delivery Wed, Apr 9 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\": \"One-Day FREE delivery Tomorrow, Apr 8 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\": \"Two-Day FREE delivery Wed, Apr 9 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 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Scent\": \"Wild Mint & Eucalyptus\"}]},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 9\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Classic\"}, {\"Size\": \"40 Count (Pack of 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\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 9 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 Thu, Apr 10 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 Thu, Apr 10 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 11 - 12 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\": \"Two-Day FREE delivery Wed, Apr 9 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\": \"One-Day FREE delivery Tomorrow, Apr 8 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 Tue, Apr 15\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Red\"}, {\"Size\": \"26 Inch\"}]}],\n\"saved_items\": [{\"title\": \"Terrasoul Superfoods Organic Rolled Oats, 5 lbs - Gluten-Free | Old-Fashioned | Whole Grain\", \"asin\": \"B08B2NZSLR\", \"options\": [{\"Flavor Name\": \"rolled oats\"}, {\"Size\": \"2.5 Pound (Pack of 2)\"}]},\n{\"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<|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\": \"2025-04-08T02:20:17.649Z\", // 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
2025-04-08T02:20:17.649Z
click
cart_page_select
rule
train
2,563
2025-04-08T02:20:17.649Z
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": "2025-04-05T19:02:57.880Z", "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"} {"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"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} {"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"} {"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"} {"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"} {"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"} {"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"} {"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"} {"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:15:46.772Z", "action": "click_product", "action_argument": "B0043JTA7S"} {"timestamp": "2025-04-08T00:16:08.041Z", "action": "click_product", "action_argument": "B0777LRN9F"} {"timestamp": "2025-04-08T00:18:56.688Z", "action": "click_product", "action_argument": "B087MC1HW6"} {"timestamp": "2025-04-08T01:08:41.680Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray \u7f16\u7ec7"} {"timestamp": "2025-04-08T01:08:41.865Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:48.494Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray nylon"} {"timestamp": "2025-04-08T01:11:48.790Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:55.067Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:11:59.077Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-08T01:12:05.683Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:12:14.918Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:12.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:22.813Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:28.877Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:14:53.912Z", "action": "purchase", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T01:15:56.058Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:16:05.480Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:18:50.961Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:19:15.369Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:37.300Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:40.777Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:20:10.780Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T01:31:25.004Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:25.253Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:31.755Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 \u94f6"} {"timestamp": "2025-04-08T01:31:32.024Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:38.260Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 silver"} {"timestamp": "2025-04-08T01:31:38.516Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:42.383Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:43.603Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:43.858Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:12:01.493Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:12:24.164Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:12:35.377Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:37.752Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:39.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:40.989Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:42.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:44.115Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:45.754Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:57.777Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:20:17.611Z", "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": "$18.39", "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": "$9.00", "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": "Misxi 2 Pack Tempered Glass Case Compatible for Apple Watch Series 10 (2024) 46mm, Hard PC Screen Protector Overall Protection Ultra-Thin Lightweight Scratch-Resistant Cover for iWatch, Satin Black", "asin": "B0DFVB13XF", "price": "$9.96", "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": "HHKB - Happy Hacking Keyboard Lid (CG01000-299001)", "asin": "B084DWG77B", "price": "$26.99", "quantity": ""}, {"title": "Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men", "asin": "B095K58Z9Y", "price": "$6.23", "quantity": ""}], "active_items": [{"title": "Lerobo Compatible with Apple Watch Band 44mm SE Series 8 45mm 46mm Series 9 Ultra 2 Band 49mm 42mm Men Women Elastic Nylon Solo Loop Sport Strap for iWatch Bands Series 10 7 6 5 4 3 2 1,Gray", "asin": "B0CKPB8DNK", "delivery": "One-Day FREE delivery Tomorrow, Apr 8 FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Gray"}, {"Size": "49mm/46mm/45mm/44mm/(42mm-Series 3 2 1)"}]}, {"title": "EPULY Compatible with Apple Watch Band 44mm 45mm 46mm(Series 10) 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 9 8 SE 7 6 5 4 Women Men -49/46/45/44mm Space Grey", "asin": "B09ZPB85JC", "delivery": "Two-Day FREE delivery Wed, Apr 9 FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Space Grey"}, {"Size": "Series10 46mm/Ultra2 49mm/45mm/44mm"}]}, {"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", "delivery": "FREE delivery Thu, Apr 10 FREE Returns", "quantity": "1", "selected": true, "options": []}, {"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": "One-Day FREE delivery Tomorrow, Apr 8 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 Wed, Apr 9 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 Wed, Apr 9 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": "Two-Day FREE delivery Wed, Apr 9 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "10Packs, 2800Sheets in Total"}]}, {"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": "Two-Day FREE delivery Wed, Apr 9 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": "Two-Day FREE delivery Wed, Apr 9 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": "FREE delivery Thu, Apr 10 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": "Two-Day FREE delivery Wed, Apr 9 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": "One-Day FREE delivery Tomorrow, Apr 8 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": "Two-Day FREE delivery Wed, Apr 9 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 8 FREE Returns", "quantity": "1", "selected": false, "options": [{"Scent": "Wild Mint & Eucalyptus"}]}, {"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "delivery": "Two-Day FREE delivery Wed, Apr 9", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Classic"}, {"Size": "40 Count (Pack of 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", "delivery": "Two-Day FREE delivery Wed, Apr 9 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 Thu, Apr 10 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 Thu, Apr 10 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 11 - 12 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": "Two-Day FREE delivery Wed, Apr 9 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": "One-Day FREE delivery Tomorrow, Apr 8 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 Tue, Apr 15", "quantity": "1", "selected": false, "options": [{"Color": "Red"}, {"Size": "26 Inch"}]}], "saved_items": [{"title": "Terrasoul Superfoods Organic Rolled Oats, 5 lbs - Gluten-Free | Old-Fashioned | Whole Grain", "asin": "B08B2NZSLR", "options": [{"Flavor Name": "rolled oats"}, {"Size": "2.5 Pound (Pack of 2)"}]}, {"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": []}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-08T02:20:17.649Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-08T02:20:17.649Z\",\"action\": \"click\",\"acion_argument\": \"cart_page_select\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-08T02:20:17.649Z\",\"action\": \"click\",\"acion_argument\": \"cart_page_select\",}</answer>", "index": 2563, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-05T19:02:57.880Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"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\": \"$18.39\", \"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\": \"$9.00\", \"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\": \"Misxi 2 Pack Tempered Glass Case Compatible for Apple Watch Series 10 (2024) 46mm, Hard PC Screen Protector Overall Protection Ultra-Thin Lightweight Scratch-Resistant Cover for iWatch, Satin Black\", \"asin\": \"B0DFVB13XF\", \"price\": \"$9.96\", \"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\": \"HHKB - Happy Hacking Keyboard Lid (CG01000-299001)\", \"asin\": \"B084DWG77B\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Lerobo Compatible with Apple Watch Band 44mm SE Series 8 45mm 46mm Series 9 Ultra 2 Band 49mm 42mm Men Women Elastic Nylon Solo Loop Sport Strap for iWatch Bands Series 10 7 6 5 4 3 2 1,Gray\", \"asin\": \"B0CKPB8DNK\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Gray\"}, {\"Size\": \"49mm/46mm/45mm/44mm/(42mm-Series 3 2 1)\"}]},\n{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm(Series 10) 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 9 8 SE 7 6 5 4 Women Men -49/46/45/44mm Space Grey\", \"asin\": \"B09ZPB85JC\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 9 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Space Grey\"}, {\"Size\": \"Series10 46mm/Ultra2 49mm/45mm/44mm\"}]},\n{\"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\", \"delivery\": \"FREE delivery Thu, Apr 10 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\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\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 8 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 Wed, Apr 9 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 Wed, Apr 9 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\": \"Two-Day FREE delivery Wed, Apr 9 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"10Packs, 2800Sheets in Total\"}]},\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\": \"Two-Day FREE delivery Wed, Apr 9 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\": \"Two-Day FREE delivery Wed, Apr 9 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\": \"FREE delivery Thu, Apr 10 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\": \"Two-Day FREE delivery Wed, Apr 9 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\": \"One-Day FREE delivery Tomorrow, Apr 8 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\": \"Two-Day FREE delivery Wed, Apr 9 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 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Scent\": \"Wild Mint & Eucalyptus\"}]},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 9\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Classic\"}, {\"Size\": \"40 Count (Pack of 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\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 9 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 Thu, Apr 10 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 Thu, Apr 10 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 11 - 12 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\": \"Two-Day FREE delivery Wed, Apr 9 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\": \"One-Day FREE delivery Tomorrow, Apr 8 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 Tue, Apr 15\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Red\"}, {\"Size\": \"26 Inch\"}]}],\n\"saved_items\": [{\"title\": \"Terrasoul Superfoods Organic Rolled Oats, 5 lbs - Gluten-Free | Old-Fashioned | Whole Grain\", \"asin\": \"B08B2NZSLR\", \"options\": [{\"Flavor Name\": \"rolled oats\"}, {\"Size\": \"2.5 Pound (Pack of 2)\"}]},\n{\"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<|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\": \"2025-04-08T02:20:17.649Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-05T19:02:57.880Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"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\": \"$18.39\", \"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\": \"$9.00\", \"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\": \"Misxi 2 Pack Tempered Glass Case Compatible for Apple Watch Series 10 (2024) 46mm, Hard PC Screen Protector Overall Protection Ultra-Thin Lightweight Scratch-Resistant Cover for iWatch, Satin Black\", \"asin\": \"B0DFVB13XF\", \"price\": \"$9.96\", \"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\": \"HHKB - Happy Hacking Keyboard Lid (CG01000-299001)\", \"asin\": \"B084DWG77B\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Lerobo Compatible with Apple Watch Band 44mm SE Series 8 45mm 46mm Series 9 Ultra 2 Band 49mm 42mm Men Women Elastic Nylon Solo Loop Sport Strap for iWatch Bands Series 10 7 6 5 4 3 2 1,Gray\", \"asin\": \"B0CKPB8DNK\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 9 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Gray\"}, {\"Size\": \"49mm/46mm/45mm/44mm/(42mm-Series 3 2 1)\"}]},\n{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm(Series 10) 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 9 8 SE 7 6 5 4 Women Men -49/46/45/44mm Space Grey\", \"asin\": \"B09ZPB85JC\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 9 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Space Grey\"}, {\"Size\": \"Series10 46mm/Ultra2 49mm/45mm/44mm\"}]},\n{\"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\", \"delivery\": \"FREE delivery Thu, Apr 10 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\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\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 9 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 Wed, Apr 9 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 Wed, Apr 9 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\": \"Two-Day FREE delivery Wed, Apr 9 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"10Packs, 2800Sheets in Total\"}]},\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\": \"Two-Day FREE delivery Wed, Apr 9 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\": \"Two-Day FREE delivery Wed, Apr 9 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\": \"FREE delivery Thu, Apr 10 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\": \"Two-Day FREE delivery Wed, Apr 9 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\": \"Two-Day FREE delivery Wed, Apr 9 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\": \"Two-Day FREE delivery Wed, Apr 9 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\": \"Two-Day FREE delivery Wed, Apr 9 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Scent\": \"Wild Mint & Eucalyptus\"}]},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 9\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Classic\"}, {\"Size\": \"40 Count (Pack of 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\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 9 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 Thu, Apr 10 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 Thu, Apr 10 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 11 - 12 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\": \"Two-Day FREE delivery Wed, Apr 9 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\": \"Two-Day FREE delivery Wed, Apr 9 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 Tue, Apr 15\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Red\"}, {\"Size\": \"26 Inch\"}]}],\n\"saved_items\": [{\"title\": \"Terrasoul Superfoods Organic Rolled Oats, 5 lbs - Gluten-Free | Old-Fashioned | Whole Grain\", \"asin\": \"B08B2NZSLR\", \"options\": [{\"Flavor Name\": \"rolled oats\"}, {\"Size\": \"2.5 Pound (Pack of 2)\"}]},\n{\"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<|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\": \"2025-04-08T02:24:25.794Z\", // 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
2025-04-08T02:24:25.794Z
click_product
B09ZPB85JC
rule
train
2,564
2025-04-08T02:24:25.794Z
click_product
B09ZPB85JC
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_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"} {"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"} {"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"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f 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{"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"} {"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"} {"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:15:46.772Z", "action": "click_product", "action_argument": "B0043JTA7S"} {"timestamp": "2025-04-08T00:16:08.041Z", "action": "click_product", "action_argument": "B0777LRN9F"} {"timestamp": "2025-04-08T00:18:56.688Z", "action": "click_product", "action_argument": "B087MC1HW6"} {"timestamp": "2025-04-08T01:08:41.680Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray \u7f16\u7ec7"} {"timestamp": "2025-04-08T01:08:41.865Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:48.494Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray nylon"} {"timestamp": "2025-04-08T01:11:48.790Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:55.067Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:11:59.077Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-08T01:12:05.683Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:12:14.918Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:12.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:22.813Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:28.877Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:14:53.912Z", "action": "purchase", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T01:15:56.058Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:16:05.480Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:18:50.961Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:19:15.369Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:37.300Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:40.777Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:20:10.780Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T01:31:25.004Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:25.253Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:31.755Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 \u94f6"} {"timestamp": "2025-04-08T01:31:32.024Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:38.260Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 silver"} {"timestamp": "2025-04-08T01:31:38.516Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:42.383Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:43.603Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:43.858Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:12:01.493Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:12:24.164Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:12:35.377Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:37.752Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:39.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:40.989Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:42.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:44.115Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:45.754Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:57.777Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:20:17.611Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-08T02:20:17.649Z", "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": "$18.39", "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 - 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4.2 fl oz", "asin": "B00C6SV33M", "delivery": "FREE delivery Thu, Apr 10 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 Thu, Apr 10 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 11 - 12 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": "Two-Day FREE delivery Wed, Apr 9 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": "Two-Day FREE delivery Wed, Apr 9 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 Tue, Apr 15", "quantity": "1", "selected": false, "options": [{"Color": "Red"}, {"Size": "26 Inch"}]}], "saved_items": [{"title": "Terrasoul Superfoods Organic Rolled Oats, 5 lbs - Gluten-Free | Old-Fashioned | Whole Grain", "asin": "B08B2NZSLR", "options": [{"Flavor Name": "rolled oats"}, {"Size": "2.5 Pound (Pack of 2)"}]}, {"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": []}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-08T02:24:25.794Z", // 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>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-08T02:24:25.794Z\",\"action\": \"click_product\",\"acion_argument\": \"B09ZPB85JC\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-08T02:24:25.794Z\",\"action\": \"click_product\",\"acion_argument\": \"B09ZPB85JC\",}</answer>", "index": 2564, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-05T19:02:57.880Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"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\": \"$18.39\", \"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\": \"$9.00\", \"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\": \"Misxi 2 Pack Tempered Glass Case Compatible for Apple Watch Series 10 (2024) 46mm, Hard PC Screen Protector Overall Protection Ultra-Thin Lightweight Scratch-Resistant Cover for iWatch, Satin Black\", \"asin\": \"B0DFVB13XF\", \"price\": \"$9.96\", \"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\": \"HHKB - Happy Hacking Keyboard Lid (CG01000-299001)\", \"asin\": \"B084DWG77B\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Lerobo Compatible with Apple Watch Band 44mm SE Series 8 45mm 46mm Series 9 Ultra 2 Band 49mm 42mm Men Women Elastic Nylon Solo Loop Sport Strap for iWatch Bands Series 10 7 6 5 4 3 2 1,Gray\", \"asin\": \"B0CKPB8DNK\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 9 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Gray\"}, {\"Size\": \"49mm/46mm/45mm/44mm/(42mm-Series 3 2 1)\"}]},\n{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm(Series 10) 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 9 8 SE 7 6 5 4 Women Men -49/46/45/44mm Space Grey\", \"asin\": \"B09ZPB85JC\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 9 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Space Grey\"}, {\"Size\": \"Series10 46mm/Ultra2 49mm/45mm/44mm\"}]},\n{\"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\", \"delivery\": \"FREE delivery Thu, Apr 10 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\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\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 9 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 Wed, Apr 9 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 Wed, Apr 9 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\": \"Two-Day FREE delivery Wed, Apr 9 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"10Packs, 2800Sheets in Total\"}]},\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\": \"Two-Day FREE delivery Wed, Apr 9 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\": \"Two-Day FREE delivery Wed, Apr 9 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\": \"FREE delivery Thu, Apr 10 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\": \"Two-Day FREE delivery Wed, Apr 9 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\": \"Two-Day FREE delivery Wed, Apr 9 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\": \"Two-Day FREE delivery Wed, Apr 9 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\": \"Two-Day FREE delivery Wed, Apr 9 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Scent\": \"Wild Mint & Eucalyptus\"}]},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 9\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Classic\"}, {\"Size\": \"40 Count (Pack of 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\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 9 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 Thu, Apr 10 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 Thu, Apr 10 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 11 - 12 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\": \"Two-Day FREE delivery Wed, Apr 9 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\": \"Two-Day FREE delivery Wed, Apr 9 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 Tue, Apr 15\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Red\"}, {\"Size\": \"26 Inch\"}]}],\n\"saved_items\": [{\"title\": \"Terrasoul Superfoods Organic Rolled Oats, 5 lbs - Gluten-Free | Old-Fashioned | Whole Grain\", \"asin\": \"B08B2NZSLR\", \"options\": [{\"Flavor Name\": \"rolled oats\"}, {\"Size\": \"2.5 Pound (Pack of 2)\"}]},\n{\"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<|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\": \"2025-04-08T02:24:25.794Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-05T19:02:57.880Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"$18.39\", \"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\": \"$9.00\", \"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\": \"Misxi 2 Pack Tempered Glass Case Compatible for Apple Watch Series 10 (2024) 46mm, Hard PC Screen Protector Overall Protection Ultra-Thin Lightweight Scratch-Resistant Cover for iWatch, Satin Black\", \"asin\": \"B0DFVB13XF\", \"price\": \"$9.96\", \"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\": \"HHKB - Happy Hacking Keyboard Lid (CG01000-299001)\", \"asin\": \"B084DWG77B\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Lerobo Compatible with Apple Watch Band 44mm SE Series 8 45mm 46mm Series 9 Ultra 2 Band 49mm 42mm Men Women Elastic Nylon Solo Loop Sport Strap for iWatch Bands Series 10 7 6 5 4 3 2 1,Gray\", \"asin\": \"B0CKPB8DNK\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 9 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Gray\"}, {\"Size\": \"49mm/46mm/45mm/44mm/(42mm-Series 3 2 1)\"}]},\n{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm(Series 10) 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 9 8 SE 7 6 5 4 Women Men -49/46/45/44mm Space Grey\", \"asin\": \"B09ZPB85JC\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 9 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Space Grey\"}, {\"Size\": \"Series10 46mm/Ultra2 49mm/45mm/44mm\"}]},\n{\"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\", \"delivery\": \"FREE delivery Thu, Apr 10 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\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\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 9 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 Wed, Apr 9 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 Wed, Apr 9 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\": \"Two-Day FREE delivery Wed, Apr 9 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"10Packs, 2800Sheets in Total\"}]},\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\": \"Two-Day FREE delivery Wed, Apr 9 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\": \"Two-Day FREE delivery Wed, Apr 9 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\": \"FREE delivery Thu, Apr 10 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\": \"Two-Day FREE delivery Wed, Apr 9 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\": \"Two-Day FREE delivery Wed, Apr 9 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\": \"Two-Day FREE delivery Wed, Apr 9 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\": \"Two-Day FREE delivery Wed, Apr 9 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Scent\": \"Wild Mint & Eucalyptus\"}]},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 9\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Classic\"}, {\"Size\": \"40 Count (Pack of 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\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 9 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 Thu, Apr 10 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 Thu, Apr 10 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 11 - 12 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\": \"Two-Day FREE delivery Wed, Apr 9 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\": \"Two-Day FREE delivery Wed, Apr 9 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 Tue, Apr 15\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Red\"}, {\"Size\": \"26 Inch\"}]}],\n\"saved_items\": [{\"title\": \"Terrasoul Superfoods Organic Rolled Oats, 5 lbs - Gluten-Free | Old-Fashioned | Whole Grain\", \"asin\": \"B08B2NZSLR\", \"options\": [{\"Flavor Name\": \"rolled oats\"}, {\"Size\": \"2.5 Pound (Pack of 2)\"}]},\n{\"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<|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\": \"2025-04-08T02:24:27.519Z\", // 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
2025-04-08T02:24:27.519Z
click_product
B0CKPB8DNK
rule
train
2,565
2025-04-08T02:24:27.519Z
click_product
B0CKPB8DNK
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_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"} {"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"} {"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"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} {"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"} {"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"} {"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"} {"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"} {"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"} {"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"} {"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:15:46.772Z", "action": "click_product", "action_argument": "B0043JTA7S"} {"timestamp": "2025-04-08T00:16:08.041Z", "action": "click_product", "action_argument": "B0777LRN9F"} {"timestamp": "2025-04-08T00:18:56.688Z", "action": "click_product", "action_argument": "B087MC1HW6"} {"timestamp": "2025-04-08T01:08:41.680Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray \u7f16\u7ec7"} {"timestamp": "2025-04-08T01:08:41.865Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:48.494Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray nylon"} {"timestamp": "2025-04-08T01:11:48.790Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:55.067Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:11:59.077Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-08T01:12:05.683Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:12:14.918Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:12.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:22.813Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:28.877Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:14:53.912Z", "action": "purchase", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T01:15:56.058Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:16:05.480Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:18:50.961Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:19:15.369Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:37.300Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:40.777Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:20:10.780Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T01:31:25.004Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:25.253Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:31.755Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 \u94f6"} {"timestamp": "2025-04-08T01:31:32.024Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:38.260Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 silver"} {"timestamp": "2025-04-08T01:31:38.516Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:42.383Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:43.603Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:43.858Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:12:01.493Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:12:24.164Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:12:35.377Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:37.752Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:39.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:40.989Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:42.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:44.115Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:45.754Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:57.777Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:20:17.611Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-08T02:20:17.649Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-08T02:24:25.794Z", "action": "click_product", "action_argument": "B09ZPB85JC"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata 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": "$18.39", "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 - 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4.2 fl oz", "asin": "B00C6SV33M", "delivery": "FREE delivery Thu, Apr 10 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 Thu, Apr 10 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 11 - 12 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": "Two-Day FREE delivery Wed, Apr 9 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": "Two-Day FREE delivery Wed, Apr 9 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 Tue, Apr 15", "quantity": "1", "selected": false, "options": [{"Color": "Red"}, {"Size": "26 Inch"}]}], "saved_items": [{"title": "Terrasoul Superfoods Organic Rolled Oats, 5 lbs - Gluten-Free | Old-Fashioned | Whole Grain", "asin": "B08B2NZSLR", "options": [{"Flavor Name": "rolled oats"}, {"Size": "2.5 Pound (Pack of 2)"}]}, {"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": []}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-08T02:24:27.519Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-08T02:24:27.519Z\",\"action\": \"click_product\",\"acion_argument\": \"B0CKPB8DNK\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-08T02:24:27.519Z\",\"action\": \"click_product\",\"acion_argument\": \"B0CKPB8DNK\",}</answer>", "index": 2565, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-05T19:02:57.880Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"$18.39\", \"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\": \"$9.00\", \"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\": \"Misxi 2 Pack Tempered Glass Case Compatible for Apple Watch Series 10 (2024) 46mm, Hard PC Screen Protector Overall Protection Ultra-Thin Lightweight Scratch-Resistant Cover for iWatch, Satin Black\", \"asin\": \"B0DFVB13XF\", \"price\": \"$9.96\", \"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\": \"HHKB - Happy Hacking Keyboard Lid (CG01000-299001)\", \"asin\": \"B084DWG77B\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Lerobo Compatible with Apple Watch Band 44mm SE Series 8 45mm 46mm Series 9 Ultra 2 Band 49mm 42mm Men Women Elastic Nylon Solo Loop Sport Strap for iWatch Bands Series 10 7 6 5 4 3 2 1,Gray\", \"asin\": \"B0CKPB8DNK\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 9 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Gray\"}, {\"Size\": \"49mm/46mm/45mm/44mm/(42mm-Series 3 2 1)\"}]},\n{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm(Series 10) 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 9 8 SE 7 6 5 4 Women Men -49/46/45/44mm Space Grey\", \"asin\": \"B09ZPB85JC\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 9 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Space Grey\"}, {\"Size\": \"Series10 46mm/Ultra2 49mm/45mm/44mm\"}]},\n{\"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\", \"delivery\": \"FREE delivery Thu, Apr 10 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\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\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 9 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 Wed, Apr 9 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 Wed, Apr 9 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\": \"Two-Day FREE delivery Wed, Apr 9 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"10Packs, 2800Sheets in Total\"}]},\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\": \"Two-Day FREE delivery Wed, Apr 9 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\": \"Two-Day FREE delivery Wed, Apr 9 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\": \"FREE delivery Thu, Apr 10 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\": \"Two-Day FREE delivery Wed, Apr 9 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\": \"Two-Day FREE delivery Wed, Apr 9 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\": \"Two-Day FREE delivery Wed, Apr 9 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\": \"Two-Day FREE delivery Wed, Apr 9 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Scent\": \"Wild Mint & Eucalyptus\"}]},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 9\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Classic\"}, {\"Size\": \"40 Count (Pack of 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\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 9 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 Thu, Apr 10 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 Thu, Apr 10 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 11 - 12 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\": \"Two-Day FREE delivery Wed, Apr 9 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\": \"Two-Day FREE delivery Wed, Apr 9 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 Tue, Apr 15\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Red\"}, {\"Size\": \"26 Inch\"}]}],\n\"saved_items\": [{\"title\": \"Terrasoul Superfoods Organic Rolled Oats, 5 lbs - Gluten-Free | Old-Fashioned | Whole Grain\", \"asin\": \"B08B2NZSLR\", \"options\": [{\"Flavor Name\": \"rolled oats\"}, {\"Size\": \"2.5 Pound (Pack of 2)\"}]},\n{\"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<|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\": \"2025-04-08T02:24:27.519Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-05T19:02:57.880Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"Lerobo Compatible with Apple Watch Band 44mm SE Series 8 45mm 46mm Series 9 Ultra 2 Band 49mm 42mm Men Women Elastic Nylon Solo Loop Sport Strap for iWatch Bands Series 10 7 6 5 4 3 2 1,Gray\", \"asin\": \"B0CKPB8DNK\", \"price\": \"$7.19\", \"quantity\": \"1\"},\n{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm(Series 10) 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 9 8 SE 7 6 5 4 Women Men -49/46/45/44mm Space Grey\", \"asin\": \"B09ZPB85JC\", \"price\": \"$11.89\", \"quantity\": \"1\"},\n{\"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\"product_details\": [{\"title\": \"Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap\"},\n{\"price\": \"$7.19\"},\n{\"bullet_list\": \"\\u3010FIT FOR APPLE WATCH ALL MODELS\\u3011Lerobo Elastic Nylon Sport bands compatible with Apple Watch Bands 44mm 45mm 46mm 42mm 41mm 40mm 38mm 49mm, for Apple Watch SE SE2 & iWatch Series 10 Series 9 Series 8 Series 7 Series 6 Series 5 Series 4 Series 3 Series 2 Series 1 for Apple Watch Ultra Band 49mm Ultra 2 Band 49mm for Apple Watch Series 10, works with all versions for Apple Watch. (Note: Smart watch is not included.) \\u3010Breathable & Comfortable Nylon Material\\u3011Lerobo sport watch bands for iWatch bands Series 9 are made of skin-friendly woven nylon elastic material, lightweight and breathable, durable and comfortable for wearing. Elastic braided bracelet wristbands could prevent skin from irritation. Special braided design makes the bands for apple watch looks more youthful fashionable, than original strap. Suitable as a special gift for friends and family on birthdays, Christmas, Valentine's Day or holidays. \\u3010Super Stretchy & Size Adjustable\\u3011The adjustable stretchy nylon solo loop band with super stretchy. One size fits most wrist, 38mm/40mm/41mm/(42mm-Series 10) suits for apple watch 40mm 4.5 inch - 9.5 inch wrists, also works for 41mm/38mm,series 10 42mm.49mm/46mm/45mm/44mm/(42mm-Series 3 2 1) suits for apple watch 44mm 4.5 inch-9.5 inch wrists,also works for 46mm/45mm/42mm/49mm.Simply move the closure to adjust it to the exact size of your wrist.Free size for both women and men on most occasions \\u3010Security & Easy to Install\\u3011Lerobo replacement band come with watch lugs on both ends, which locks onto watch band interface precisely and securely. It can effectively prevent the sport bands from falling off and becoming loose. A secure stretch bracelet strap compatible with Apple Watch Band for men women. The installation is simple and direct, with one-click disassembly, no tool needed. \\u301024h Customer Service\\u3011Lerobo durable wristband replacement for apple watch se bands are available in a variety of colors to match different outfits and suit different occasions and moods. Any problems with our smart sport watch bands, please feel free to contact us. We will solve them for you within 24 hours.\"},\n{\"asin\": \"B0CKPB8DNK\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Gray\"},\n{\"Size\": \"49mm/46mm/45mm/44mm/(42mm-Series 3 2 1)\"}],\n\"promotion_items\": [{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 10 9 8 SE 7 6 5 4 3 2 1Women Men -49/46/45/44mm Black\", \"asin\": \"B09ZP9W14Q\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DPC29VLW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"DaQin Nylon Sport Loop Compatible with Apple Watch Band 40mm 38mm 41mm 42mm 44mm 45mm 46mm 49mm, Soft Breathable Braided Wristbands for iWatch Band for Women Men Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0D7MHG2GY\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"Stretchy Nylon Solo Loop Bands Compatible with Apple Watch 38mm 40mm 41mm 42mm 44mm...\", \"asin\": \"B08Q3MP34W\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46m...\", \"asin\": \"B09K57JC8W\", \"price\": \"$7.57\", \"quantity\": \"\"},\n{\"title\": \"Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor\", \"asin\": \"B0DMNTM7VS\", \"price\": \"$6.38\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46m...\", \"asin\": \"B09K57JC8W\", \"price\": \"$7.57\", \"quantity\": \"\"},\n{\"title\": \"Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor\", \"asin\": \"B0DMNTM7VS\", \"price\": \"$6.38\", \"quantity\": \"\"},\n{\"title\": \"DaQin 3 Pack Stretchy Solo Loop Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2\", \"asin\": \"B095W1SBNB\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Compatible with Apple Watch Band 44mm 45mm 46mm 42mm 49mm Men Women,Soft Silicone Breathable Sport Bands Compatible for Apple Watch Ultra 2 Band SE iWatch Series 10 9 8 7 6 5 4 3 2 1 Black\", \"asin\": \"B09131JLC1\", \"price\": \"$5.21\", \"quantity\": \"\"},\n{\"title\": \"Stretchy Nylon Solo Loop Bands Compatible with Apple Watch 38mm 40mm 41mm 42mm 44mm...\", \"asin\": \"B08Q3MP34W\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DPC29VLW\", \"price\": \"$12.99\", \"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\": \"2025-04-08T02:25:15.270Z\", // 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
2025-04-08T02:25:15.270Z
purchase
B0CKPB8DNK
rule
train
2,566
2025-04-08T02:25:15.270Z
purchase
B0CKPB8DNK
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_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"} {"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"} {"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"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} {"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"} {"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"} {"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"} {"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"} {"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"} {"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"} {"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:15:46.772Z", "action": "click_product", "action_argument": "B0043JTA7S"} {"timestamp": "2025-04-08T00:16:08.041Z", "action": "click_product", "action_argument": "B0777LRN9F"} {"timestamp": "2025-04-08T00:18:56.688Z", "action": "click_product", "action_argument": "B087MC1HW6"} {"timestamp": "2025-04-08T01:08:41.680Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray \u7f16\u7ec7"} {"timestamp": "2025-04-08T01:08:41.865Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:48.494Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray nylon"} {"timestamp": "2025-04-08T01:11:48.790Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:55.067Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:11:59.077Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-08T01:12:05.683Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:12:14.918Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:12.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:22.813Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:28.877Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:14:53.912Z", "action": "purchase", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T01:15:56.058Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:16:05.480Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:18:50.961Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:19:15.369Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:37.300Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:40.777Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:20:10.780Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T01:31:25.004Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:25.253Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:31.755Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 \u94f6"} {"timestamp": "2025-04-08T01:31:32.024Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:38.260Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 silver"} {"timestamp": "2025-04-08T01:31:38.516Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:42.383Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:43.603Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:43.858Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:12:01.493Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:12:24.164Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:12:35.377Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:37.752Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:39.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:40.989Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:42.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:44.115Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:45.754Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:57.777Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:20:17.611Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-08T02:20:17.649Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-08T02:24:25.794Z", "action": "click_product", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T02:24:27.519Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata 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": "Lerobo Compatible with Apple Watch Band 44mm SE Series 8 45mm 46mm Series 9 Ultra 2 Band 49mm 42mm Men Women Elastic Nylon Solo Loop Sport Strap for iWatch Bands Series 10 7 6 5 4 3 2 1,Gray", "asin": "B0CKPB8DNK", "price": "$7.19", "quantity": "1"}, {"title": "EPULY Compatible with Apple Watch Band 44mm 45mm 46mm(Series 10) 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 9 8 SE 7 6 5 4 Women Men -49/46/45/44mm Space Grey", "asin": "B09ZPB85JC", "price": "$11.89", "quantity": "1"}, {"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"}], "product_details": [{"title": "Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap"}, {"price": "$7.19"}, {"bullet_list": "\u3010FIT FOR APPLE WATCH ALL MODELS\u3011Lerobo Elastic Nylon Sport bands compatible with Apple Watch Bands 44mm 45mm 46mm 42mm 41mm 40mm 38mm 49mm, for Apple Watch SE SE2 & iWatch Series 10 Series 9 Series 8 Series 7 Series 6 Series 5 Series 4 Series 3 Series 2 Series 1 for Apple Watch Ultra Band 49mm Ultra 2 Band 49mm for Apple Watch Series 10, works with all versions for Apple Watch. (Note: Smart watch is not included.) \u3010Breathable & Comfortable Nylon Material\u3011Lerobo sport watch bands for iWatch bands Series 9 are made of skin-friendly woven nylon elastic material, lightweight and breathable, durable and comfortable for wearing. Elastic braided bracelet wristbands could prevent skin from irritation. Special braided design makes the bands for apple watch looks more youthful fashionable, than original strap. Suitable as a special gift for friends and family on birthdays, Christmas, Valentine's Day or holidays. \u3010Super Stretchy & Size Adjustable\u3011The adjustable stretchy nylon solo loop band with super stretchy. One size fits most wrist, 38mm/40mm/41mm/(42mm-Series 10) suits for apple watch 40mm 4.5 inch - 9.5 inch wrists, also works for 41mm/38mm,series 10 42mm.49mm/46mm/45mm/44mm/(42mm-Series 3 2 1) suits for apple watch 44mm 4.5 inch-9.5 inch wrists,also works for 46mm/45mm/42mm/49mm.Simply move the closure to adjust it to the exact size of your wrist.Free size for both women and men on most occasions \u3010Security & Easy to Install\u3011Lerobo replacement band come with watch lugs on both ends, which locks onto watch band interface precisely and securely. It can effectively prevent the sport bands from falling off and becoming loose. A secure stretch bracelet strap compatible with Apple Watch Band for men women. The installation is simple and direct, with one-click disassembly, no tool needed. \u301024h Customer Service\u3011Lerobo durable wristband replacement for apple watch se bands are available in a variety of colors to match different outfits and suit different occasions and moods. Any problems with our smart sport watch bands, please feel free to contact us. We will solve them for you within 24 hours."}, {"asin": "B0CKPB8DNK"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Gray"}, {"Size": "49mm/46mm/45mm/44mm/(42mm-Series 3 2 1)"}], "promotion_items": [{"title": "EPULY Compatible with Apple Watch Band 44mm 45mm 46mm 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 10 9 8 SE 7 6 5 4 3 2 1Women Men -49/46/45/44mm Black", "asin": "B09ZP9W14Q", "price": "$9.99", "quantity": ""}, {"title": "6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B0DPC29VLW", "price": "$12.99", "quantity": ""}, {"title": "DaQin Nylon Sport Loop Compatible with Apple Watch Band 40mm 38mm 41mm 42mm 44mm 45mm 46mm 49mm, Soft Breathable Braided Wristbands for iWatch Band for Women Men Series 10 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B0D7MHG2GY", "price": "$4.99", "quantity": ""}, {"title": "Stretchy Nylon Solo Loop Bands Compatible with Apple Watch 38mm 40mm 41mm 42mm 44mm...", "asin": "B08Q3MP34W", "price": "$9.99", "quantity": ""}, {"title": "Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men", "asin": "B095K58Z9Y", "price": "$6.23", "quantity": ""}, {"title": "Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46m...", "asin": "B09K57JC8W", "price": "$7.57", "quantity": ""}, {"title": "Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor", "asin": "B0DMNTM7VS", "price": "$6.38", "quantity": ""}, {"title": "Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men", "asin": "B095K58Z9Y", "price": "$6.23", "quantity": ""}, {"title": "Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46m...", "asin": "B09K57JC8W", "price": "$7.57", "quantity": ""}, {"title": "Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor", "asin": "B0DMNTM7VS", "price": "$6.38", "quantity": ""}, {"title": "DaQin 3 Pack Stretchy Solo Loop Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2", "asin": "B095W1SBNB", "price": "$7.99", "quantity": ""}, {"title": "Lerobo Compatible with Apple Watch Band 44mm 45mm 46mm 42mm 49mm Men Women,Soft Silicone Breathable Sport Bands Compatible for Apple Watch Ultra 2 Band SE iWatch Series 10 9 8 7 6 5 4 3 2 1 Black", "asin": "B09131JLC1", "price": "$5.21", "quantity": ""}, {"title": "Stretchy Nylon Solo Loop Bands Compatible with Apple Watch 38mm 40mm 41mm 42mm 44mm...", "asin": "B08Q3MP34W", "price": "$9.99", "quantity": ""}, {"title": "6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B0DPC29VLW", "price": "$12.99", "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": "2025-04-08T02:25:15.270Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-08T02:25:15.270Z\",\"action\": \"purchase\",\"acion_argument\": \"B0CKPB8DNK\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-08T02:25:15.270Z\",\"action\": \"purchase\",\"acion_argument\": \"B0CKPB8DNK\",}</answer>", "index": 2566, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-05T19:02:57.880Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"Lerobo Compatible with Apple Watch Band 44mm SE Series 8 45mm 46mm Series 9 Ultra 2 Band 49mm 42mm Men Women Elastic Nylon Solo Loop Sport Strap for iWatch Bands Series 10 7 6 5 4 3 2 1,Gray\", \"asin\": \"B0CKPB8DNK\", \"price\": \"$7.19\", \"quantity\": \"1\"},\n{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm(Series 10) 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 9 8 SE 7 6 5 4 Women Men -49/46/45/44mm Space Grey\", \"asin\": \"B09ZPB85JC\", \"price\": \"$11.89\", \"quantity\": \"1\"},\n{\"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\"product_details\": [{\"title\": \"Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap\"},\n{\"price\": \"$7.19\"},\n{\"bullet_list\": \"\\u3010FIT FOR APPLE WATCH ALL MODELS\\u3011Lerobo Elastic Nylon Sport bands compatible with Apple Watch Bands 44mm 45mm 46mm 42mm 41mm 40mm 38mm 49mm, for Apple Watch SE SE2 & iWatch Series 10 Series 9 Series 8 Series 7 Series 6 Series 5 Series 4 Series 3 Series 2 Series 1 for Apple Watch Ultra Band 49mm Ultra 2 Band 49mm for Apple Watch Series 10, works with all versions for Apple Watch. (Note: Smart watch is not included.) \\u3010Breathable & Comfortable Nylon Material\\u3011Lerobo sport watch bands for iWatch bands Series 9 are made of skin-friendly woven nylon elastic material, lightweight and breathable, durable and comfortable for wearing. Elastic braided bracelet wristbands could prevent skin from irritation. Special braided design makes the bands for apple watch looks more youthful fashionable, than original strap. Suitable as a special gift for friends and family on birthdays, Christmas, Valentine's Day or holidays. \\u3010Super Stretchy & Size Adjustable\\u3011The adjustable stretchy nylon solo loop band with super stretchy. One size fits most wrist, 38mm/40mm/41mm/(42mm-Series 10) suits for apple watch 40mm 4.5 inch - 9.5 inch wrists, also works for 41mm/38mm,series 10 42mm.49mm/46mm/45mm/44mm/(42mm-Series 3 2 1) suits for apple watch 44mm 4.5 inch-9.5 inch wrists,also works for 46mm/45mm/42mm/49mm.Simply move the closure to adjust it to the exact size of your wrist.Free size for both women and men on most occasions \\u3010Security & Easy to Install\\u3011Lerobo replacement band come with watch lugs on both ends, which locks onto watch band interface precisely and securely. It can effectively prevent the sport bands from falling off and becoming loose. A secure stretch bracelet strap compatible with Apple Watch Band for men women. The installation is simple and direct, with one-click disassembly, no tool needed. \\u301024h Customer Service\\u3011Lerobo durable wristband replacement for apple watch se bands are available in a variety of colors to match different outfits and suit different occasions and moods. Any problems with our smart sport watch bands, please feel free to contact us. We will solve them for you within 24 hours.\"},\n{\"asin\": \"B0CKPB8DNK\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Gray\"},\n{\"Size\": \"49mm/46mm/45mm/44mm/(42mm-Series 3 2 1)\"}],\n\"promotion_items\": [{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 10 9 8 SE 7 6 5 4 3 2 1Women Men -49/46/45/44mm Black\", \"asin\": \"B09ZP9W14Q\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DPC29VLW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"DaQin Nylon Sport Loop Compatible with Apple Watch Band 40mm 38mm 41mm 42mm 44mm 45mm 46mm 49mm, Soft Breathable Braided Wristbands for iWatch Band for Women Men Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0D7MHG2GY\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"Stretchy Nylon Solo Loop Bands Compatible with Apple Watch 38mm 40mm 41mm 42mm 44mm...\", \"asin\": \"B08Q3MP34W\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46m...\", \"asin\": \"B09K57JC8W\", \"price\": \"$7.57\", \"quantity\": \"\"},\n{\"title\": \"Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor\", \"asin\": \"B0DMNTM7VS\", \"price\": \"$6.38\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46m...\", \"asin\": \"B09K57JC8W\", \"price\": \"$7.57\", \"quantity\": \"\"},\n{\"title\": \"Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor\", \"asin\": \"B0DMNTM7VS\", \"price\": \"$6.38\", \"quantity\": \"\"},\n{\"title\": \"DaQin 3 Pack Stretchy Solo Loop Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2\", \"asin\": \"B095W1SBNB\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Compatible with Apple Watch Band 44mm 45mm 46mm 42mm 49mm Men Women,Soft Silicone Breathable Sport Bands Compatible for Apple Watch Ultra 2 Band SE iWatch Series 10 9 8 7 6 5 4 3 2 1 Black\", \"asin\": \"B09131JLC1\", \"price\": \"$5.21\", \"quantity\": \"\"},\n{\"title\": \"Stretchy Nylon Solo Loop Bands Compatible with Apple Watch 38mm 40mm 41mm 42mm 44mm...\", \"asin\": \"B08Q3MP34W\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DPC29VLW\", \"price\": \"$12.99\", \"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\": \"2025-04-08T02:25:15.270Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-06T21:26:50.441Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\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\": \"$18.39\", \"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\": \"$9.00\", \"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\": \"Misxi 2 Pack Tempered Glass Case Compatible for Apple Watch Series 10 (2024) 46mm, Hard PC Screen Protector Overall Protection Ultra-Thin Lightweight Scratch-Resistant Cover for iWatch, Satin Black\", \"asin\": \"B0DFVB13XF\", \"price\": \"$9.96\", \"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\": \"HHKB - Happy Hacking Keyboard Lid (CG01000-299001)\", \"asin\": \"B084DWG77B\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"RENPHO Body Measuring Tape, Smart Tape Measure for Weight Loss, Bluetooth Fitness Equipment with App, Measuring Waist, Hip, Bust, Arms, Muscle Gain, Retractable, 60in /150cm, White\", \"asin\": \"B082W886W9\", \"price\": \"$27.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Lerobo Compatible with Apple Watch Band 44mm SE Series 8 45mm 46mm Series 9 Ultra 2 Band 49mm 42mm Men Women Elastic Nylon Solo Loop Sport Strap for iWatch Bands Series 10 7 6 5 4 3 2 1,Gray\", \"asin\": \"B0CKPB8DNK\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 9 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Gray\"}, {\"Size\": \"49mm/46mm/45mm/44mm/(42mm-Series 3 2 1)\"}]},\n{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm(Series 10) 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 9 8 SE 7 6 5 4 Women Men -49/46/45/44mm Space Grey\", \"asin\": \"B09ZPB85JC\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 9 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Space Grey\"}, {\"Size\": \"Series10 46mm/Ultra2 49mm/45mm/44mm\"}]},\n{\"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\", \"delivery\": \"FREE delivery Thu, Apr 10 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\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\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 9 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 Wed, Apr 9 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 Wed, Apr 9 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\": \"Two-Day FREE delivery Wed, Apr 9 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"10Packs, 2800Sheets in Total\"}]},\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\": \"Two-Day FREE delivery Wed, Apr 9 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\": \"Two-Day FREE delivery Wed, Apr 9 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\": \"FREE delivery Thu, Apr 10 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\": \"Two-Day FREE delivery Wed, Apr 9 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\": \"Two-Day FREE delivery Wed, Apr 9 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\": \"Two-Day FREE delivery Wed, Apr 9 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\": \"Two-Day FREE delivery Wed, Apr 9 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Scent\": \"Wild Mint & Eucalyptus\"}]},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 9\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Classic\"}, {\"Size\": \"40 Count (Pack of 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\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 9 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 Thu, Apr 10 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 Thu, Apr 10 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 11 - 12 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\": \"Two-Day FREE delivery Wed, Apr 9 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\": \"Two-Day FREE delivery Wed, Apr 9 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 Tue, Apr 15\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Red\"}, {\"Size\": \"26 Inch\"}]}],\n\"saved_items\": [{\"title\": \"Terrasoul Superfoods Organic Rolled Oats, 5 lbs - Gluten-Free | Old-Fashioned | Whole Grain\", \"asin\": \"B08B2NZSLR\", \"options\": [{\"Flavor Name\": \"rolled oats\"}, {\"Size\": \"2.5 Pound (Pack of 2)\"}]},\n{\"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<|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\": \"2025-04-08T02:26:57.406Z\", // 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
2025-04-08T02:26:57.406Z
click
quantity
rule
train
2,567
2025-04-08T02:26:57.406Z
click
quantity
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-06T21:26:50.441Z", "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"} {"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"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} {"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"} {"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"} {"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"} {"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"} {"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"} {"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"} {"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:15:46.772Z", "action": "click_product", "action_argument": "B0043JTA7S"} {"timestamp": "2025-04-08T00:16:08.041Z", "action": "click_product", "action_argument": "B0777LRN9F"} {"timestamp": "2025-04-08T00:18:56.688Z", "action": "click_product", "action_argument": "B087MC1HW6"} {"timestamp": "2025-04-08T01:08:41.680Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray \u7f16\u7ec7"} {"timestamp": "2025-04-08T01:08:41.865Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:48.494Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray nylon"} {"timestamp": "2025-04-08T01:11:48.790Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:55.067Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:11:59.077Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-08T01:12:05.683Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:12:14.918Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:12.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:22.813Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:28.877Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:14:53.912Z", "action": "purchase", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T01:15:56.058Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:16:05.480Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:18:50.961Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:19:15.369Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:37.300Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:40.777Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:20:10.780Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:31:25.004Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:25.253Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:31.755Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 \u94f6"} {"timestamp": "2025-04-08T01:31:32.024Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:38.260Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 silver"} {"timestamp": "2025-04-08T01:31:38.516Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:42.383Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:43.603Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:43.858Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:12:01.493Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:12:24.164Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:12:35.377Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:37.752Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:39.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:40.989Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:42.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:44.115Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:45.754Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:57.777Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:20:17.611Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-08T02:20:17.649Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-08T02:24:25.794Z", "action": "click_product", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T02:24:27.519Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:25:15.270Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} <|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": "$18.39", "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": "$9.00", "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": "Misxi 2 Pack Tempered Glass Case Compatible for Apple Watch Series 10 (2024) 46mm, Hard PC Screen Protector Overall Protection Ultra-Thin Lightweight Scratch-Resistant Cover for iWatch, Satin Black", "asin": "B0DFVB13XF", "price": "$9.96", "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": "HHKB - Happy Hacking Keyboard Lid (CG01000-299001)", "asin": "B084DWG77B", "price": "$26.99", "quantity": ""}, {"title": "RENPHO Body Measuring Tape, Smart Tape Measure for Weight Loss, Bluetooth Fitness Equipment with App, Measuring Waist, Hip, Bust, Arms, Muscle Gain, Retractable, 60in /150cm, White", "asin": "B082W886W9", "price": "$27.99", "quantity": ""}], "active_items": [{"title": "Lerobo Compatible with Apple Watch Band 44mm SE Series 8 45mm 46mm Series 9 Ultra 2 Band 49mm 42mm Men Women Elastic Nylon Solo Loop Sport Strap for iWatch Bands Series 10 7 6 5 4 3 2 1,Gray", "asin": "B0CKPB8DNK", "delivery": "Two-Day FREE delivery Wed, Apr 9 FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Gray"}, {"Size": "49mm/46mm/45mm/44mm/(42mm-Series 3 2 1)"}]}, {"title": "EPULY Compatible with Apple Watch Band 44mm 45mm 46mm(Series 10) 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 9 8 SE 7 6 5 4 Women Men -49/46/45/44mm Space Grey", "asin": "B09ZPB85JC", "delivery": "Two-Day FREE delivery Wed, Apr 9 FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Space Grey"}, {"Size": "Series10 46mm/Ultra2 49mm/45mm/44mm"}]}, {"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", "delivery": "FREE delivery Thu, Apr 10 FREE Returns", "quantity": "1", "selected": false, "options": []}, {"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": "Two-Day FREE delivery Wed, Apr 9 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 Wed, Apr 9 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 Wed, Apr 9 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": "Two-Day FREE delivery Wed, Apr 9 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "10Packs, 2800Sheets in Total"}]}, {"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": "Two-Day FREE delivery Wed, Apr 9 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": "Two-Day FREE delivery Wed, Apr 9 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": "FREE delivery Thu, Apr 10 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": "Two-Day FREE delivery Wed, Apr 9 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": "Two-Day FREE delivery Wed, Apr 9 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": "Two-Day FREE delivery Wed, Apr 9 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": "Two-Day FREE delivery Wed, Apr 9 FREE Returns", "quantity": "1", "selected": false, "options": [{"Scent": "Wild Mint & Eucalyptus"}]}, {"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "delivery": "Two-Day FREE delivery Wed, Apr 9", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Classic"}, {"Size": "40 Count (Pack of 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", "delivery": "Two-Day FREE delivery Wed, Apr 9 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 Thu, Apr 10 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 Thu, Apr 10 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 11 - 12 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": "Two-Day FREE delivery Wed, Apr 9 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": "Two-Day FREE delivery Wed, Apr 9 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 Tue, Apr 15", "quantity": "1", "selected": false, "options": [{"Color": "Red"}, {"Size": "26 Inch"}]}], "saved_items": [{"title": "Terrasoul Superfoods Organic Rolled Oats, 5 lbs - Gluten-Free | Old-Fashioned | Whole Grain", "asin": "B08B2NZSLR", "options": [{"Flavor Name": "rolled oats"}, {"Size": "2.5 Pound (Pack of 2)"}]}, {"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": []}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-08T02:26:57.406Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-08T02:26:57.406Z\",\"action\": \"click\",\"acion_argument\": \"quantity\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-08T02:26:57.406Z\",\"action\": \"click\",\"acion_argument\": \"quantity\",}</answer>", "index": 2567, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-06T21:26:50.441Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\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\": \"$18.39\", \"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\": \"$9.00\", \"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\": \"Misxi 2 Pack Tempered Glass Case Compatible for Apple Watch Series 10 (2024) 46mm, Hard PC Screen Protector Overall Protection Ultra-Thin Lightweight Scratch-Resistant Cover for iWatch, Satin Black\", \"asin\": \"B0DFVB13XF\", \"price\": \"$9.96\", \"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\": \"HHKB - Happy Hacking Keyboard Lid (CG01000-299001)\", \"asin\": \"B084DWG77B\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"RENPHO Body Measuring Tape, Smart Tape Measure for Weight Loss, Bluetooth Fitness Equipment with App, Measuring Waist, Hip, Bust, Arms, Muscle Gain, Retractable, 60in /150cm, White\", \"asin\": \"B082W886W9\", \"price\": \"$27.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Lerobo Compatible with Apple Watch Band 44mm SE Series 8 45mm 46mm Series 9 Ultra 2 Band 49mm 42mm Men Women Elastic Nylon Solo Loop Sport Strap for iWatch Bands Series 10 7 6 5 4 3 2 1,Gray\", \"asin\": \"B0CKPB8DNK\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 9 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Gray\"}, {\"Size\": \"49mm/46mm/45mm/44mm/(42mm-Series 3 2 1)\"}]},\n{\"title\": \"EPULY Compatible with Apple Watch Band 44mm 45mm 46mm(Series 10) 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 9 8 SE 7 6 5 4 Women Men -49/46/45/44mm Space Grey\", \"asin\": \"B09ZPB85JC\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 9 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Space Grey\"}, {\"Size\": \"Series10 46mm/Ultra2 49mm/45mm/44mm\"}]},\n{\"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\", \"delivery\": \"FREE delivery Thu, Apr 10 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\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\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 9 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 Wed, Apr 9 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 Wed, Apr 9 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\": \"Two-Day FREE delivery Wed, Apr 9 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"10Packs, 2800Sheets in Total\"}]},\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\": \"Two-Day FREE delivery Wed, Apr 9 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\": \"Two-Day FREE delivery Wed, Apr 9 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\": \"FREE delivery Thu, Apr 10 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\": \"Two-Day FREE delivery Wed, Apr 9 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\": \"Two-Day FREE delivery Wed, Apr 9 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\": \"Two-Day FREE delivery Wed, Apr 9 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\": \"Two-Day FREE delivery Wed, Apr 9 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Scent\": \"Wild Mint & Eucalyptus\"}]},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 9\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Classic\"}, {\"Size\": \"40 Count (Pack of 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\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 9 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 Thu, Apr 10 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 Thu, Apr 10 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 11 - 12 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\": \"Two-Day FREE delivery Wed, Apr 9 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\": \"Two-Day FREE delivery Wed, Apr 9 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 Tue, Apr 15\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Red\"}, {\"Size\": \"26 Inch\"}]}],\n\"saved_items\": [{\"title\": \"Terrasoul Superfoods Organic Rolled Oats, 5 lbs - Gluten-Free | Old-Fashioned | Whole Grain\", \"asin\": \"B08B2NZSLR\", \"options\": [{\"Flavor Name\": \"rolled oats\"}, {\"Size\": \"2.5 Pound (Pack of 2)\"}]},\n{\"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<|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\": \"2025-04-08T02:26:57.406Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-06T21:26:50.441Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"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\": \"$18.39\", \"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\": \"$9.00\", \"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\": \"Misxi 2 Pack Tempered Glass Case Compatible for Apple Watch Series 10 (2024) 46mm, Hard PC Screen Protector Overall Protection Ultra-Thin Lightweight Scratch-Resistant Cover for iWatch, Satin Black\", \"asin\": \"B0DFVB13XF\", \"price\": \"$9.96\", \"quantity\": \"\"},\n{\"title\": \"Recycable Shoe Covers Disposable - 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Gluten-Free | Old-Fashioned | Whole Grain\", \"asin\": \"B08B2NZSLR\", \"options\": [{\"Flavor Name\": \"rolled oats\"}, {\"Size\": \"2.5 Pound (Pack of 2)\"}]},\n{\"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<|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\": \"2025-04-08T02:27:00.610Z\", // 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
2025-04-08T02:27:00.610Z
click
quantity
rule
train
2,568
2025-04-08T02:27:00.610Z
click
quantity
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-06T21:26:50.441Z", "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"} {"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"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} {"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"} {"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"} {"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"} {"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"} {"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"} {"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"} {"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:15:46.772Z", "action": "click_product", "action_argument": "B0043JTA7S"} {"timestamp": "2025-04-08T00:16:08.041Z", "action": "click_product", "action_argument": "B0777LRN9F"} {"timestamp": "2025-04-08T00:18:56.688Z", "action": "click_product", "action_argument": "B087MC1HW6"} {"timestamp": "2025-04-08T01:08:41.680Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray \u7f16\u7ec7"} {"timestamp": "2025-04-08T01:08:41.865Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:48.494Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray nylon"} {"timestamp": "2025-04-08T01:11:48.790Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:55.067Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:11:59.077Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-08T01:12:05.683Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:12:14.918Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:12.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:22.813Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:28.877Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:14:53.912Z", "action": "purchase", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T01:15:56.058Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:16:05.480Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:18:50.961Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:19:15.369Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:37.300Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:40.777Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:20:10.780Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:31:25.004Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:25.253Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:31.755Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 \u94f6"} {"timestamp": "2025-04-08T01:31:32.024Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:38.260Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 silver"} {"timestamp": "2025-04-08T01:31:38.516Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:42.383Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:43.603Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:43.858Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:12:01.493Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:12:24.164Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:12:35.377Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:37.752Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:39.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:40.989Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:42.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:44.115Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:45.754Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:57.777Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:20:17.611Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-08T02:20:17.649Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-08T02:24:25.794Z", "action": "click_product", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T02:24:27.519Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:25:15.270Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T02:26:57.406Z", "action": "click", "action_argument": "quantity"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}], "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": "$18.39", "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": "$9.00", "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": "Misxi 2 Pack Tempered Glass Case Compatible for Apple Watch Series 10 (2024) 46mm, Hard PC Screen Protector Overall Protection Ultra-Thin Lightweight Scratch-Resistant Cover for iWatch, Satin Black", "asin": "B0DFVB13XF", "price": "$9.96", "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": "HHKB - Happy Hacking Keyboard Lid (CG01000-299001)", "asin": "B084DWG77B", "price": "$26.99", "quantity": ""}, {"title": "RENPHO Body Measuring Tape, Smart Tape Measure for Weight Loss, Bluetooth Fitness Equipment with App, Measuring Waist, Hip, Bust, Arms, Muscle Gain, Retractable, 60in /150cm, White", "asin": "B082W886W9", "price": "$27.99", "quantity": ""}], "active_items": [{"title": "EPULY Compatible with Apple Watch Band 44mm 45mm 46mm(Series 10) 49mm,Stainless Steel Mesh Loop Magnetic Clasp for iWatch Ultra Series 9 8 SE 7 6 5 4 Women Men -49/46/45/44mm Space Grey", "asin": "B09ZPB85JC", "delivery": "Two-Day FREE delivery Wed, Apr 9 FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Space Grey"}, {"Size": "Series10 46mm/Ultra2 49mm/45mm/44mm"}]}, {"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", "delivery": "FREE delivery Thu, Apr 10 FREE Returns", "quantity": "1", "selected": false, "options": []}, {"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": "Two-Day FREE delivery Wed, Apr 9 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 Wed, Apr 9 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 Wed, Apr 9 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": "Two-Day FREE delivery Wed, Apr 9 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "10Packs, 2800Sheets in Total"}]}, {"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": "Two-Day FREE delivery Wed, Apr 9 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": "Two-Day FREE delivery Wed, Apr 9 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": "FREE delivery Thu, Apr 10 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": "Two-Day FREE delivery Wed, Apr 9 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": "Two-Day FREE delivery Wed, Apr 9 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": "Two-Day FREE delivery Wed, Apr 9 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": "Two-Day FREE delivery Wed, Apr 9 FREE Returns", "quantity": "1", "selected": false, "options": [{"Scent": "Wild Mint & Eucalyptus"}]}, {"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "delivery": "Two-Day FREE delivery Wed, Apr 9", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Classic"}, {"Size": "40 Count (Pack of 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", "delivery": "Two-Day FREE delivery Wed, Apr 9 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 Thu, Apr 10 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 Thu, Apr 10 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 11 - 12 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": "Two-Day FREE delivery Wed, Apr 9 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": "Two-Day FREE delivery Wed, Apr 9 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 Tue, Apr 15", "quantity": "1", "selected": false, "options": [{"Color": "Red"}, {"Size": "26 Inch"}]}], "saved_items": [{"title": "Terrasoul Superfoods Organic Rolled Oats, 5 lbs - Gluten-Free | Old-Fashioned | Whole Grain", "asin": "B08B2NZSLR", "options": [{"Flavor Name": "rolled oats"}, {"Size": "2.5 Pound (Pack of 2)"}]}, {"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": []}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-08T02:27:00.610Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-08T02:27:00.610Z\",\"action\": \"click\",\"acion_argument\": \"quantity\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-08T02:27:00.610Z\",\"action\": \"click\",\"acion_argument\": \"quantity\",}</answer>", "index": 2568, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-06T21:26:50.441Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant 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silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"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\": \"$18.39\", \"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 - 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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\": \"Two-Day FREE delivery Wed, Apr 9 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 Wed, Apr 9 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 Wed, Apr 9 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\": \"Two-Day FREE delivery Wed, Apr 9 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"10Packs, 2800Sheets in Total\"}]},\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\": \"Two-Day FREE delivery Wed, Apr 9 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Medium\"}, {\"Color\": \"Deep Color\"}]},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - 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1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 9 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\": \"Two-Day FREE delivery Wed, Apr 9 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Scent\": \"Wild Mint & Eucalyptus\"}]},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 9\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Classic\"}, {\"Size\": \"40 Count (Pack of 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\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 9 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 Thu, Apr 10 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 Thu, Apr 10 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 11 - 12 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\": \"Two-Day FREE delivery Wed, Apr 9 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\": \"Two-Day FREE delivery Wed, Apr 9 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 Tue, Apr 15\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Red\"}, {\"Size\": \"26 Inch\"}]}],\n\"saved_items\": [{\"title\": \"Terrasoul Superfoods Organic Rolled Oats, 5 lbs - Gluten-Free | Old-Fashioned | Whole Grain\", \"asin\": \"B08B2NZSLR\", \"options\": [{\"Flavor Name\": \"rolled oats\"}, {\"Size\": \"2.5 Pound (Pack of 2)\"}]},\n{\"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<|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\": \"2025-04-08T02:27:00.610Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-06T21:26:50.441Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|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\": \"2025-04-08T02:27:37.905Z\", // 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
2025-04-08T02:27:37.905Z
click
suggested_term
rule
train
2,569
2025-04-08T02:27:37.905Z
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": "2025-04-06T21:26:50.441Z", "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"} {"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"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} {"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"} {"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"} {"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"} {"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"} {"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"} {"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"} {"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:15:46.772Z", "action": "click_product", "action_argument": "B0043JTA7S"} {"timestamp": "2025-04-08T00:16:08.041Z", "action": "click_product", "action_argument": "B0777LRN9F"} {"timestamp": "2025-04-08T00:18:56.688Z", "action": "click_product", "action_argument": "B087MC1HW6"} {"timestamp": "2025-04-08T01:08:41.680Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray \u7f16\u7ec7"} {"timestamp": "2025-04-08T01:08:41.865Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:48.494Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray nylon"} {"timestamp": "2025-04-08T01:11:48.790Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:55.067Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:11:59.077Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-08T01:12:05.683Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:12:14.918Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:12.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:22.813Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:28.877Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:14:53.912Z", "action": "purchase", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T01:15:56.058Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:16:05.480Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:18:50.961Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:19:15.369Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:37.300Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:40.777Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:20:10.780Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:31:25.004Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:25.253Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:31.755Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 \u94f6"} {"timestamp": "2025-04-08T01:31:32.024Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:38.260Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 silver"} {"timestamp": "2025-04-08T01:31:38.516Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:42.383Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:43.603Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:43.858Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:12:01.493Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:12:24.164Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:12:35.377Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:37.752Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:39.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:40.989Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:42.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:44.115Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:45.754Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:57.777Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:20:17.611Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-08T02:20:17.649Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-08T02:24:25.794Z", "action": "click_product", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T02:24:27.519Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:25:15.270Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T02:26:57.406Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T02:27:00.610Z", "action": "click", "action_argument": "quantity"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-08T02:27:37.905Z", // 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>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-08T02:27:37.905Z\",\"action\": \"click\",\"acion_argument\": \"suggested_term\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-08T02:27:37.905Z\",\"action\": \"click\",\"acion_argument\": \"suggested_term\",}</answer>", "index": 2569, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-06T21:26:50.441Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|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\": \"2025-04-08T02:27:37.905Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-06T21:26:50.441Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"2025-04-08T02:27:52.506Z\", // 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
2025-04-08T02:27:52.506Z
input
apple watch 表带 silver light gray nylon
rule
train
2,570
2025-04-08T02:27:52.506Z
input
apple watch 表带 silver light gray nylon
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"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"} {"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"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} {"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"} {"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"} {"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"} {"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"} {"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"} {"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"} {"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:15:46.772Z", "action": "click_product", "action_argument": "B0043JTA7S"} {"timestamp": "2025-04-08T00:16:08.041Z", "action": "click_product", "action_argument": "B0777LRN9F"} {"timestamp": "2025-04-08T00:18:56.688Z", "action": "click_product", "action_argument": "B087MC1HW6"} {"timestamp": "2025-04-08T01:08:41.680Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray \u7f16\u7ec7"} {"timestamp": "2025-04-08T01:08:41.865Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:48.494Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray nylon"} {"timestamp": "2025-04-08T01:11:48.790Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:55.067Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:11:59.077Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-08T01:12:05.683Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:12:14.918Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:12.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:22.813Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:28.877Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:14:53.912Z", "action": "purchase", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T01:15:56.058Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:16:05.480Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:18:50.961Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:19:15.369Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:37.300Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:40.777Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:20:10.780Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:31:25.004Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:25.253Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:31.755Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 \u94f6"} {"timestamp": "2025-04-08T01:31:32.024Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:38.260Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 silver"} {"timestamp": "2025-04-08T01:31:38.516Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:42.383Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:43.603Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:43.858Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:12:01.493Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:12:24.164Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:12:35.377Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:37.752Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:39.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:40.989Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:42.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:44.115Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:45.754Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:57.777Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:20:17.611Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-08T02:20:17.649Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-08T02:24:25.794Z", "action": "click_product", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T02:24:27.519Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:25:15.270Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T02:26:57.406Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T02:27:00.610Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T02:27:37.905Z", "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": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-08T02:27:52.506Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-08T02:27:52.506Z\",\"action\": \"input\",\"acion_argument\": \"apple watch 表带 silver light gray nylon\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-08T02:27:52.506Z\",\"action\": \"input\",\"acion_argument\": \"apple watch 表带 silver light gray nylon\",}</answer>", "index": 2570, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-06T21:26:50.441Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"2025-04-08T02:27:52.506Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-06T21:26:50.441Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}],\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 - 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Compatible with Apple Watch Band 49mm 45mm 44mm 42mm - iWatch Band Series Ultra 9 8 7 6 5 4 3 2 1 SE - Adjustable - Men & Women (Blue w/Silver HW, Large)\", \"asin\": \"B07ZG7CB7V\", \"price\": \"$28.95\", \"quantity\": \"\"},\n{\"title\": \"WFEAGL Leather Bands Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women, Grain Leather Strap Slim Thin Wristband for iWatch Ultra SE SE2 Series 10 9 8 7 6 5 4 3 2 1\", \"asin\": \"B07T95GP3D\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Slim Silver Band Women Feminine Elegant Compatible with Apple Watch 42mm 44mm 45mm 46mm 49mm Adjustable Metal Strap Dressy Chain Bracelet for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE/Ultra 1 2\", \"asin\": \"B0CJJ2XQC8\", \"price\": \"$17.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"Archer Watch Straps - Top Grain Leather Watch Bands for Apple Watch.\\\" Rated 4.3 out of 5 stars by 298 reviews. Not eligible for Prime.\", \"asin\": \"B0BQCXC82N\"},\n{\"title\": \"Go to detail page for \\\"Archer Watch Straps - Top Grain Leather Watch Bands for Apple Watch.\\\" Rated 4.3 out of 5 stars by 298 reviews. Eligible for Prime.\", \"asin\": \"B0BQ5RX2VQ\"},\n{\"title\": \"Go to detail page for \\\"Archer Watch Straps - Top Grain Leather Watch Bands for Apple Watch.\\\" Rated 4.3 out of 5 stars by 298 reviews. Not eligible for Prime.\", \"asin\": \"B0BQ5VPRBC\"}],\n\"search_results\": [{\"title\": \"BARTON WATCH BANDS - Military Style Nylon Watch Bands Compatible with Apple Watch Models - 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, SE, Ultra & Ultra 2\", \"asin\": \"B08TPNB8PQ\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Apr 18 - 19\"},\n{\"title\": \"BARTON WATCH BANDS Adapters compaitble with All Apple Watch Models - Small (38mm & 40mm) or Large (42mm & 44mm) Case Sizes - Fit 22mm Watch Straps\", \"asin\": \"B0716SKHHD\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Apr 18 - 19\"},\n{\"title\": \"AMANECER Stretchy Nylon Watch Bands Compatible with Apple Watch Series 9/8/7/6/5/4/3 SE 2/1, Adjustable Braided Elastic Sport Loop Rugged Straps for iWatch Women Men (Storm Gray, 38/40/41MM)\", \"asin\": \"B08TCB32XQ\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"SICCIDEN Slim Stretchy Bands Compatible with Apple Watch Band 42mm 41mm 40mm 38mm, Women Elastics Nylon Thin Strap for iWatch SE2 SE Series 10 9 8 7 6 5 4 3 2 1 (Light Gray/Silver)\", \"asin\": \"B098QB6FDG\", \"price\": \"$10.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap\", \"asin\": \"B0CKPB8DNK\", \"price\": \"$7.19\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Alpine Loop Nylon Band Compatible with Apple Watch Ultra 2/Ultra Band 49mm 46mm 45mm 44mm 42mm Men Women, Braided Sport Strap for iWatch Bands Series SE 10 9 8 7 6 5 4 3 2 1\", \"asin\": \"B0DYNX9R7C\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 42mm 44mm iWatch Series 6 5 SE 4 3 2 1 Strap, Nylon Velcro Women Men Stretchy Elastic Braided Adjustable Wristband, 38mm 40mm Dark Black\", \"asin\": \"B098F37DJP\", \"price\": \"$10.07\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"6 Pack Sport Nylon Loop Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Breathable Braided Straps for iWatch Series 10/9/8/7/6/5/4/3/SE/Ultra\", \"asin\": \"B0CYH4HRJ6\", \"price\": \"$10.49\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K39ZYQ\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Zedoli Braided Solo Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men,Stretchy Nylon Sport Elastic Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra/Ultra 2\", \"asin\": \"B0CLDF2L63\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Getino Nylon Band Compatible with Apple Watch Bands 40mm 41mm 38mm 42mm 46mm 44mm 45mm 49mm Women Men, Breathable Soft Weave Stretchy Sport Strap for iWatch Series 10 9 8 7 6 5 4 3 SE Ultra 2 1, Gray\", \"asin\": \"B0D6RMS3PK\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Archer Watch Straps - Canvas Straps for Apple Watch\", \"asin\": \"B082MSF4CB\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Tensea (2 in 1) for Waterproof Apple Watch Screen Protector Case Series 9 8 7 41mm Accessories, iWatch Protective PC Face Cover Built-in Tempered Glass Film, Front and Back Bumper for Women Men, 41 mm\", \"asin\": \"B09Z1TSG3M\", \"price\": \"$12.97\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Fullmosa Compatible with Apple Watch Band 49/45/44/42/41/40/38mm Premium Genuine Leather Replacement Strap, Compatible with Apple Watch SE Series ultra 2/9/8/7/6/5/4/3/2/1 for Men and Women\", \"asin\": \"B07PXQCGXJ\", \"price\": \"$17.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Braided Solo Loop Elastic Nylon Sports Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Parachute Buckle Strap for iWatch Series Ultra 2 Ultra 10 9 8 7 6 5 4 3 2 1 se\", \"asin\": \"B0DNZJWHF6\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Braided Stretchy Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Nylon Solo Loop Elastic Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0D972C5QK\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"DaQin Nylon Sport Loop Compatible with Apple Watch Band 40mm 38mm 41mm 42mm 44mm 45mm 46mm 49mm, Soft Breathable Braided Wristbands for iWatch Band for Women Men Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DCFSJQ2Q\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Compatible with Apple Watch Series 10 Band Series 9/8/7/6/5/4/SE/SE2/Ultra 1/2, Nylon Sports Strap with Woven Design for 49mm/46mm/45mm/44mm (L, Grey)\", \"asin\": \"B09MVK9W4V\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Floral Engraved Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Designer Silicone Glossy Wildflower Strap for iWatch Band Series Ultra 10 9 8 7 6 SE 5 4 3 2 1\", \"asin\": \"B0CLLRCMN8\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Nylon Band Compatible with Apple Watch Band 42mm 44mm 40mm 38mm, Lightweight Breathable Sport Wrist Strap with Metal Buckle Compatible with iwatch Series 6/5/4/3/2/1 (Gray, 42mm/44mm)\", \"asin\": \"B08BZB4RSC\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Stretchy Solo Loop Strap Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Soft Nylon Elastic Strap Wristband for iWatch series 10 9 8 7 6 5 4 3 2 1 se Ultra Twill Weave-Light Gray\", \"asin\": \"B08ZSHTCTJ\", \"price\": \"$8.54\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Hamile Braided Solo Loop Compatible with Apple Watch Bands 40mm 41mm 38mm 42mm 44mm 45mm 49mm for Women Men, Stretchy Soft Nylon Adjustable Sport Strap for iWatch Bands Series 9 8 7 6 5 4 3 SE Ultra 2\", \"asin\": \"B0CR9PK1PR\", \"price\": \"$2.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Misker Nylon Band Compatible with Apple Watch Band 42mm 44mm 40mm 38mm, Lightweight Breathable Sport Wrist Strap with Metal Buckle Compatible with iwatch Series 6/5/4/3/2/1 (Gray, 38mm/40mm)\", \"asin\": \"B08BZ9S5SL\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"}]\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\": \"2025-04-08T02:27:52.784Z\", // 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
2025-04-08T02:27:52.784Z
click
search
rule
train
2,571
2025-04-08T02:27:52.784Z
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": "2025-04-06T21:26:50.441Z", "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"} {"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"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} {"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"} {"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"} {"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"} {"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"} {"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"} 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"click_product", "action_argument": "B087MC1HW6"} {"timestamp": "2025-04-08T01:08:41.680Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray \u7f16\u7ec7"} {"timestamp": "2025-04-08T01:08:41.865Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:48.494Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray nylon"} {"timestamp": "2025-04-08T01:11:48.790Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:55.067Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:11:59.077Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-08T01:12:05.683Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:12:14.918Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:12.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:12:35.377Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:37.752Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:39.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:40.989Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:42.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:44.115Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:45.754Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:57.777Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:20:17.611Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-08T02:20:17.649Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-08T02:24:25.794Z", "action": "click_product", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T02:24:27.519Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:25:15.270Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T02:26:57.406Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T02:27:00.610Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T02:27:37.905Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-08T02:27:52.506Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver light gray nylon"} <|action_end|> <|observation_start|> Your context will be the JSON string 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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Compatible with Apple Watch Band 49mm 45mm 44mm 42mm - iWatch Band Series Ultra 9 8 7 6 5 4 3 2 1 SE - Adjustable - Men & Women (Blue w/Silver HW, Large)", "asin": "B07ZG7CB7V", "price": "$28.95", "quantity": ""}, {"title": "WFEAGL Leather Bands Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women, Grain Leather Strap Slim Thin Wristband for iWatch Ultra SE SE2 Series 10 9 8 7 6 5 4 3 2 1", "asin": "B07T95GP3D", "price": "$16.99", "quantity": ""}, {"title": "Slim Silver Band Women Feminine Elegant Compatible with Apple Watch 42mm 44mm 45mm 46mm 49mm Adjustable Metal Strap Dressy Chain Bracelet for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE/Ultra 1 2", "asin": "B0CJJ2XQC8", "price": "$17.99", "quantity": ""}], "ads": [{"title": "Go to detail page for \"Archer Watch Straps - Top Grain Leather Watch Bands for Apple Watch.\" Rated 4.3 out of 5 stars by 298 reviews. Not eligible for Prime.", "asin": "B0BQCXC82N"}, {"title": "Go to detail page for \"Archer Watch Straps - Top Grain Leather Watch Bands for Apple Watch.\" Rated 4.3 out of 5 stars by 298 reviews. Eligible for Prime.", "asin": "B0BQ5RX2VQ"}, {"title": "Go to detail page for \"Archer Watch Straps - Top Grain Leather Watch Bands for Apple Watch.\" Rated 4.3 out of 5 stars by 298 reviews. Not eligible for Prime.", "asin": "B0BQ5VPRBC"}], "search_results": [{"title": "BARTON WATCH BANDS - Military Style Nylon Watch Bands Compatible with Apple Watch Models - 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, SE, Ultra & Ultra 2", "asin": "B08TPNB8PQ", "price": "$28.99", "delivery": "FREE delivery Apr 18 - 19"}, {"title": "BARTON WATCH BANDS Adapters compaitble with All Apple Watch Models - Small (38mm & 40mm) or Large (42mm & 44mm) Case Sizes - Fit 22mm Watch Straps", "asin": "B0716SKHHD", "price": "$14.99", "delivery": "FREE delivery Apr 18 - 19"}, {"title": "AMANECER Stretchy Nylon Watch Bands Compatible with Apple Watch Series 9/8/7/6/5/4/3 SE 2/1, Adjustable Braided Elastic Sport Loop Rugged Straps for iWatch Women Men (Storm Gray, 38/40/41MM)", "asin": "B08TCB32XQ", "price": "$9.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "SICCIDEN Slim Stretchy Bands Compatible with Apple Watch Band 42mm 41mm 40mm 38mm, Women Elastics Nylon Thin Strap for iWatch SE2 SE Series 10 9 8 7 6 5 4 3 2 1 (Light Gray/Silver)", "asin": "B098QB6FDG", "price": "$10.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap", "asin": "B0CKPB8DNK", "price": "$7.19", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Alpine Loop Nylon Band Compatible with Apple Watch Ultra 2/Ultra Band 49mm 46mm 45mm 44mm 42mm Men Women, Braided Sport Strap for iWatch Bands Series SE 10 9 8 7 6 5 4 3 2 1", "asin": "B0DYNX9R7C", "price": "$12.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 42mm 44mm iWatch Series 6 5 SE 4 3 2 1 Strap, Nylon Velcro Women Men Stretchy Elastic Braided Adjustable Wristband, 38mm 40mm Dark Black", "asin": "B098F37DJP", "price": "$10.07", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "6 Pack Sport Nylon Loop Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Breathable Braided Straps for iWatch Series 10/9/8/7/6/5/4/3/SE/Ultra", "asin": "B0CYH4HRJ6", "price": "$10.49", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men", "asin": "B095K39ZYQ", "price": "$8.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Zedoli Braided Solo Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men,Stretchy Nylon Sport Elastic Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra/Ultra 2", "asin": "B0CLDF2L63", "price": "$9.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Getino Nylon Band Compatible with Apple Watch Bands 40mm 41mm 38mm 42mm 46mm 44mm 45mm 49mm Women Men, Breathable Soft Weave Stretchy Sport Strap for iWatch Series 10 9 8 7 6 5 4 3 SE Ultra 2 1, Gray", "asin": "B0D6RMS3PK", "price": "$9.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Archer Watch Straps - Canvas Straps for Apple Watch", "asin": "B082MSF4CB", "price": "$29.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Tensea (2 in 1) for Waterproof Apple Watch Screen Protector Case Series 9 8 7 41mm Accessories, iWatch Protective PC Face Cover Built-in Tempered Glass Film, Front and Back Bumper for Women Men, 41 mm", "asin": "B09Z1TSG3M", "price": "$12.97", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Fullmosa Compatible with Apple Watch Band 49/45/44/42/41/40/38mm Premium Genuine Leather Replacement Strap, Compatible with Apple Watch SE Series ultra 2/9/8/7/6/5/4/3/2/1 for Men and Women", "asin": "B07PXQCGXJ", "price": "$17.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Braided Solo Loop Elastic Nylon Sports Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Parachute Buckle Strap for iWatch Series Ultra 2 Ultra 10 9 8 7 6 5 4 3 2 1 se", "asin": "B0DNZJWHF6", "price": "$14.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Braided Stretchy Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Nylon Solo Loop Elastic Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B0D972C5QK", "price": "$5.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "DaQin Nylon Sport Loop Compatible with Apple Watch Band 40mm 38mm 41mm 42mm 44mm 45mm 46mm 49mm, Soft Breathable Braided Wristbands for iWatch Band for Women Men Series 10 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B0DCFSJQ2Q", "price": "$9.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Compatible with Apple Watch Series 10 Band Series 9/8/7/6/5/4/SE/SE2/Ultra 1/2, Nylon Sports Strap with Woven Design for 49mm/46mm/45mm/44mm (L, Grey)", "asin": "B09MVK9W4V", "price": "$18.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Floral Engraved Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Designer Silicone Glossy Wildflower Strap for iWatch Band Series Ultra 10 9 8 7 6 SE 5 4 3 2 1", "asin": "B0CLLRCMN8", "price": "$7.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Nylon Band Compatible with Apple Watch Band 42mm 44mm 40mm 38mm, Lightweight Breathable Sport Wrist Strap with Metal Buckle Compatible with iwatch Series 6/5/4/3/2/1 (Gray, 42mm/44mm)", "asin": "B08BZB4RSC", "price": "$9.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Stretchy Solo Loop Strap Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Soft Nylon Elastic Strap Wristband for iWatch series 10 9 8 7 6 5 4 3 2 1 se Ultra Twill Weave-Light Gray", "asin": "B08ZSHTCTJ", "price": "$8.54", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Hamile Braided Solo Loop Compatible with Apple Watch Bands 40mm 41mm 38mm 42mm 44mm 45mm 49mm for Women Men, Stretchy Soft Nylon Adjustable Sport Strap for iWatch Bands Series 9 8 7 6 5 4 3 SE Ultra 2", "asin": "B0CR9PK1PR", "price": "$2.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Misker Nylon Band Compatible with Apple Watch Band 42mm 44mm 40mm 38mm, Lightweight Breathable Sport Wrist Strap with Metal Buckle Compatible with iwatch Series 6/5/4/3/2/1 (Gray, 38mm/40mm)", "asin": "B08BZ9S5SL", "price": "$9.99", "delivery": "FREE delivery Thu, Apr 10"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-08T02:27:52.784Z", // 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>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-08T02:27:52.784Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-08T02:27:52.784Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "index": 2571, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-06T21:26:50.441Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}],\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\": \"Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 42mm 44mm iWatch Series 6 5 SE 4 3 2 1 Strap, Nylon Velcro Women Men Stretchy Elastic Braided Adjustable Wristband, 38mm 40mm Dark Black\", \"asin\": \"B098F37DJP\", \"price\": \"$10.07\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Sport Nylon Loop Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Breathable Braided Straps for iWatch Series 10/9/8/7/6/5/4/3/SE/Ultra\", \"asin\": \"B0CYH4HRJ6\", \"price\": \"$10.49\", \"quantity\": \"\"},\n{\"title\": \"BARTON WATCH BANDS Adapters compaitble with All Apple Watch Models - Small (38mm & 40mm) or Large (42mm & 44mm) Case Sizes - Fit 22mm Watch Straps\", \"asin\": \"B0716SKHHD\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Braided Stretchy Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Nylon Elastic Straps Wristbands for iWatch Series 10 9 8 7 6 SE 5 4 3 2 Ultra Ultra 2\", \"asin\": \"B0BR93H51V\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Compatible with Apple Watch Band 49mm 45mm 44mm 42mm 41mm 40mm 38mm, Solid Stainless Steel Metal Strap Replacement Watchband for Apple Watch Ultra2 Ultra iWatch Series 9 8 7 6 5 4 3 2 1 SE2 SE\", \"asin\": \"B0B6SC6N3D\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Sport Nylon Loop Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Breathable Braided Straps for iWatch Series 10/9/8/7/6/5/4/3/SE/Ultra\", \"asin\": \"B0CYH4HRJ6\", \"price\": \"$10.49\", \"quantity\": \"\"},\n{\"title\": \"Braided Stretchy Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Nylon Elastic Straps Wristbands for iWatch Series 10 9 8 7 6 SE 5 4 3 2 Ultra Ultra 2\", \"asin\": \"B0BR93H51V\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Savior Survival Gear Paracord Watch Band - Compatible with Apple Watch Band 49mm 45mm 44mm 42mm - iWatch Band Series Ultra 9 8 7 6 5 4 3 2 1 SE - Adjustable - Men & Women (Blue w/Silver HW, Large)\", \"asin\": \"B07ZG7CB7V\", \"price\": \"$28.95\", \"quantity\": \"\"},\n{\"title\": \"WFEAGL Leather Bands Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women, Grain Leather Strap Slim Thin Wristband for iWatch Ultra SE SE2 Series 10 9 8 7 6 5 4 3 2 1\", \"asin\": \"B07T95GP3D\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Slim Silver Band Women Feminine Elegant Compatible with Apple Watch 42mm 44mm 45mm 46mm 49mm Adjustable Metal Strap Dressy Chain Bracelet for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE/Ultra 1 2\", \"asin\": \"B0CJJ2XQC8\", \"price\": \"$17.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"Archer Watch Straps - Top Grain Leather Watch Bands for Apple Watch.\\\" Rated 4.3 out of 5 stars by 298 reviews. Not eligible for Prime.\", \"asin\": \"B0BQCXC82N\"},\n{\"title\": \"Go to detail page for \\\"Archer Watch Straps - Top Grain Leather Watch Bands for Apple Watch.\\\" Rated 4.3 out of 5 stars by 298 reviews. Eligible for Prime.\", \"asin\": \"B0BQ5RX2VQ\"},\n{\"title\": \"Go to detail page for \\\"Archer Watch Straps - Top Grain Leather Watch Bands for Apple Watch.\\\" Rated 4.3 out of 5 stars by 298 reviews. Not eligible for Prime.\", \"asin\": \"B0BQ5VPRBC\"}],\n\"search_results\": [{\"title\": \"BARTON WATCH BANDS - Military Style Nylon Watch Bands Compatible with Apple Watch Models - 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, SE, Ultra & Ultra 2\", \"asin\": \"B08TPNB8PQ\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Apr 18 - 19\"},\n{\"title\": \"BARTON WATCH BANDS Adapters compaitble with All Apple Watch Models - Small (38mm & 40mm) or Large (42mm & 44mm) Case Sizes - Fit 22mm Watch Straps\", \"asin\": \"B0716SKHHD\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Apr 18 - 19\"},\n{\"title\": \"AMANECER Stretchy Nylon Watch Bands Compatible with Apple Watch Series 9/8/7/6/5/4/3 SE 2/1, Adjustable Braided Elastic Sport Loop Rugged Straps for iWatch Women Men (Storm Gray, 38/40/41MM)\", \"asin\": \"B08TCB32XQ\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"SICCIDEN Slim Stretchy Bands Compatible with Apple Watch Band 42mm 41mm 40mm 38mm, Women Elastics Nylon Thin Strap for iWatch SE2 SE Series 10 9 8 7 6 5 4 3 2 1 (Light Gray/Silver)\", \"asin\": \"B098QB6FDG\", \"price\": \"$10.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap\", \"asin\": \"B0CKPB8DNK\", \"price\": \"$7.19\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Alpine Loop Nylon Band Compatible with Apple Watch Ultra 2/Ultra Band 49mm 46mm 45mm 44mm 42mm Men Women, Braided Sport Strap for iWatch Bands Series SE 10 9 8 7 6 5 4 3 2 1\", \"asin\": \"B0DYNX9R7C\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 42mm 44mm iWatch Series 6 5 SE 4 3 2 1 Strap, Nylon Velcro Women Men Stretchy Elastic Braided Adjustable Wristband, 38mm 40mm Dark Black\", \"asin\": \"B098F37DJP\", \"price\": \"$10.07\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"6 Pack Sport Nylon Loop Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Breathable Braided Straps for iWatch Series 10/9/8/7/6/5/4/3/SE/Ultra\", \"asin\": \"B0CYH4HRJ6\", \"price\": \"$10.49\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K39ZYQ\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Zedoli Braided Solo Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men,Stretchy Nylon Sport Elastic Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra/Ultra 2\", \"asin\": \"B0CLDF2L63\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Getino Nylon Band Compatible with Apple Watch Bands 40mm 41mm 38mm 42mm 46mm 44mm 45mm 49mm Women Men, Breathable Soft Weave Stretchy Sport Strap for iWatch Series 10 9 8 7 6 5 4 3 SE Ultra 2 1, Gray\", \"asin\": \"B0D6RMS3PK\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Archer Watch Straps - Canvas Straps for Apple Watch\", \"asin\": \"B082MSF4CB\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Tensea (2 in 1) for Waterproof Apple Watch Screen Protector Case Series 9 8 7 41mm Accessories, iWatch Protective PC Face Cover Built-in Tempered Glass Film, Front and Back Bumper for Women Men, 41 mm\", \"asin\": \"B09Z1TSG3M\", \"price\": \"$12.97\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Fullmosa Compatible with Apple Watch Band 49/45/44/42/41/40/38mm Premium Genuine Leather Replacement Strap, Compatible with Apple Watch SE Series ultra 2/9/8/7/6/5/4/3/2/1 for Men and Women\", \"asin\": \"B07PXQCGXJ\", \"price\": \"$17.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Braided Solo Loop Elastic Nylon Sports Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Parachute Buckle Strap for iWatch Series Ultra 2 Ultra 10 9 8 7 6 5 4 3 2 1 se\", \"asin\": \"B0DNZJWHF6\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Braided Stretchy Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Nylon Solo Loop Elastic Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0D972C5QK\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"DaQin Nylon Sport Loop Compatible with Apple Watch Band 40mm 38mm 41mm 42mm 44mm 45mm 46mm 49mm, Soft Breathable Braided Wristbands for iWatch Band for Women Men Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DCFSJQ2Q\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Compatible with Apple Watch Series 10 Band Series 9/8/7/6/5/4/SE/SE2/Ultra 1/2, Nylon Sports Strap with Woven Design for 49mm/46mm/45mm/44mm (L, Grey)\", \"asin\": \"B09MVK9W4V\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Floral Engraved Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Designer Silicone Glossy Wildflower Strap for iWatch Band Series Ultra 10 9 8 7 6 SE 5 4 3 2 1\", \"asin\": \"B0CLLRCMN8\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Nylon Band Compatible with Apple Watch Band 42mm 44mm 40mm 38mm, Lightweight Breathable Sport Wrist Strap with Metal Buckle Compatible with iwatch Series 6/5/4/3/2/1 (Gray, 42mm/44mm)\", \"asin\": \"B08BZB4RSC\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Stretchy Solo Loop Strap Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Soft Nylon Elastic Strap Wristband for iWatch series 10 9 8 7 6 5 4 3 2 1 se Ultra Twill Weave-Light Gray\", \"asin\": \"B08ZSHTCTJ\", \"price\": \"$8.54\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Hamile Braided Solo Loop Compatible with Apple Watch Bands 40mm 41mm 38mm 42mm 44mm 45mm 49mm for Women Men, Stretchy Soft Nylon Adjustable Sport Strap for iWatch Bands Series 9 8 7 6 5 4 3 SE Ultra 2\", \"asin\": \"B0CR9PK1PR\", \"price\": \"$2.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Misker Nylon Band Compatible with Apple Watch Band 42mm 44mm 40mm 38mm, Lightweight Breathable Sport Wrist Strap with Metal Buckle Compatible with iwatch Series 6/5/4/3/2/1 (Gray, 38mm/40mm)\", \"asin\": \"B08BZ9S5SL\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"}]\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\": \"2025-04-08T02:27:52.784Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-06T21:26:50.441Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant 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Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Braided Stretchy Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Nylon Solo Loop Elastic Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0D972C5QK\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Zedoli Braided Solo Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men,Stretchy Nylon Sport Elastic Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra/Ultra 2\", \"asin\": \"B0CLDF2L63\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Maledan Stretchy Solo Loop Compatible with Apple Watch Band Women Men 40mm 44mm 45mm 41mm 38mm 46mm 49mm 42mm,Soft Nylon Elastic Braided Strap Wristband for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0D7RLV5WD\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Tensea (2 in 1) for Waterproof Apple Watch Screen Protector Case Series 9 8 7 41mm Accessories, iWatch Protective PC Face Cover Built-in Tempered Glass Film, Front and Back Bumper for Women Men, 41 mm\", \"asin\": \"B09Z1TSG3M\", \"price\": \"$12.97\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Braided Stretchy Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Nylon Elastic Straps Wristbands for iWatch Series 10 9 8 7 6 SE 5 4 3 2 Ultra Ultra 2\", \"asin\": \"B0BR93H51V\", \"price\": \"$13.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Sport Watch Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Silicone Replacement Strap with Classic Clasp for iWatch Ultra SE Series 10/9/8/7/6/5/4/3/2/1\", \"asin\": \"B0DC4832DJ\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Sport Band Compatible with Apple Watch Bands 49mm 46mm 45mm 44mm 42mm 41mm 40mm 38mm, Soft Silicone Wristband Strap with Classic Clasp for iWatch Series 10 9 Ultra SE 8 7 6 5 4 3 2 1 for Women Men\", \"asin\": \"B08HRHZTG9\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Sport Bands Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 49mm,Soft Silicone Waterproof Strap for iWatch Ultra2 Series 9 Ultra 8 7 6 5 4 3 2 1 SE Women Men\", \"asin\": \"B08NJQJYFD\", \"price\": \"$7.98\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Sport Band Compatible with Apple Watch Band 44mm 45mm 46mm 40mm 42mm 38mm 41mm 49mm, Soft Silicone Waterproof Replacement Strap for iWatch Watch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra Women Men\", \"asin\": \"B0CWLGCVGB\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Compatible with Apple Watch Band 49mm 45mm 44mm 42mm 41mm 40mm 38mm, Solid Stainless Steel Metal Strap Replacement Watchband for Apple Watch Ultra2 Ultra iWatch Series 9 8 7 6 5 4 3 2 1 SE2 SE\", \"asin\": \"B0B6SC6N3D\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Compatible with Apple Watch Series 10 Band Series 9/8/7/6/5/4/SE/SE2, Nylon Sports Strap with Woven Design for 42mm/40mm/41mm/38mm (L, Grey)\", \"asin\": \"B09MZ97VT9\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"MioHHR Solid Stainless Steel Band Compatible with Apple Watch 44mm 42mm (Not Series 10), Metal Strap with Soft TPU Case for iWatch Series 6 5 4 3 2 1 SE Women and Men, Space Gray\", \"asin\": \"B08RB6JSJP\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Stretchy Solo Loop Strap Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Soft Nylon Elastic Strap Wristband for iWatch series 10 9 8 7 6 5 4 3 2 1 se Ultra Gray\", \"asin\": \"B08RYSVZ7H\", \"price\": \"$8.54\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9 Only 13 left in stock - order soon.\"},\n{\"title\": \"WJK Nylon Solo Loop Bands Compatible with Apple Watch 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Stretchy Strap Compatible with Apple Watch Series 10 9 8 7 6 5 4 3 2 1 Ultra 2 SE\", \"asin\": \"B0B5TD5DL5\", \"price\": \"$5.35\", \"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\": \"2025-04-08T02:27:54.455Z\", // 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
2025-04-08T02:27:54.455Z
click
search
rule
train
2,572
2025-04-08T02:27:54.455Z
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": "2025-04-06T21:26:50.441Z", "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"} {"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"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} {"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"} {"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"} {"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"} {"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"} {"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"} {"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"} {"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:15:46.772Z", "action": "click_product", "action_argument": "B0043JTA7S"} {"timestamp": "2025-04-08T00:16:08.041Z", "action": "click_product", "action_argument": "B0777LRN9F"} {"timestamp": "2025-04-08T00:18:56.688Z", "action": "click_product", "action_argument": "B087MC1HW6"} {"timestamp": "2025-04-08T01:08:41.680Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray \u7f16\u7ec7"} {"timestamp": "2025-04-08T01:08:41.865Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:48.494Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray nylon"} {"timestamp": "2025-04-08T01:11:48.790Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:55.067Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:11:59.077Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-08T01:12:05.683Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:12:14.918Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:12.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:22.813Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:28.877Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:14:53.912Z", "action": "purchase", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T01:15:56.058Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:16:05.480Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:18:50.961Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:19:15.369Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:37.300Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:40.777Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:20:10.780Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:31:25.004Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:25.253Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:31.755Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 \u94f6"} {"timestamp": "2025-04-08T01:31:32.024Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:38.260Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 silver"} {"timestamp": "2025-04-08T01:31:38.516Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:42.383Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:43.603Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:43.858Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:12:01.493Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:12:24.164Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:12:35.377Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:37.752Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:39.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:40.989Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:42.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:44.115Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:45.754Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:57.777Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:20:17.611Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-08T02:20:17.649Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-08T02:24:25.794Z", "action": "click_product", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T02:24:27.519Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:25:15.270Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T02:26:57.406Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T02:27:00.610Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T02:27:37.905Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-08T02:27:52.506Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver light gray nylon"} {"timestamp": "2025-04-08T02:27:52.784Z", "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": "apple watch \u8868\u5e26 silver light gray nylon"}], "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": "Sport Loop Nylon Band Compatible with Apple Watch Band 38mm/40mm/41mm/42mm for Series 10 Ultra 2 iWatch Series 10-1 Strap, Fit for iPhone Watch Band 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38mm, Solid Stainless Steel Metal Strap Replacement Watchband for Apple Watch Ultra2 Ultra iWatch Series 9 8 7 6 5 4 3 2 1 SE2 SE", "asin": "B0B6SC6N3D", "price": "$29.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Compatible with Apple Watch Series 10 Band Series 9/8/7/6/5/4/SE/SE2, Nylon Sports Strap with Woven Design for 42mm/40mm/41mm/38mm (L, Grey)", "asin": "B09MZ97VT9", "price": "$18.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "MioHHR Solid Stainless Steel Band Compatible with Apple Watch 44mm 42mm (Not Series 10), Metal Strap with Soft TPU Case for iWatch Series 6 5 4 3 2 1 SE Women and Men, Space Gray", "asin": "B08RB6JSJP", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Stretchy Solo Loop Strap Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Soft Nylon Elastic Strap Wristband for iWatch series 10 9 8 7 6 5 4 3 2 1 se Ultra Gray", "asin": "B08RYSVZ7H", "price": "$8.54", "delivery": " Two-Day FREE delivery Wed, Apr 9 Only 13 left in stock - order soon."}, {"title": "WJK Nylon Solo Loop Bands Compatible with Apple Watch 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Stretchy Strap Compatible with Apple Watch Series 10 9 8 7 6 5 4 3 2 1 Ultra 2 SE", "asin": "B0B5TD5DL5", "price": "$5.35", "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": "2025-04-08T02:27:54.455Z", // 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>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-08T02:27:54.455Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-08T02:27:54.455Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "index": 2572, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-06T21:26:50.441Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"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\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}],\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\": \"Sport Loop Nylon Band Compatible with Apple Watch Band 38mm/40mm/41mm/42mm for Series 10 Ultra 2 iWatch Series 10-1 Strap, Fit for iPhone Watch Band Women Men Stretchy Elastic Braided,armygreen\", \"asin\": \"B0BJD28RS9\", \"price\": \"$10.07\", \"quantity\": \"\"},\n{\"title\": \"BARTON WATCH BANDS Adapters compaitble with All Apple Watch Models - Small (38mm & 40mm) or Large (42mm & 44mm) Case Sizes - Fit 22mm Watch Straps\", \"asin\": \"B0716SKHHD\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Sport Nylon Loop Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Breathable Braided Straps for iWatch Series 10/9/8/7/6/5/4/3/SE/Ultra\", \"asin\": \"B0CYH4HRJ6\", \"price\": \"$10.49\", \"quantity\": \"\"},\n{\"title\": \"Braided Stretchy Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Nylon Elastic Straps Wristbands for iWatch Series 10 9 8 7 6 SE 5 4 3 2 Ultra Ultra 2\", \"asin\": \"B0BR93H51V\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Compatible with Apple Watch Band 49mm 45mm 44mm 42mm 41mm 40mm 38mm, Solid Stainless Steel Metal Strap Replacement Watchband for Apple Watch Ultra2 Ultra iWatch Series 9 8 7 6 5 4 3 2 1 SE2 SE\", \"asin\": \"B0B6SC6N3D\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Savior Survival Gear Paracord Watch Band - Compatible with Apple Watch Band 49mm 45mm 44mm 42mm - iWatch Band Series Ultra 9 8 7 6 5 4 3 2 1 SE - Adjustable - Men & Women (Blue w/Silver HW, Large)\", \"asin\": \"B07ZG7CB7V\", \"price\": \"$28.95\", \"quantity\": \"\"},\n{\"title\": \"Braided Stretchy Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Nylon Elastic Straps Wristbands for iWatch Series 10 9 8 7 6 SE 5 4 3 2 Ultra Ultra 2\", \"asin\": \"B0BR93H51V\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Sport Nylon Loop Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Breathable Braided Straps for iWatch Series 10/9/8/7/6/5/4/3/SE/Ultra\", \"asin\": \"B0CYH4HRJ6\", \"price\": \"$10.49\", \"quantity\": \"\"},\n{\"title\": \"WFEAGL Leather Bands Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women, Grain Leather Strap Slim Thin Wristband for iWatch Ultra SE SE2 Series 10 9 8 7 6 5 4 3 2 1\", \"asin\": \"B07T95GP3D\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"SUPOIX Compatible with Apple Watch Band 38mm + Case, Women Jewelry Bling Diamond Metal Bands & 2 Pack Protective Cover Cases for iWatch Series 3/2/1(Silver/38mm)\", \"asin\": \"B0892Z3K79\", \"price\": \"$16.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"DaQin 3 Pack Stretchy Solo Loop Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2\", \"asin\": \"B095W1SBNB\"}],\n\"search_results\": [{\"title\": \"BARTON WATCH BANDS - Military Style Nylon Watch Bands Compatible with Apple Watch Models - 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, SE, Ultra & Ultra 2\", \"asin\": \"B08TPNB8PQ\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Apr 18 - 19\"},\n{\"title\": \"BARTON WATCH BANDS Adapters compaitble with All Apple Watch Models - Small (38mm & 40mm) or Large (42mm & 44mm) Case Sizes - Fit 22mm Watch Straps\", \"asin\": \"B0716SKHHD\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Apr 18 - 19\"},\n{\"title\": \"SICCIDEN Slim Stretchy Bands Compatible with Apple Watch Band 42mm 41mm 40mm 38mm, Women Elastics Nylon Thin Strap for iWatch SE2 SE Series 10 9 8 7 6 5 4 3 2 1 (Light Gray/Silver)\", \"asin\": \"B098QB6FDG\", \"price\": \"$10.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap\", \"asin\": \"B0CKPB8DNK\", \"price\": \"$7.19\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"AMANECER Stretchy Nylon Watch Bands Compatible with Apple Watch Series 9/8/7/6/5/4/3 SE 2/1, Adjustable Braided Elastic Sport Loop Rugged Straps for iWatch Women Men (Storm Gray, 38/40/41MM)\", \"asin\": \"B08TCB32XQ\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Getino Nylon Band Compatible with Apple Watch Bands 40mm 41mm 38mm 42mm 46mm 44mm 45mm 49mm Women Men, Breathable Soft Weave Stretchy Sport Strap for iWatch Series 10 9 8 7 6 5 4 3 SE Ultra 2 1, Gray\", \"asin\": \"B0D6RMS3PK\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Sport Loop Nylon Band Compatible with Apple Watch Band 38mm/40mm/41mm/42mm for Series 10 Ultra 2 iWatch Series 10-1 Strap, Fit for iPhone Watch Band Women Men Stretchy Elastic Braided,armygreen\", \"asin\": \"B0BJD28RS9\", \"price\": \"$10.07\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"6 Pack Sport Nylon Loop Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Breathable Braided Straps for iWatch Series 10/9/8/7/6/5/4/3/SE/Ultra\", \"asin\": \"B0CYH4HRJ6\", \"price\": \"$10.49\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K39ZYQ\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Braided Stretchy Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Nylon Solo Loop Elastic Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0D972C5QK\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Zedoli Braided Solo Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men,Stretchy Nylon Sport Elastic Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra/Ultra 2\", \"asin\": \"B0CLDF2L63\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Maledan Stretchy Solo Loop Compatible with Apple Watch Band Women Men 40mm 44mm 45mm 41mm 38mm 46mm 49mm 42mm,Soft Nylon Elastic Braided Strap Wristband for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0D7RLV5WD\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Tensea (2 in 1) for Waterproof Apple Watch Screen Protector Case Series 9 8 7 41mm Accessories, iWatch Protective PC Face Cover Built-in Tempered Glass Film, Front and Back Bumper for Women Men, 41 mm\", \"asin\": \"B09Z1TSG3M\", \"price\": \"$12.97\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Braided Stretchy Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Nylon Elastic Straps Wristbands for iWatch Series 10 9 8 7 6 SE 5 4 3 2 Ultra Ultra 2\", \"asin\": \"B0BR93H51V\", \"price\": \"$13.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Sport Watch Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Silicone Replacement Strap with Classic Clasp for iWatch Ultra SE Series 10/9/8/7/6/5/4/3/2/1\", \"asin\": \"B0DC4832DJ\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Sport Band Compatible with Apple Watch Bands 49mm 46mm 45mm 44mm 42mm 41mm 40mm 38mm, Soft Silicone Wristband Strap with Classic Clasp for iWatch Series 10 9 Ultra SE 8 7 6 5 4 3 2 1 for Women Men\", \"asin\": \"B08HRHZTG9\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Sport Bands Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 49mm,Soft Silicone Waterproof Strap for iWatch Ultra2 Series 9 Ultra 8 7 6 5 4 3 2 1 SE Women Men\", \"asin\": \"B08NJQJYFD\", \"price\": \"$7.98\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Sport Band Compatible with Apple Watch Band 44mm 45mm 46mm 40mm 42mm 38mm 41mm 49mm, Soft Silicone Waterproof Replacement Strap for iWatch Watch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra Women Men\", \"asin\": \"B0CWLGCVGB\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Compatible with Apple Watch Band 49mm 45mm 44mm 42mm 41mm 40mm 38mm, Solid Stainless Steel Metal Strap Replacement Watchband for Apple Watch Ultra2 Ultra iWatch Series 9 8 7 6 5 4 3 2 1 SE2 SE\", \"asin\": \"B0B6SC6N3D\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Compatible with Apple Watch Series 10 Band Series 9/8/7/6/5/4/SE/SE2, Nylon Sports Strap with Woven Design for 42mm/40mm/41mm/38mm (L, Grey)\", \"asin\": \"B09MZ97VT9\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"MioHHR Solid Stainless Steel Band Compatible with Apple Watch 44mm 42mm (Not Series 10), Metal Strap with Soft TPU Case for iWatch Series 6 5 4 3 2 1 SE Women and Men, Space Gray\", \"asin\": \"B08RB6JSJP\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Stretchy Solo Loop Strap Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Soft Nylon Elastic Strap Wristband for iWatch series 10 9 8 7 6 5 4 3 2 1 se Ultra Gray\", \"asin\": \"B08RYSVZ7H\", \"price\": \"$8.54\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9 Only 13 left in stock - order soon.\"},\n{\"title\": \"WJK Nylon Solo Loop Bands Compatible with Apple Watch 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Stretchy Strap Compatible with Apple Watch Series 10 9 8 7 6 5 4 3 2 1 Ultra 2 SE\", \"asin\": \"B0B5TD5DL5\", \"price\": \"$5.35\", \"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\": \"2025-04-08T02:27:54.455Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-06T21:26:50.441Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"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\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}],\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 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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 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\"$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\": \"Sport Loop Nylon Band Compatible with Apple Watch Band 38mm/40mm/41mm/42mm for Series 10 Ultra 2 iWatch Series 10-1 Strap, Fit for iPhone Watch Band Women Men Stretchy Elastic Braided,armygreen\", \"asin\": \"B0BJD28RS9\", \"price\": \"$10.07\", \"quantity\": \"\"},\n{\"title\": \"BARTON WATCH BANDS Adapters compaitble with All Apple Watch Models - Small (38mm & 40mm) or Large (42mm & 44mm) Case Sizes - Fit 22mm Watch Straps\", \"asin\": \"B0716SKHHD\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Sport Nylon Loop Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Breathable Braided Straps for iWatch Series 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\"asin\": \"B0892Z3K79\", \"price\": \"$16.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"DaQin 3 Pack Stretchy Solo Loop Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2\", \"asin\": \"B095W1SBNB\"}],\n\"search_results\": [{\"title\": \"BARTON WATCH BANDS - Military Style Nylon Watch Bands Compatible with Apple Watch Models - 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, SE, Ultra & Ultra 2\", \"asin\": \"B08TPNB8PQ\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Apr 18 - 19\"},\n{\"title\": \"BARTON WATCH BANDS Adapters compaitble with All Apple Watch Models - Small (38mm & 40mm) or Large (42mm & 44mm) Case Sizes - Fit 22mm Watch Straps\", \"asin\": \"B0716SKHHD\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Apr 18 - 19\"},\n{\"title\": \"SICCIDEN Slim Stretchy Bands Compatible with Apple Watch Band 42mm 41mm 40mm 38mm, Women Elastics Nylon Thin Strap for iWatch SE2 SE Series 10 9 8 7 6 5 4 3 2 1 (Light Gray/Silver)\", \"asin\": \"B098QB6FDG\", \"price\": \"$10.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap\", \"asin\": \"B0CKPB8DNK\", \"price\": \"$7.19\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"AMANECER Stretchy Nylon Watch Bands Compatible with Apple Watch Series 9/8/7/6/5/4/3 SE 2/1, Adjustable Braided Elastic Sport Loop Rugged Straps for iWatch Women Men (Storm Gray, 38/40/41MM)\", \"asin\": \"B08TCB32XQ\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Getino Nylon Band Compatible with Apple Watch Bands 40mm 41mm 38mm 42mm 46mm 44mm 45mm 49mm Women Men, Breathable Soft Weave Stretchy Sport Strap for iWatch Series 10 9 8 7 6 5 4 3 SE Ultra 2 1, Gray\", \"asin\": \"B0D6RMS3PK\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Sport Loop Nylon Band Compatible with Apple Watch Band 38mm/40mm/41mm/42mm for Series 10 Ultra 2 iWatch Series 10-1 Strap, Fit for iPhone Watch Band Women Men Stretchy Elastic Braided,armygreen\", \"asin\": \"B0BJD28RS9\", \"price\": \"$10.07\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"6 Pack Sport Nylon Loop Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Breathable Braided Straps for iWatch Series 10/9/8/7/6/5/4/3/SE/Ultra\", \"asin\": \"B0CYH4HRJ6\", \"price\": \"$10.49\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K39ZYQ\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Braided Stretchy Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Nylon Solo Loop Elastic Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0D972C5QK\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Zedoli Braided Solo Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men,Stretchy Nylon Sport Elastic Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra/Ultra 2\", \"asin\": \"B0CLDF2L63\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Maledan Stretchy Solo Loop Compatible with Apple Watch Band Women Men 40mm 44mm 45mm 41mm 38mm 46mm 49mm 42mm,Soft Nylon Elastic Braided Strap Wristband for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0D7RLV5WD\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Tensea (2 in 1) for Waterproof Apple Watch Screen Protector Case Series 9 8 7 41mm Accessories, iWatch Protective PC Face Cover Built-in Tempered Glass Film, Front and Back Bumper for Women Men, 41 mm\", \"asin\": \"B09Z1TSG3M\", \"price\": \"$12.97\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Braided Stretchy Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Nylon Elastic Straps Wristbands for iWatch Series 10 9 8 7 6 SE 5 4 3 2 Ultra Ultra 2\", \"asin\": \"B0BR93H51V\", \"price\": \"$13.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Sport Watch Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Silicone Replacement Strap with Classic Clasp for iWatch Ultra SE Series 10/9/8/7/6/5/4/3/2/1\", \"asin\": \"B0DC4832DJ\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Sport Band Compatible with Apple Watch Bands 49mm 46mm 45mm 44mm 42mm 41mm 40mm 38mm, Soft Silicone Wristband Strap with Classic Clasp for iWatch Series 10 9 Ultra SE 8 7 6 5 4 3 2 1 for Women Men\", \"asin\": \"B08HRHZTG9\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Sport Bands Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 49mm,Soft Silicone Waterproof Strap for iWatch Ultra2 Series 9 Ultra 8 7 6 5 4 3 2 1 SE Women Men\", \"asin\": \"B08NJQJYFD\", \"price\": \"$7.98\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Sport Band Compatible with Apple Watch Band 44mm 45mm 46mm 40mm 42mm 38mm 41mm 49mm, Soft Silicone Waterproof Replacement Strap for iWatch Watch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra Women Men\", \"asin\": \"B0CWLGCVGB\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Compatible with Apple Watch Band 49mm 45mm 44mm 42mm 41mm 40mm 38mm, Solid Stainless Steel Metal Strap Replacement Watchband for Apple Watch Ultra2 Ultra iWatch Series 9 8 7 6 5 4 3 2 1 SE2 SE\", \"asin\": \"B0B6SC6N3D\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Compatible with Apple Watch Series 10 Band Series 9/8/7/6/5/4/SE/SE2, Nylon Sports Strap with Woven Design for 42mm/40mm/41mm/38mm (L, Grey)\", \"asin\": \"B09MZ97VT9\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"MioHHR Solid Stainless Steel Band Compatible with Apple Watch 44mm 42mm (Not Series 10), Metal Strap with Soft TPU Case for iWatch Series 6 5 4 3 2 1 SE Women and Men, Space Gray\", \"asin\": \"B08RB6JSJP\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Stretchy Solo Loop Strap Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Soft Nylon Elastic Strap Wristband for iWatch series 10 9 8 7 6 5 4 3 2 1 se Ultra Gray\", \"asin\": \"B08RYSVZ7H\", \"price\": \"$8.54\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9 Only 13 left in stock - order soon.\"},\n{\"title\": \"WJK Nylon Solo Loop Bands Compatible with Apple Watch 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Stretchy Strap Compatible with Apple Watch Series 10 9 8 7 6 5 4 3 2 1 Ultra 2 SE\", \"asin\": \"B0B5TD5DL5\", \"price\": \"$5.35\", \"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\": \"2025-04-08T02:27:54.626Z\", // 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
2025-04-08T02:27:54.626Z
click
search
rule
train
2,573
2025-04-08T02:27:54.626Z
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": "2025-04-06T21:26:50.441Z", "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"} {"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"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} {"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"} {"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"} {"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"} {"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"} {"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"} {"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"} {"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:15:46.772Z", "action": "click_product", "action_argument": "B0043JTA7S"} {"timestamp": "2025-04-08T00:16:08.041Z", "action": "click_product", "action_argument": "B0777LRN9F"} {"timestamp": "2025-04-08T00:18:56.688Z", "action": "click_product", "action_argument": "B087MC1HW6"} {"timestamp": "2025-04-08T01:08:41.680Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray \u7f16\u7ec7"} {"timestamp": "2025-04-08T01:08:41.865Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:48.494Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray nylon"} {"timestamp": "2025-04-08T01:11:48.790Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:55.067Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:11:59.077Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-08T01:12:05.683Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:12:14.918Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:12.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:22.813Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:28.877Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:14:53.912Z", "action": "purchase", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T01:15:56.058Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:16:05.480Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:18:50.961Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:19:15.369Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:37.300Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:40.777Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:20:10.780Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:31:25.004Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:25.253Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:31.755Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 \u94f6"} {"timestamp": "2025-04-08T01:31:32.024Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:38.260Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 silver"} {"timestamp": "2025-04-08T01:31:38.516Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:42.383Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:43.603Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:43.858Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:12:01.493Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:12:24.164Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:12:35.377Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:37.752Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:39.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:40.989Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:42.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:44.115Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:45.754Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:57.777Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:20:17.611Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-08T02:20:17.649Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-08T02:24:25.794Z", "action": "click_product", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T02:24:27.519Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:25:15.270Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T02:26:57.406Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T02:27:00.610Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T02:27:37.905Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-08T02:27:52.506Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver light gray nylon"} {"timestamp": "2025-04-08T02:27:52.784Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:54.455Z", "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": "apple watch \u8868\u5e26 silver light gray nylon"}], "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 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38mm, Solid Stainless Steel Metal Strap Replacement Watchband for Apple Watch Ultra2 Ultra iWatch Series 9 8 7 6 5 4 3 2 1 SE2 SE", "asin": "B0B6SC6N3D", "price": "$29.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Compatible with Apple Watch Series 10 Band Series 9/8/7/6/5/4/SE/SE2, Nylon Sports Strap with Woven Design for 42mm/40mm/41mm/38mm (L, Grey)", "asin": "B09MZ97VT9", "price": "$18.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "MioHHR Solid Stainless Steel Band Compatible with Apple Watch 44mm 42mm (Not Series 10), Metal Strap with Soft TPU Case for iWatch Series 6 5 4 3 2 1 SE Women and Men, Space Gray", "asin": "B08RB6JSJP", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Stretchy Solo Loop Strap Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Soft Nylon Elastic Strap Wristband for iWatch series 10 9 8 7 6 5 4 3 2 1 se Ultra Gray", "asin": "B08RYSVZ7H", "price": "$8.54", "delivery": " Two-Day FREE delivery Wed, Apr 9 Only 13 left in stock - order soon."}, {"title": "WJK Nylon Solo Loop Bands Compatible with Apple Watch 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Stretchy Strap Compatible with Apple Watch Series 10 9 8 7 6 5 4 3 2 1 Ultra 2 SE", "asin": "B0B5TD5DL5", "price": "$5.35", "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": "2025-04-08T02:27:54.626Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-08T02:27:54.626Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-08T02:27:54.626Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "index": 2573, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-06T21:26:50.441Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"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\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}],\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\": \"Sport Loop Nylon Band Compatible with Apple Watch Band 38mm/40mm/41mm/42mm for Series 10 Ultra 2 iWatch Series 10-1 Strap, Fit for iPhone Watch Band Women Men Stretchy Elastic Braided,armygreen\", \"asin\": \"B0BJD28RS9\", \"price\": \"$10.07\", \"quantity\": \"\"},\n{\"title\": \"BARTON WATCH BANDS Adapters compaitble with All Apple Watch Models - Small (38mm & 40mm) or Large (42mm & 44mm) Case Sizes - Fit 22mm Watch Straps\", \"asin\": \"B0716SKHHD\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Sport Nylon Loop Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Breathable Braided Straps for iWatch Series 10/9/8/7/6/5/4/3/SE/Ultra\", \"asin\": \"B0CYH4HRJ6\", \"price\": \"$10.49\", \"quantity\": \"\"},\n{\"title\": \"Braided Stretchy Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Nylon Elastic Straps Wristbands for iWatch Series 10 9 8 7 6 SE 5 4 3 2 Ultra Ultra 2\", \"asin\": \"B0BR93H51V\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Compatible with Apple Watch Band 49mm 45mm 44mm 42mm 41mm 40mm 38mm, Solid Stainless Steel Metal Strap Replacement Watchband for Apple Watch Ultra2 Ultra iWatch Series 9 8 7 6 5 4 3 2 1 SE2 SE\", \"asin\": \"B0B6SC6N3D\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Savior Survival Gear Paracord Watch Band - Compatible with Apple Watch Band 49mm 45mm 44mm 42mm - iWatch Band Series Ultra 9 8 7 6 5 4 3 2 1 SE - Adjustable - Men & Women (Blue w/Silver HW, Large)\", \"asin\": \"B07ZG7CB7V\", \"price\": \"$28.95\", \"quantity\": \"\"},\n{\"title\": \"Braided Stretchy Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Nylon Elastic Straps Wristbands for iWatch Series 10 9 8 7 6 SE 5 4 3 2 Ultra Ultra 2\", \"asin\": \"B0BR93H51V\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Sport Nylon Loop Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Breathable Braided Straps for iWatch Series 10/9/8/7/6/5/4/3/SE/Ultra\", \"asin\": \"B0CYH4HRJ6\", \"price\": \"$10.49\", \"quantity\": \"\"},\n{\"title\": \"WFEAGL Leather Bands Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women, Grain Leather Strap Slim Thin Wristband for iWatch Ultra SE SE2 Series 10 9 8 7 6 5 4 3 2 1\", \"asin\": \"B07T95GP3D\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"SUPOIX Compatible with Apple Watch Band 38mm + Case, Women Jewelry Bling Diamond Metal Bands & 2 Pack Protective Cover Cases for iWatch Series 3/2/1(Silver/38mm)\", \"asin\": \"B0892Z3K79\", \"price\": \"$16.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"DaQin 3 Pack Stretchy Solo Loop Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2\", \"asin\": \"B095W1SBNB\"}],\n\"search_results\": [{\"title\": \"BARTON WATCH BANDS - Military Style Nylon Watch Bands Compatible with Apple Watch Models - 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, SE, Ultra & Ultra 2\", \"asin\": \"B08TPNB8PQ\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Apr 18 - 19\"},\n{\"title\": \"BARTON WATCH BANDS Adapters compaitble with All Apple Watch Models - Small (38mm & 40mm) or Large (42mm & 44mm) Case Sizes - Fit 22mm Watch Straps\", \"asin\": \"B0716SKHHD\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Apr 18 - 19\"},\n{\"title\": \"SICCIDEN Slim Stretchy Bands Compatible with Apple Watch Band 42mm 41mm 40mm 38mm, Women Elastics Nylon Thin Strap for iWatch SE2 SE Series 10 9 8 7 6 5 4 3 2 1 (Light Gray/Silver)\", \"asin\": \"B098QB6FDG\", \"price\": \"$10.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap\", \"asin\": \"B0CKPB8DNK\", \"price\": \"$7.19\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"AMANECER Stretchy Nylon Watch Bands Compatible with Apple Watch Series 9/8/7/6/5/4/3 SE 2/1, Adjustable Braided Elastic Sport Loop Rugged Straps for iWatch Women Men (Storm Gray, 38/40/41MM)\", \"asin\": \"B08TCB32XQ\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Getino Nylon Band Compatible with Apple Watch Bands 40mm 41mm 38mm 42mm 46mm 44mm 45mm 49mm Women Men, Breathable Soft Weave Stretchy Sport Strap for iWatch Series 10 9 8 7 6 5 4 3 SE Ultra 2 1, Gray\", \"asin\": \"B0D6RMS3PK\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Sport Loop Nylon Band Compatible with Apple Watch Band 38mm/40mm/41mm/42mm for Series 10 Ultra 2 iWatch Series 10-1 Strap, Fit for iPhone Watch Band Women Men Stretchy Elastic Braided,armygreen\", \"asin\": \"B0BJD28RS9\", \"price\": \"$10.07\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"6 Pack Sport Nylon Loop Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Breathable Braided Straps for iWatch Series 10/9/8/7/6/5/4/3/SE/Ultra\", \"asin\": \"B0CYH4HRJ6\", \"price\": \"$10.49\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K39ZYQ\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Braided Stretchy Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Nylon Solo Loop Elastic Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0D972C5QK\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Zedoli Braided Solo Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men,Stretchy Nylon Sport Elastic Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra/Ultra 2\", \"asin\": \"B0CLDF2L63\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Maledan Stretchy Solo Loop Compatible with Apple Watch Band Women Men 40mm 44mm 45mm 41mm 38mm 46mm 49mm 42mm,Soft Nylon Elastic Braided Strap Wristband for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0D7RLV5WD\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Tensea (2 in 1) for Waterproof Apple Watch Screen Protector Case Series 9 8 7 41mm Accessories, iWatch Protective PC Face Cover Built-in Tempered Glass Film, Front and Back Bumper for Women Men, 41 mm\", \"asin\": \"B09Z1TSG3M\", \"price\": \"$12.97\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Braided Stretchy Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Nylon Elastic Straps Wristbands for iWatch Series 10 9 8 7 6 SE 5 4 3 2 Ultra Ultra 2\", \"asin\": \"B0BR93H51V\", \"price\": \"$13.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Sport Watch Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Silicone Replacement Strap with Classic Clasp for iWatch Ultra SE Series 10/9/8/7/6/5/4/3/2/1\", \"asin\": \"B0DC4832DJ\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Sport Band Compatible with Apple Watch Bands 49mm 46mm 45mm 44mm 42mm 41mm 40mm 38mm, Soft Silicone Wristband Strap with Classic Clasp for iWatch Series 10 9 Ultra SE 8 7 6 5 4 3 2 1 for Women Men\", \"asin\": \"B08HRHZTG9\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Sport Bands Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 49mm,Soft Silicone Waterproof Strap for iWatch Ultra2 Series 9 Ultra 8 7 6 5 4 3 2 1 SE Women Men\", \"asin\": \"B08NJQJYFD\", \"price\": \"$7.98\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Sport Band Compatible with Apple Watch Band 44mm 45mm 46mm 40mm 42mm 38mm 41mm 49mm, Soft Silicone Waterproof Replacement Strap for iWatch Watch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra Women Men\", \"asin\": \"B0CWLGCVGB\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Compatible with Apple Watch Band 49mm 45mm 44mm 42mm 41mm 40mm 38mm, Solid Stainless Steel Metal Strap Replacement Watchband for Apple Watch Ultra2 Ultra iWatch Series 9 8 7 6 5 4 3 2 1 SE2 SE\", \"asin\": \"B0B6SC6N3D\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Compatible with Apple Watch Series 10 Band Series 9/8/7/6/5/4/SE/SE2, Nylon Sports Strap with Woven Design for 42mm/40mm/41mm/38mm (L, Grey)\", \"asin\": \"B09MZ97VT9\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"MioHHR Solid Stainless Steel Band Compatible with Apple Watch 44mm 42mm (Not Series 10), Metal Strap with Soft TPU Case for iWatch Series 6 5 4 3 2 1 SE Women and Men, Space Gray\", \"asin\": \"B08RB6JSJP\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Stretchy Solo Loop Strap Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Soft Nylon Elastic Strap Wristband for iWatch series 10 9 8 7 6 5 4 3 2 1 se Ultra Gray\", \"asin\": \"B08RYSVZ7H\", \"price\": \"$8.54\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9 Only 13 left in stock - order soon.\"},\n{\"title\": \"WJK Nylon Solo Loop Bands Compatible with Apple Watch 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Stretchy Strap Compatible with Apple Watch Series 10 9 8 7 6 5 4 3 2 1 Ultra 2 SE\", \"asin\": \"B0B5TD5DL5\", \"price\": \"$5.35\", \"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\": \"2025-04-08T02:27:54.626Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-06T21:26:50.441Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"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\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}],\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\": 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Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Nylon Elastic Straps Wristbands for iWatch Series 10 9 8 7 6 SE 5 4 3 2 Ultra Ultra 2\", \"asin\": \"B0BR93H51V\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Sport Nylon Loop Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Breathable Braided Straps for iWatch Series 10/9/8/7/6/5/4/3/SE/Ultra\", \"asin\": \"B0CYH4HRJ6\", \"price\": \"$10.49\", \"quantity\": \"\"},\n{\"title\": \"WFEAGL Leather Bands Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women, Grain Leather Strap Slim Thin Wristband for iWatch Ultra SE SE2 Series 10 9 8 7 6 5 4 3 2 1\", \"asin\": \"B07T95GP3D\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"SUPOIX Compatible with Apple Watch Band 38mm + Case, Women Jewelry Bling Diamond Metal Bands & 2 Pack Protective Cover Cases for iWatch Series 3/2/1(Silver/38mm)\", \"asin\": \"B0892Z3K79\", \"price\": \"$16.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"DaQin 3 Pack Stretchy Solo Loop Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2\", \"asin\": \"B095W1SBNB\"}],\n\"search_results\": [{\"title\": \"BARTON WATCH BANDS - Military Style Nylon Watch Bands Compatible with Apple Watch Models - 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, SE, Ultra & Ultra 2\", \"asin\": \"B08TPNB8PQ\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Apr 18 - 19\"},\n{\"title\": \"BARTON WATCH BANDS Adapters compaitble with All Apple Watch Models - Small (38mm & 40mm) or Large (42mm & 44mm) Case Sizes - Fit 22mm Watch Straps\", \"asin\": \"B0716SKHHD\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Apr 18 - 19\"},\n{\"title\": \"SICCIDEN Slim Stretchy Bands Compatible with Apple Watch Band 42mm 41mm 40mm 38mm, Women Elastics Nylon Thin Strap for iWatch SE2 SE Series 10 9 8 7 6 5 4 3 2 1 (Light Gray/Silver)\", \"asin\": \"B098QB6FDG\", \"price\": \"$10.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap\", \"asin\": \"B0CKPB8DNK\", \"price\": \"$7.19\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"AMANECER Stretchy Nylon Watch Bands Compatible with Apple Watch Series 9/8/7/6/5/4/3 SE 2/1, Adjustable Braided Elastic Sport Loop Rugged Straps for iWatch Women Men (Storm Gray, 38/40/41MM)\", \"asin\": \"B08TCB32XQ\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Getino Nylon Band Compatible with Apple Watch Bands 40mm 41mm 38mm 42mm 46mm 44mm 45mm 49mm Women Men, Breathable Soft Weave Stretchy Sport Strap for iWatch Series 10 9 8 7 6 5 4 3 SE Ultra 2 1, Gray\", \"asin\": \"B0D6RMS3PK\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Sport Loop Nylon Band Compatible with Apple Watch Band 38mm/40mm/41mm/42mm for Series 10 Ultra 2 iWatch Series 10-1 Strap, Fit for iPhone Watch Band Women Men Stretchy Elastic Braided,armygreen\", \"asin\": \"B0BJD28RS9\", \"price\": \"$10.07\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"6 Pack Sport Nylon Loop Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Breathable Braided Straps for iWatch Series 10/9/8/7/6/5/4/3/SE/Ultra\", \"asin\": \"B0CYH4HRJ6\", \"price\": \"$10.49\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K39ZYQ\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Braided Stretchy Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Nylon Solo Loop Elastic Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0D972C5QK\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Zedoli Braided Solo Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men,Stretchy Nylon Sport Elastic Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra/Ultra 2\", \"asin\": \"B0CLDF2L63\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Maledan Stretchy Solo Loop Compatible with Apple Watch Band Women Men 40mm 44mm 45mm 41mm 38mm 46mm 49mm 42mm,Soft Nylon Elastic Braided Strap Wristband for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0D7RLV5WD\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Tensea (2 in 1) for Waterproof Apple Watch Screen Protector Case Series 9 8 7 41mm Accessories, iWatch Protective PC Face Cover Built-in Tempered Glass Film, Front and Back Bumper for Women Men, 41 mm\", \"asin\": \"B09Z1TSG3M\", \"price\": \"$12.97\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Braided Stretchy Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Nylon Elastic Straps Wristbands for iWatch Series 10 9 8 7 6 SE 5 4 3 2 Ultra Ultra 2\", \"asin\": \"B0BR93H51V\", \"price\": \"$13.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Sport Watch Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Silicone Replacement Strap with Classic Clasp for iWatch Ultra SE Series 10/9/8/7/6/5/4/3/2/1\", \"asin\": \"B0DC4832DJ\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Sport Band Compatible with Apple Watch Bands 49mm 46mm 45mm 44mm 42mm 41mm 40mm 38mm, Soft Silicone Wristband Strap with Classic Clasp for iWatch Series 10 9 Ultra SE 8 7 6 5 4 3 2 1 for Women Men\", \"asin\": \"B08HRHZTG9\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Sport Bands Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 49mm,Soft Silicone Waterproof Strap for iWatch Ultra2 Series 9 Ultra 8 7 6 5 4 3 2 1 SE Women Men\", \"asin\": \"B08NJQJYFD\", \"price\": \"$7.98\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Sport Band Compatible with Apple Watch Band 44mm 45mm 46mm 40mm 42mm 38mm 41mm 49mm, Soft Silicone Waterproof Replacement Strap for iWatch Watch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra Women Men\", \"asin\": \"B0CWLGCVGB\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Compatible with Apple Watch Band 49mm 45mm 44mm 42mm 41mm 40mm 38mm, Solid Stainless Steel Metal Strap Replacement Watchband for Apple Watch Ultra2 Ultra iWatch Series 9 8 7 6 5 4 3 2 1 SE2 SE\", \"asin\": \"B0B6SC6N3D\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Compatible with Apple Watch Series 10 Band Series 9/8/7/6/5/4/SE/SE2, Nylon Sports Strap with Woven Design for 42mm/40mm/41mm/38mm (L, Grey)\", \"asin\": \"B09MZ97VT9\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"MioHHR Solid Stainless Steel Band Compatible with Apple Watch 44mm 42mm (Not Series 10), Metal Strap with Soft TPU Case for iWatch Series 6 5 4 3 2 1 SE Women and Men, Space Gray\", \"asin\": \"B08RB6JSJP\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Stretchy Solo Loop Strap Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Soft Nylon Elastic Strap Wristband for iWatch series 10 9 8 7 6 5 4 3 2 1 se Ultra Gray\", \"asin\": \"B08RYSVZ7H\", \"price\": \"$8.54\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9 Only 13 left in stock - order soon.\"},\n{\"title\": \"WJK Nylon Solo Loop Bands Compatible with Apple Watch 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Stretchy Strap Compatible with Apple Watch Series 10 9 8 7 6 5 4 3 2 1 Ultra 2 SE\", \"asin\": \"B0B5TD5DL5\", \"price\": \"$5.35\", \"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\": \"2025-04-08T02:27:56.191Z\", // 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
2025-04-08T02:27:56.191Z
click
search
rule
train
2,574
2025-04-08T02:27:56.191Z
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": "2025-04-06T21:26:50.441Z", "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"} {"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"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} {"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"} {"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"} {"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"} {"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"} {"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"} {"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"} {"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:15:46.772Z", "action": "click_product", "action_argument": "B0043JTA7S"} {"timestamp": "2025-04-08T00:16:08.041Z", "action": "click_product", "action_argument": "B0777LRN9F"} {"timestamp": "2025-04-08T00:18:56.688Z", "action": "click_product", "action_argument": "B087MC1HW6"} {"timestamp": "2025-04-08T01:08:41.680Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray \u7f16\u7ec7"} {"timestamp": "2025-04-08T01:08:41.865Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:48.494Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray nylon"} {"timestamp": "2025-04-08T01:11:48.790Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:55.067Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:11:59.077Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-08T01:12:05.683Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:12:14.918Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:12.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:22.813Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:28.877Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:14:53.912Z", "action": "purchase", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T01:15:56.058Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:16:05.480Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:18:50.961Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:19:15.369Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:37.300Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:40.777Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:20:10.780Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:31:25.004Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:25.253Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:31.755Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 \u94f6"} {"timestamp": "2025-04-08T01:31:32.024Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:38.260Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 silver"} {"timestamp": "2025-04-08T01:31:38.516Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:42.383Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:43.603Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:43.858Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:12:01.493Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:12:24.164Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:12:35.377Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:37.752Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:39.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:40.989Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:42.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:44.115Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:45.754Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:57.777Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:20:17.611Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-08T02:20:17.649Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-08T02:24:25.794Z", "action": "click_product", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T02:24:27.519Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:25:15.270Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T02:26:57.406Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T02:27:00.610Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T02:27:37.905Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-08T02:27:52.506Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver light gray nylon"} {"timestamp": "2025-04-08T02:27:52.784Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:54.455Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:54.626Z", "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": "apple watch \u8868\u5e26 silver light gray nylon"}], "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 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Wristband for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B0D7RLV5WD", "price": "$7.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Tensea (2 in 1) for Waterproof Apple Watch Screen Protector Case Series 9 8 7 41mm Accessories, iWatch Protective PC Face Cover Built-in Tempered Glass Film, Front and Back Bumper for Women Men, 41 mm", "asin": "B09Z1TSG3M", "price": "$12.97", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Braided Stretchy Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Nylon Elastic Straps Wristbands for iWatch Series 10 9 8 7 6 SE 5 4 3 2 Ultra Ultra 2", "asin": "B0BR93H51V", "price": "$13.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Sport Watch Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Silicone Replacement Strap with Classic Clasp for iWatch Ultra SE Series 10/9/8/7/6/5/4/3/2/1", "asin": "B0DC4832DJ", "price": "$7.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Sport Band Compatible with Apple Watch Bands 49mm 46mm 45mm 44mm 42mm 41mm 40mm 38mm, Soft Silicone Wristband Strap with Classic Clasp for iWatch Series 10 9 Ultra SE 8 7 6 5 4 3 2 1 for Women Men", "asin": "B08HRHZTG9", "price": "$9.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Sport Bands Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 49mm,Soft Silicone Waterproof Strap for iWatch Ultra2 Series 9 Ultra 8 7 6 5 4 3 2 1 SE Women Men", "asin": "B08NJQJYFD", "price": "$7.98", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Sport Band Compatible with Apple Watch Band 44mm 45mm 46mm 40mm 42mm 38mm 41mm 49mm, Soft Silicone Waterproof Replacement Strap for iWatch Watch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra Women Men", "asin": "B0CWLGCVGB", "price": "$7.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Compatible with Apple Watch Band 49mm 45mm 44mm 42mm 41mm 40mm 38mm, Solid Stainless Steel Metal Strap Replacement Watchband for Apple Watch Ultra2 Ultra iWatch Series 9 8 7 6 5 4 3 2 1 SE2 SE", "asin": "B0B6SC6N3D", "price": "$29.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Compatible with Apple Watch Series 10 Band Series 9/8/7/6/5/4/SE/SE2, Nylon Sports Strap with Woven Design for 42mm/40mm/41mm/38mm (L, Grey)", "asin": "B09MZ97VT9", "price": "$18.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "MioHHR Solid Stainless Steel Band Compatible with Apple Watch 44mm 42mm (Not Series 10), Metal Strap with Soft TPU Case for iWatch Series 6 5 4 3 2 1 SE Women and Men, Space Gray", "asin": "B08RB6JSJP", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Stretchy Solo Loop Strap Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Soft Nylon Elastic Strap Wristband for iWatch series 10 9 8 7 6 5 4 3 2 1 se Ultra Gray", "asin": "B08RYSVZ7H", "price": "$8.54", "delivery": " Two-Day FREE delivery Wed, Apr 9 Only 13 left in stock - order soon."}, {"title": "WJK Nylon Solo Loop Bands Compatible with Apple Watch 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Stretchy Strap Compatible with Apple Watch Series 10 9 8 7 6 5 4 3 2 1 Ultra 2 SE", "asin": "B0B5TD5DL5", "price": "$5.35", "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": "2025-04-08T02:27:56.191Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-08T02:27:56.191Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-08T02:27:56.191Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "index": 2574, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-06T21:26:50.441Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"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\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}],\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\": \"Sport Loop Nylon Band Compatible with Apple Watch Band 38mm/40mm/41mm/42mm for Series 10 Ultra 2 iWatch Series 10-1 Strap, Fit for iPhone Watch Band Women Men Stretchy Elastic Braided,armygreen\", \"asin\": \"B0BJD28RS9\", \"price\": \"$10.07\", \"quantity\": \"\"},\n{\"title\": \"BARTON WATCH BANDS Adapters compaitble with All Apple Watch Models - Small (38mm & 40mm) or Large (42mm & 44mm) Case Sizes - Fit 22mm Watch Straps\", \"asin\": \"B0716SKHHD\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Sport Nylon Loop Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Breathable Braided Straps for iWatch Series 10/9/8/7/6/5/4/3/SE/Ultra\", \"asin\": \"B0CYH4HRJ6\", \"price\": \"$10.49\", \"quantity\": \"\"},\n{\"title\": \"Braided Stretchy Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Nylon Elastic Straps Wristbands for iWatch Series 10 9 8 7 6 SE 5 4 3 2 Ultra Ultra 2\", \"asin\": \"B0BR93H51V\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Compatible with Apple Watch Band 49mm 45mm 44mm 42mm 41mm 40mm 38mm, Solid Stainless Steel Metal Strap Replacement Watchband for Apple Watch Ultra2 Ultra iWatch Series 9 8 7 6 5 4 3 2 1 SE2 SE\", \"asin\": \"B0B6SC6N3D\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Savior Survival Gear Paracord Watch Band - Compatible with Apple Watch Band 49mm 45mm 44mm 42mm - iWatch Band Series Ultra 9 8 7 6 5 4 3 2 1 SE - Adjustable - Men & Women (Blue w/Silver HW, Large)\", \"asin\": \"B07ZG7CB7V\", \"price\": \"$28.95\", \"quantity\": \"\"},\n{\"title\": \"Braided Stretchy Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Nylon Elastic Straps Wristbands for iWatch Series 10 9 8 7 6 SE 5 4 3 2 Ultra Ultra 2\", \"asin\": \"B0BR93H51V\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Sport Nylon Loop Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Breathable Braided Straps for iWatch Series 10/9/8/7/6/5/4/3/SE/Ultra\", \"asin\": \"B0CYH4HRJ6\", \"price\": \"$10.49\", \"quantity\": \"\"},\n{\"title\": \"WFEAGL Leather Bands Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women, Grain Leather Strap Slim Thin Wristband for iWatch Ultra SE SE2 Series 10 9 8 7 6 5 4 3 2 1\", \"asin\": \"B07T95GP3D\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"SUPOIX Compatible with Apple Watch Band 38mm + Case, Women Jewelry Bling Diamond Metal Bands & 2 Pack Protective Cover Cases for iWatch Series 3/2/1(Silver/38mm)\", \"asin\": \"B0892Z3K79\", \"price\": \"$16.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"DaQin 3 Pack Stretchy Solo Loop Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2\", \"asin\": \"B095W1SBNB\"}],\n\"search_results\": [{\"title\": \"BARTON WATCH BANDS - Military Style Nylon Watch Bands Compatible with Apple Watch Models - 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, SE, Ultra & Ultra 2\", \"asin\": \"B08TPNB8PQ\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Apr 18 - 19\"},\n{\"title\": \"BARTON WATCH BANDS Adapters compaitble with All Apple Watch Models - Small (38mm & 40mm) or Large (42mm & 44mm) Case Sizes - Fit 22mm Watch Straps\", \"asin\": \"B0716SKHHD\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Apr 18 - 19\"},\n{\"title\": \"SICCIDEN Slim Stretchy Bands Compatible with Apple Watch Band 42mm 41mm 40mm 38mm, Women Elastics Nylon Thin Strap for iWatch SE2 SE Series 10 9 8 7 6 5 4 3 2 1 (Light Gray/Silver)\", \"asin\": \"B098QB6FDG\", \"price\": \"$10.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap\", \"asin\": \"B0CKPB8DNK\", \"price\": \"$7.19\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"AMANECER Stretchy Nylon Watch Bands Compatible with Apple Watch Series 9/8/7/6/5/4/3 SE 2/1, Adjustable Braided Elastic Sport Loop Rugged Straps for iWatch Women Men (Storm Gray, 38/40/41MM)\", \"asin\": \"B08TCB32XQ\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Getino Nylon Band Compatible with Apple Watch Bands 40mm 41mm 38mm 42mm 46mm 44mm 45mm 49mm Women Men, Breathable Soft Weave Stretchy Sport Strap for iWatch Series 10 9 8 7 6 5 4 3 SE Ultra 2 1, Gray\", \"asin\": \"B0D6RMS3PK\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Sport Loop Nylon Band Compatible with Apple Watch Band 38mm/40mm/41mm/42mm for Series 10 Ultra 2 iWatch Series 10-1 Strap, Fit for iPhone Watch Band Women Men Stretchy Elastic Braided,armygreen\", \"asin\": \"B0BJD28RS9\", \"price\": \"$10.07\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"6 Pack Sport Nylon Loop Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Breathable Braided Straps for iWatch Series 10/9/8/7/6/5/4/3/SE/Ultra\", \"asin\": \"B0CYH4HRJ6\", \"price\": \"$10.49\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K39ZYQ\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Braided Stretchy Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Nylon Solo Loop Elastic Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0D972C5QK\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Zedoli Braided Solo Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men,Stretchy Nylon Sport Elastic Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra/Ultra 2\", \"asin\": \"B0CLDF2L63\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Maledan Stretchy Solo Loop Compatible with Apple Watch Band Women Men 40mm 44mm 45mm 41mm 38mm 46mm 49mm 42mm,Soft Nylon Elastic Braided Strap Wristband for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0D7RLV5WD\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Tensea (2 in 1) for Waterproof Apple Watch Screen Protector Case Series 9 8 7 41mm Accessories, iWatch Protective PC Face Cover Built-in Tempered Glass Film, Front and Back Bumper for Women Men, 41 mm\", \"asin\": \"B09Z1TSG3M\", \"price\": \"$12.97\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Braided Stretchy Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Nylon Elastic Straps Wristbands for iWatch Series 10 9 8 7 6 SE 5 4 3 2 Ultra Ultra 2\", \"asin\": \"B0BR93H51V\", \"price\": \"$13.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Sport Watch Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Silicone Replacement Strap with Classic Clasp for iWatch Ultra SE Series 10/9/8/7/6/5/4/3/2/1\", \"asin\": \"B0DC4832DJ\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Sport Band Compatible with Apple Watch Bands 49mm 46mm 45mm 44mm 42mm 41mm 40mm 38mm, Soft Silicone Wristband Strap with Classic Clasp for iWatch Series 10 9 Ultra SE 8 7 6 5 4 3 2 1 for Women Men\", \"asin\": \"B08HRHZTG9\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Sport Bands Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 49mm,Soft Silicone Waterproof Strap for iWatch Ultra2 Series 9 Ultra 8 7 6 5 4 3 2 1 SE Women Men\", \"asin\": \"B08NJQJYFD\", \"price\": \"$7.98\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Sport Band Compatible with Apple Watch Band 44mm 45mm 46mm 40mm 42mm 38mm 41mm 49mm, Soft Silicone Waterproof Replacement Strap for iWatch Watch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra Women Men\", \"asin\": \"B0CWLGCVGB\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Compatible with Apple Watch Band 49mm 45mm 44mm 42mm 41mm 40mm 38mm, Solid Stainless Steel Metal Strap Replacement Watchband for Apple Watch Ultra2 Ultra iWatch Series 9 8 7 6 5 4 3 2 1 SE2 SE\", \"asin\": \"B0B6SC6N3D\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Compatible with Apple Watch Series 10 Band Series 9/8/7/6/5/4/SE/SE2, Nylon Sports Strap with Woven Design for 42mm/40mm/41mm/38mm (L, Grey)\", \"asin\": \"B09MZ97VT9\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"MioHHR Solid Stainless Steel Band Compatible with Apple Watch 44mm 42mm (Not Series 10), Metal Strap with Soft TPU Case for iWatch Series 6 5 4 3 2 1 SE Women and Men, Space Gray\", \"asin\": \"B08RB6JSJP\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Stretchy Solo Loop Strap Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Soft Nylon Elastic Strap Wristband for iWatch series 10 9 8 7 6 5 4 3 2 1 se Ultra Gray\", \"asin\": \"B08RYSVZ7H\", \"price\": \"$8.54\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9 Only 13 left in stock - order soon.\"},\n{\"title\": \"WJK Nylon Solo Loop Bands Compatible with Apple Watch 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Stretchy Strap Compatible with Apple Watch Series 10 9 8 7 6 5 4 3 2 1 Ultra 2 SE\", \"asin\": \"B0B5TD5DL5\", \"price\": \"$5.35\", \"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\": \"2025-04-08T02:27:56.191Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-06T21:26:50.441Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"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\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}],\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\": \"Sport Loop Nylon Band Compatible with Apple Watch Band 38mm/40mm/41mm/42mm for Series 10 Ultra 2 iWatch Series 10-1 Strap, Fit for iPhone Watch Band Women Men Stretchy Elastic Braided,armygreen\", \"asin\": \"B0BJD28RS9\", \"price\": \"$10.07\", \"quantity\": \"\"},\n{\"title\": \"BARTON WATCH BANDS Adapters compaitble with All Apple Watch Models - Small (38mm & 40mm) or Large (42mm & 44mm) Case Sizes - Fit 22mm Watch Straps\", \"asin\": \"B0716SKHHD\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Sport Nylon Loop Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Breathable Braided Straps for iWatch Series 10/9/8/7/6/5/4/3/SE/Ultra\", \"asin\": \"B0CYH4HRJ6\", \"price\": \"$10.49\", \"quantity\": \"\"},\n{\"title\": \"Braided Stretchy Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Nylon Elastic Straps Wristbands for iWatch Series 10 9 8 7 6 SE 5 4 3 2 Ultra Ultra 2\", \"asin\": \"B0BR93H51V\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Compatible with Apple Watch Band 49mm 45mm 44mm 42mm 41mm 40mm 38mm, Solid Stainless Steel Metal Strap Replacement Watchband for Apple Watch Ultra2 Ultra iWatch Series 9 8 7 6 5 4 3 2 1 SE2 SE\", \"asin\": \"B0B6SC6N3D\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Savior Survival Gear Paracord Watch Band - Compatible with Apple Watch Band 49mm 45mm 44mm 42mm - iWatch Band Series Ultra 9 8 7 6 5 4 3 2 1 SE - Adjustable - Men & Women (Blue w/Silver HW, Large)\", \"asin\": \"B07ZG7CB7V\", \"price\": \"$28.95\", \"quantity\": \"\"},\n{\"title\": \"Braided Stretchy Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Nylon Elastic Straps Wristbands for iWatch Series 10 9 8 7 6 SE 5 4 3 2 Ultra Ultra 2\", \"asin\": \"B0BR93H51V\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Sport Nylon Loop Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Breathable Braided Straps for iWatch Series 10/9/8/7/6/5/4/3/SE/Ultra\", \"asin\": \"B0CYH4HRJ6\", \"price\": \"$10.49\", \"quantity\": \"\"},\n{\"title\": \"WFEAGL Leather Bands Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women, Grain Leather Strap Slim Thin Wristband for iWatch Ultra SE SE2 Series 10 9 8 7 6 5 4 3 2 1\", \"asin\": \"B07T95GP3D\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"SUPOIX Compatible with Apple Watch Band 38mm + Case, Women Jewelry Bling Diamond Metal Bands & 2 Pack Protective Cover Cases for iWatch Series 3/2/1(Silver/38mm)\", \"asin\": \"B0892Z3K79\", \"price\": \"$16.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"DaQin 3 Pack Stretchy Solo Loop Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2\", \"asin\": \"B095W1SBNB\"}],\n\"search_results\": [{\"title\": \"BARTON WATCH BANDS - Military Style Nylon Watch Bands Compatible with Apple Watch Models - 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, SE, Ultra & Ultra 2\", \"asin\": \"B08TPNB8PQ\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Apr 18 - 19\"},\n{\"title\": \"BARTON WATCH BANDS Adapters compaitble with All Apple Watch Models - Small (38mm & 40mm) or Large (42mm & 44mm) Case Sizes - Fit 22mm Watch Straps\", \"asin\": \"B0716SKHHD\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Apr 18 - 19\"},\n{\"title\": \"SICCIDEN Slim Stretchy Bands Compatible with Apple Watch Band 42mm 41mm 40mm 38mm, Women Elastics Nylon Thin Strap for iWatch SE2 SE Series 10 9 8 7 6 5 4 3 2 1 (Light Gray/Silver)\", \"asin\": \"B098QB6FDG\", \"price\": \"$10.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap\", \"asin\": \"B0CKPB8DNK\", \"price\": \"$7.19\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"AMANECER Stretchy Nylon Watch Bands Compatible with Apple Watch Series 9/8/7/6/5/4/3 SE 2/1, Adjustable Braided Elastic Sport Loop Rugged Straps for iWatch Women Men (Storm Gray, 38/40/41MM)\", \"asin\": \"B08TCB32XQ\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Getino Nylon Band Compatible with Apple Watch Bands 40mm 41mm 38mm 42mm 46mm 44mm 45mm 49mm Women Men, Breathable Soft Weave Stretchy Sport Strap for iWatch Series 10 9 8 7 6 5 4 3 SE Ultra 2 1, Gray\", \"asin\": \"B0D6RMS3PK\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Sport Loop Nylon Band Compatible with Apple Watch Band 38mm/40mm/41mm/42mm for Series 10 Ultra 2 iWatch Series 10-1 Strap, Fit for iPhone Watch Band Women Men Stretchy Elastic Braided,armygreen\", \"asin\": \"B0BJD28RS9\", \"price\": \"$10.07\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"6 Pack Sport Nylon Loop Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Breathable Braided Straps for iWatch Series 10/9/8/7/6/5/4/3/SE/Ultra\", \"asin\": \"B0CYH4HRJ6\", \"price\": \"$10.49\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K39ZYQ\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Braided Stretchy Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Nylon Solo Loop Elastic Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0D972C5QK\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Zedoli Braided Solo Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men,Stretchy Nylon Sport Elastic Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra/Ultra 2\", \"asin\": \"B0CLDF2L63\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Maledan Stretchy Solo Loop Compatible with Apple Watch Band Women Men 40mm 44mm 45mm 41mm 38mm 46mm 49mm 42mm,Soft Nylon Elastic Braided Strap Wristband for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0D7RLV5WD\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Tensea (2 in 1) for Waterproof Apple Watch Screen Protector Case Series 9 8 7 41mm Accessories, iWatch Protective PC Face Cover Built-in Tempered Glass Film, Front and Back Bumper for Women Men, 41 mm\", \"asin\": \"B09Z1TSG3M\", \"price\": \"$12.97\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Braided Stretchy Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Nylon Elastic Straps Wristbands for iWatch Series 10 9 8 7 6 SE 5 4 3 2 Ultra Ultra 2\", \"asin\": \"B0BR93H51V\", \"price\": \"$13.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Sport Watch Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Silicone Replacement Strap with Classic Clasp for iWatch Ultra SE Series 10/9/8/7/6/5/4/3/2/1\", \"asin\": \"B0DC4832DJ\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Sport Band Compatible with Apple Watch Bands 49mm 46mm 45mm 44mm 42mm 41mm 40mm 38mm, Soft Silicone Wristband Strap with Classic Clasp for iWatch Series 10 9 Ultra SE 8 7 6 5 4 3 2 1 for Women Men\", \"asin\": \"B08HRHZTG9\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Sport Bands Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 49mm,Soft Silicone Waterproof Strap for iWatch Ultra2 Series 9 Ultra 8 7 6 5 4 3 2 1 SE Women Men\", \"asin\": \"B08NJQJYFD\", \"price\": \"$7.98\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Sport Band Compatible with Apple Watch Band 44mm 45mm 46mm 40mm 42mm 38mm 41mm 49mm, Soft Silicone Waterproof Replacement Strap for iWatch Watch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra Women Men\", \"asin\": \"B0CWLGCVGB\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Compatible with Apple Watch Band 49mm 45mm 44mm 42mm 41mm 40mm 38mm, Solid Stainless Steel Metal Strap Replacement Watchband for Apple Watch Ultra2 Ultra iWatch Series 9 8 7 6 5 4 3 2 1 SE2 SE\", \"asin\": \"B0B6SC6N3D\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Compatible with Apple Watch Series 10 Band Series 9/8/7/6/5/4/SE/SE2, Nylon Sports Strap with Woven Design for 42mm/40mm/41mm/38mm (L, Grey)\", \"asin\": \"B09MZ97VT9\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"MioHHR Solid Stainless Steel Band Compatible with Apple Watch 44mm 42mm (Not Series 10), Metal Strap with Soft TPU Case for iWatch Series 6 5 4 3 2 1 SE Women and Men, Space Gray\", \"asin\": \"B08RB6JSJP\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Stretchy Solo Loop Strap Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Soft Nylon Elastic Strap Wristband for iWatch series 10 9 8 7 6 5 4 3 2 1 se Ultra Gray\", \"asin\": \"B08RYSVZ7H\", \"price\": \"$8.54\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9 Only 13 left in stock - order soon.\"},\n{\"title\": \"WJK Nylon Solo Loop Bands Compatible with Apple Watch 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Stretchy Strap Compatible with Apple Watch Series 10 9 8 7 6 5 4 3 2 1 Ultra 2 SE\", \"asin\": \"B0B5TD5DL5\", \"price\": \"$5.35\", \"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\": \"2025-04-08T02:27:59.523Z\", // 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
2025-04-08T02:27:59.523Z
input
apple watch 表带 light gray nylon
rule
train
2,575
2025-04-08T02:27:59.523Z
input
apple watch 表带 light gray nylon
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"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"} {"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"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} {"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"} {"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"} {"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"} {"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"} {"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"} {"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"} {"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:15:46.772Z", "action": "click_product", "action_argument": "B0043JTA7S"} {"timestamp": "2025-04-08T00:16:08.041Z", "action": "click_product", "action_argument": "B0777LRN9F"} {"timestamp": "2025-04-08T00:18:56.688Z", "action": "click_product", "action_argument": "B087MC1HW6"} {"timestamp": "2025-04-08T01:08:41.680Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray \u7f16\u7ec7"} {"timestamp": "2025-04-08T01:08:41.865Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:48.494Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray nylon"} {"timestamp": "2025-04-08T01:11:48.790Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:55.067Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:11:59.077Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-08T01:12:05.683Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:12:14.918Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:12.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:22.813Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:28.877Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:14:53.912Z", "action": "purchase", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T01:15:56.058Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:16:05.480Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:18:50.961Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:19:15.369Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:37.300Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:40.777Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:20:10.780Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:31:25.004Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:25.253Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:31.755Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 \u94f6"} {"timestamp": "2025-04-08T01:31:32.024Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:38.260Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 silver"} {"timestamp": "2025-04-08T01:31:38.516Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:42.383Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:43.603Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:43.858Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:12:01.493Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:12:24.164Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:12:35.377Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:37.752Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:39.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:40.989Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:42.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:44.115Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:45.754Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:57.777Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:20:17.611Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-08T02:20:17.649Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-08T02:24:25.794Z", "action": "click_product", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T02:24:27.519Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:25:15.270Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T02:26:57.406Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T02:27:00.610Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T02:27:37.905Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-08T02:27:52.506Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver light gray nylon"} {"timestamp": "2025-04-08T02:27:52.784Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:54.455Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:54.626Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:56.191Z", "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": "apple watch \u8868\u5e26 silver light gray nylon"}], "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": "Sport Loop Nylon Band Compatible with Apple Watch Band 38mm/40mm/41mm/42mm for Series 10 Ultra 2 iWatch Series 10-1 Strap, Fit for iPhone Watch Band Women Men Stretchy Elastic Braided,armygreen", "asin": "B0BJD28RS9", "price": "$10.07", "quantity": ""}, {"title": "BARTON WATCH BANDS Adapters compaitble with All Apple Watch Models - Small (38mm & 40mm) or Large (42mm & 44mm) Case Sizes - Fit 22mm Watch Straps", "asin": "B0716SKHHD", "price": "$14.99", "quantity": ""}, {"title": "6 Pack Sport Nylon Loop Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Breathable Braided Straps for iWatch Series 10/9/8/7/6/5/4/3/SE/Ultra", "asin": "B0CYH4HRJ6", "price": "$10.49", "quantity": ""}, {"title": "Braided Stretchy Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Nylon Elastic Straps Wristbands for iWatch Series 10 9 8 7 6 SE 5 4 3 2 Ultra Ultra 2", "asin": "B0BR93H51V", "price": "$13.99", "quantity": ""}, {"title": "Compatible with Apple Watch Band 49mm 45mm 44mm 42mm 41mm 40mm 38mm, Solid Stainless Steel Metal Strap Replacement Watchband for Apple Watch Ultra2 Ultra iWatch Series 9 8 7 6 5 4 3 2 1 SE2 SE", "asin": "B0B6SC6N3D", "price": "$29.99", "quantity": ""}, {"title": "Savior Survival Gear Paracord Watch Band - Compatible with Apple Watch Band 49mm 45mm 44mm 42mm - iWatch Band Series Ultra 9 8 7 6 5 4 3 2 1 SE - Adjustable - Men & Women (Blue w/Silver HW, Large)", "asin": "B07ZG7CB7V", "price": "$28.95", "quantity": ""}, {"title": "Braided Stretchy Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Nylon Elastic Straps Wristbands for iWatch Series 10 9 8 7 6 SE 5 4 3 2 Ultra Ultra 2", "asin": "B0BR93H51V", "price": "$13.99", "quantity": ""}, {"title": "6 Pack Sport Nylon Loop Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Breathable Braided Straps for iWatch Series 10/9/8/7/6/5/4/3/SE/Ultra", "asin": "B0CYH4HRJ6", "price": "$10.49", "quantity": ""}, {"title": "WFEAGL Leather Bands Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women, Grain Leather Strap Slim Thin Wristband for iWatch Ultra SE SE2 Series 10 9 8 7 6 5 4 3 2 1", "asin": "B07T95GP3D", "price": "$16.99", "quantity": ""}, {"title": "SUPOIX Compatible with Apple Watch Band 38mm + Case, Women Jewelry Bling Diamond Metal Bands & 2 Pack Protective Cover Cases for iWatch Series 3/2/1(Silver/38mm)", "asin": "B0892Z3K79", "price": "$16.99", "quantity": ""}], "ads": [{"title": "DaQin 3 Pack Stretchy Solo Loop Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2", "asin": "B095W1SBNB"}], "search_results": [{"title": "BARTON WATCH BANDS - Military Style Nylon Watch Bands Compatible with Apple Watch Models - 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, SE, Ultra & Ultra 2", "asin": "B08TPNB8PQ", "price": "$28.99", "delivery": "FREE delivery Apr 18 - 19"}, {"title": "BARTON WATCH BANDS Adapters compaitble with All Apple Watch Models - Small (38mm & 40mm) or Large (42mm & 44mm) Case Sizes - Fit 22mm Watch Straps", "asin": "B0716SKHHD", "price": "$14.99", "delivery": "FREE delivery Apr 18 - 19"}, {"title": "SICCIDEN Slim Stretchy Bands Compatible with Apple Watch Band 42mm 41mm 40mm 38mm, Women Elastics Nylon Thin Strap for iWatch SE2 SE Series 10 9 8 7 6 5 4 3 2 1 (Light Gray/Silver)", "asin": "B098QB6FDG", "price": "$10.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap", "asin": "B0CKPB8DNK", "price": "$7.19", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "AMANECER Stretchy Nylon Watch Bands Compatible with Apple Watch Series 9/8/7/6/5/4/3 SE 2/1, Adjustable Braided Elastic Sport Loop Rugged Straps for iWatch Women Men (Storm Gray, 38/40/41MM)", "asin": "B08TCB32XQ", "price": "$9.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Getino Nylon Band Compatible with Apple Watch Bands 40mm 41mm 38mm 42mm 46mm 44mm 45mm 49mm Women Men, Breathable Soft Weave Stretchy Sport Strap for iWatch Series 10 9 8 7 6 5 4 3 SE Ultra 2 1, Gray", "asin": "B0D6RMS3PK", "price": "$9.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Sport Loop Nylon Band Compatible with Apple Watch Band 38mm/40mm/41mm/42mm for Series 10 Ultra 2 iWatch Series 10-1 Strap, Fit for iPhone Watch Band Women Men Stretchy Elastic Braided,armygreen", "asin": "B0BJD28RS9", "price": "$10.07", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "6 Pack Sport Nylon Loop Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Breathable Braided Straps for iWatch Series 10/9/8/7/6/5/4/3/SE/Ultra", "asin": "B0CYH4HRJ6", "price": "$10.49", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men", "asin": "B095K39ZYQ", "price": "$8.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Braided Stretchy Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Nylon Solo Loop Elastic Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B0D972C5QK", "price": "$5.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Zedoli Braided Solo Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men,Stretchy Nylon Sport Elastic Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra/Ultra 2", "asin": "B0CLDF2L63", "price": "$9.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Maledan Stretchy Solo Loop Compatible with Apple Watch Band Women Men 40mm 44mm 45mm 41mm 38mm 46mm 49mm 42mm,Soft Nylon Elastic Braided Strap Wristband for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B0D7RLV5WD", "price": "$7.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Tensea (2 in 1) for Waterproof Apple Watch Screen Protector Case Series 9 8 7 41mm Accessories, iWatch Protective PC Face Cover Built-in Tempered Glass Film, Front and Back Bumper for Women Men, 41 mm", "asin": "B09Z1TSG3M", "price": "$12.97", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Braided Stretchy Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Nylon Elastic Straps Wristbands for iWatch Series 10 9 8 7 6 SE 5 4 3 2 Ultra Ultra 2", "asin": "B0BR93H51V", "price": "$13.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Sport Watch Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Silicone Replacement Strap with Classic Clasp for iWatch Ultra SE Series 10/9/8/7/6/5/4/3/2/1", "asin": "B0DC4832DJ", "price": "$7.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Sport Band Compatible with Apple Watch Bands 49mm 46mm 45mm 44mm 42mm 41mm 40mm 38mm, Soft Silicone Wristband Strap with Classic Clasp for iWatch Series 10 9 Ultra SE 8 7 6 5 4 3 2 1 for Women Men", "asin": "B08HRHZTG9", "price": "$9.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Sport Bands Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 49mm,Soft Silicone Waterproof Strap for iWatch Ultra2 Series 9 Ultra 8 7 6 5 4 3 2 1 SE Women Men", "asin": "B08NJQJYFD", "price": "$7.98", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Sport Band Compatible with Apple Watch Band 44mm 45mm 46mm 40mm 42mm 38mm 41mm 49mm, Soft Silicone Waterproof Replacement Strap for iWatch Watch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra Women Men", "asin": "B0CWLGCVGB", "price": "$7.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Compatible with Apple Watch Band 49mm 45mm 44mm 42mm 41mm 40mm 38mm, Solid Stainless Steel Metal Strap Replacement Watchband for Apple Watch Ultra2 Ultra iWatch Series 9 8 7 6 5 4 3 2 1 SE2 SE", "asin": "B0B6SC6N3D", "price": "$29.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Compatible with Apple Watch Series 10 Band Series 9/8/7/6/5/4/SE/SE2, Nylon Sports Strap with Woven Design for 42mm/40mm/41mm/38mm (L, Grey)", "asin": "B09MZ97VT9", "price": "$18.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "MioHHR Solid Stainless Steel Band Compatible with Apple Watch 44mm 42mm (Not Series 10), Metal Strap with Soft TPU Case for iWatch Series 6 5 4 3 2 1 SE Women and Men, Space Gray", "asin": "B08RB6JSJP", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Stretchy Solo Loop Strap Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Soft Nylon Elastic Strap Wristband for iWatch series 10 9 8 7 6 5 4 3 2 1 se Ultra Gray", "asin": "B08RYSVZ7H", "price": "$8.54", "delivery": " Two-Day FREE delivery Wed, Apr 9 Only 13 left in stock - order soon."}, {"title": "WJK Nylon Solo Loop Bands Compatible with Apple Watch 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Stretchy Strap Compatible with Apple Watch Series 10 9 8 7 6 5 4 3 2 1 Ultra 2 SE", "asin": "B0B5TD5DL5", "price": "$5.35", "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": "2025-04-08T02:27:59.523Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-08T02:27:59.523Z\",\"action\": \"input\",\"acion_argument\": \"apple watch 表带 light gray nylon\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-08T02:27:59.523Z\",\"action\": \"input\",\"acion_argument\": \"apple watch 表带 light gray nylon\",}</answer>", "index": 2575, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-06T21:26:50.441Z\", \"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{\"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\", 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iWatch SE2 SE Series 10 9 8 7 6 5 4 3 2 1 (Light Gray/Silver)\", \"asin\": \"B098QB6FDG\", \"price\": \"$10.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap\", \"asin\": \"B0CKPB8DNK\", \"price\": \"$7.19\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"AMANECER Stretchy Nylon Watch Bands Compatible with Apple Watch Series 9/8/7/6/5/4/3 SE 2/1, Adjustable Braided Elastic Sport Loop Rugged Straps for iWatch Women Men (Storm Gray, 38/40/41MM)\", \"asin\": \"B08TCB32XQ\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Getino Nylon Band Compatible with Apple Watch Bands 40mm 41mm 38mm 42mm 46mm 44mm 45mm 49mm Women Men, Breathable Soft Weave Stretchy Sport Strap for iWatch Series 10 9 8 7 6 5 4 3 SE Ultra 2 1, Gray\", \"asin\": \"B0D6RMS3PK\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Sport Loop Nylon Band Compatible with Apple Watch Band 38mm/40mm/41mm/42mm for Series 10 Ultra 2 iWatch Series 10-1 Strap, Fit for iPhone Watch Band Women Men Stretchy Elastic Braided,armygreen\", \"asin\": \"B0BJD28RS9\", \"price\": \"$10.07\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"6 Pack Sport Nylon Loop Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Breathable Braided Straps for iWatch Series 10/9/8/7/6/5/4/3/SE/Ultra\", \"asin\": \"B0CYH4HRJ6\", \"price\": \"$10.49\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K39ZYQ\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Braided Stretchy Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Nylon Solo Loop Elastic Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0D972C5QK\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Zedoli Braided Solo Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men,Stretchy Nylon Sport Elastic Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra/Ultra 2\", \"asin\": \"B0CLDF2L63\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Maledan Stretchy Solo Loop Compatible with Apple Watch Band Women Men 40mm 44mm 45mm 41mm 38mm 46mm 49mm 42mm,Soft Nylon Elastic Braided Strap Wristband for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0D7RLV5WD\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Tensea (2 in 1) for Waterproof Apple Watch Screen Protector Case Series 9 8 7 41mm Accessories, iWatch Protective PC Face Cover Built-in Tempered Glass Film, Front and Back Bumper for Women Men, 41 mm\", \"asin\": \"B09Z1TSG3M\", \"price\": \"$12.97\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Braided Stretchy Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Nylon Elastic Straps Wristbands for iWatch Series 10 9 8 7 6 SE 5 4 3 2 Ultra Ultra 2\", \"asin\": \"B0BR93H51V\", \"price\": \"$13.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Sport Watch Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Silicone Replacement Strap with Classic Clasp for iWatch Ultra SE Series 10/9/8/7/6/5/4/3/2/1\", \"asin\": \"B0DC4832DJ\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Sport Band Compatible with Apple Watch Bands 49mm 46mm 45mm 44mm 42mm 41mm 40mm 38mm, Soft Silicone Wristband Strap with Classic Clasp for iWatch Series 10 9 Ultra SE 8 7 6 5 4 3 2 1 for Women Men\", \"asin\": \"B08HRHZTG9\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Sport Bands Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 49mm,Soft Silicone Waterproof Strap for iWatch Ultra2 Series 9 Ultra 8 7 6 5 4 3 2 1 SE Women Men\", \"asin\": \"B08NJQJYFD\", \"price\": \"$7.98\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Sport Band Compatible with Apple Watch Band 44mm 45mm 46mm 40mm 42mm 38mm 41mm 49mm, Soft Silicone Waterproof Replacement Strap for iWatch Watch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra Women Men\", \"asin\": \"B0CWLGCVGB\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Compatible with Apple Watch Band 49mm 45mm 44mm 42mm 41mm 40mm 38mm, Solid Stainless Steel Metal Strap Replacement Watchband for Apple Watch Ultra2 Ultra iWatch Series 9 8 7 6 5 4 3 2 1 SE2 SE\", \"asin\": \"B0B6SC6N3D\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Compatible with Apple Watch Series 10 Band Series 9/8/7/6/5/4/SE/SE2, Nylon Sports Strap with Woven Design for 42mm/40mm/41mm/38mm (L, Grey)\", \"asin\": \"B09MZ97VT9\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"MioHHR Solid Stainless Steel Band Compatible with Apple Watch 44mm 42mm (Not Series 10), Metal Strap with Soft TPU Case for iWatch Series 6 5 4 3 2 1 SE Women and Men, Space Gray\", \"asin\": \"B08RB6JSJP\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Stretchy Solo Loop Strap Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Soft Nylon Elastic Strap Wristband for iWatch series 10 9 8 7 6 5 4 3 2 1 se Ultra Gray\", \"asin\": \"B08RYSVZ7H\", \"price\": \"$8.54\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9 Only 13 left in stock - order soon.\"},\n{\"title\": \"WJK Nylon Solo Loop Bands Compatible with Apple Watch 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Stretchy Strap Compatible with Apple Watch Series 10 9 8 7 6 5 4 3 2 1 Ultra 2 SE\", \"asin\": \"B0B5TD5DL5\", \"price\": \"$5.35\", \"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\": \"2025-04-08T02:27:59.523Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-06T21:26:50.441Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"apple watch \\u8868\\u5e26 light gray nylon\"}],\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 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\"asin\": \"B0892Z3K79\", \"price\": \"$16.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"DaQin 3 Pack Stretchy Solo Loop Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2\", \"asin\": \"B095W1SBNB\"}],\n\"search_results\": [{\"title\": \"BARTON WATCH BANDS - Military Style Nylon Watch Bands Compatible with Apple Watch Models - 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, SE, Ultra & Ultra 2\", \"asin\": \"B08TPNB8PQ\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Apr 18 - 19\"},\n{\"title\": \"BARTON WATCH BANDS Adapters compaitble with All Apple Watch Models - Small (38mm & 40mm) or Large (42mm & 44mm) Case Sizes - Fit 22mm Watch Straps\", \"asin\": \"B0716SKHHD\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Apr 18 - 19\"},\n{\"title\": \"SICCIDEN Slim Stretchy Bands Compatible with Apple Watch Band 42mm 41mm 40mm 38mm, Women Elastics Nylon Thin Strap for 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Ultra 2 1, Gray\", \"asin\": \"B0D6RMS3PK\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Sport Loop Nylon Band Compatible with Apple Watch Band 38mm/40mm/41mm/42mm for Series 10 Ultra 2 iWatch Series 10-1 Strap, Fit for iPhone Watch Band Women Men Stretchy Elastic Braided,armygreen\", \"asin\": \"B0BJD28RS9\", \"price\": \"$10.07\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"6 Pack Sport Nylon Loop Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Breathable Braided Straps for iWatch Series 10/9/8/7/6/5/4/3/SE/Ultra\", \"asin\": \"B0CYH4HRJ6\", \"price\": \"$10.49\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K39ZYQ\", \"price\": \"$8.99\", \"delivery\": \" 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9\"},\n{\"title\": \"Tensea (2 in 1) for Waterproof Apple Watch Screen Protector Case Series 9 8 7 41mm Accessories, iWatch Protective PC Face Cover Built-in Tempered Glass Film, Front and Back Bumper for Women Men, 41 mm\", \"asin\": \"B09Z1TSG3M\", \"price\": \"$12.97\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Braided Stretchy Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Nylon Elastic Straps Wristbands for iWatch Series 10 9 8 7 6 SE 5 4 3 2 Ultra Ultra 2\", \"asin\": \"B0BR93H51V\", \"price\": \"$13.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Sport Watch Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Silicone Replacement Strap with Classic Clasp for iWatch Ultra SE Series 10/9/8/7/6/5/4/3/2/1\", \"asin\": \"B0DC4832DJ\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Sport Band Compatible with Apple Watch Bands 49mm 46mm 45mm 44mm 42mm 41mm 40mm 38mm, Soft Silicone Wristband Strap with Classic Clasp for iWatch Series 10 9 Ultra SE 8 7 6 5 4 3 2 1 for Women Men\", \"asin\": \"B08HRHZTG9\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Sport Bands Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 49mm,Soft Silicone Waterproof Strap for iWatch Ultra2 Series 9 Ultra 8 7 6 5 4 3 2 1 SE Women Men\", \"asin\": \"B08NJQJYFD\", \"price\": \"$7.98\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Sport Band Compatible with Apple Watch Band 44mm 45mm 46mm 40mm 42mm 38mm 41mm 49mm, Soft Silicone Waterproof Replacement Strap for iWatch Watch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra Women Men\", \"asin\": \"B0CWLGCVGB\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Compatible with Apple Watch Band 49mm 45mm 44mm 42mm 41mm 40mm 38mm, Solid Stainless Steel Metal Strap Replacement Watchband for Apple Watch Ultra2 Ultra iWatch Series 9 8 7 6 5 4 3 2 1 SE2 SE\", \"asin\": \"B0B6SC6N3D\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Compatible with Apple Watch Series 10 Band Series 9/8/7/6/5/4/SE/SE2, Nylon Sports Strap with Woven Design for 42mm/40mm/41mm/38mm (L, Grey)\", \"asin\": \"B09MZ97VT9\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"MioHHR Solid Stainless Steel Band Compatible with Apple Watch 44mm 42mm (Not Series 10), Metal Strap with Soft TPU Case for iWatch Series 6 5 4 3 2 1 SE Women and Men, Space Gray\", \"asin\": \"B08RB6JSJP\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Stretchy Solo Loop Strap Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Soft Nylon Elastic Strap Wristband for iWatch series 10 9 8 7 6 5 4 3 2 1 se Ultra Gray\", \"asin\": \"B08RYSVZ7H\", \"price\": \"$8.54\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9 Only 13 left in stock - order soon.\"},\n{\"title\": \"WJK Nylon Solo Loop Bands Compatible with Apple Watch 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Stretchy Strap Compatible with Apple Watch Series 10 9 8 7 6 5 4 3 2 1 Ultra 2 SE\", \"asin\": \"B0B5TD5DL5\", \"price\": \"$5.35\", \"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\": \"2025-04-08T02:27:59.802Z\", // 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
2025-04-08T02:27:59.802Z
click
search
rule
train
2,576
2025-04-08T02:27:59.802Z
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": "2025-04-06T21:26:50.441Z", "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"} {"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"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} {"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"} {"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"} {"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"} {"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"} {"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"} {"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"} {"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:15:46.772Z", "action": "click_product", "action_argument": "B0043JTA7S"} {"timestamp": "2025-04-08T00:16:08.041Z", "action": "click_product", "action_argument": "B0777LRN9F"} {"timestamp": "2025-04-08T00:18:56.688Z", "action": "click_product", "action_argument": "B087MC1HW6"} {"timestamp": "2025-04-08T01:08:41.680Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray \u7f16\u7ec7"} {"timestamp": "2025-04-08T01:08:41.865Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:48.494Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray nylon"} {"timestamp": "2025-04-08T01:11:48.790Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:55.067Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:11:59.077Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-08T01:12:05.683Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:12:14.918Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:12.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:22.813Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:28.877Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:14:53.912Z", "action": "purchase", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T01:15:56.058Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:16:05.480Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:18:50.961Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:19:15.369Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:37.300Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:40.777Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:20:10.780Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:31:25.004Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:25.253Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:31.755Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 \u94f6"} {"timestamp": "2025-04-08T01:31:32.024Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:38.260Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 silver"} {"timestamp": "2025-04-08T01:31:38.516Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:42.383Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:43.603Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:43.858Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:12:01.493Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:12:24.164Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:12:35.377Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:37.752Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:39.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:40.989Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:42.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:44.115Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:45.754Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:57.777Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:20:17.611Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-08T02:20:17.649Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-08T02:24:25.794Z", "action": "click_product", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T02:24:27.519Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:25:15.270Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T02:26:57.406Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T02:27:00.610Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T02:27:37.905Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-08T02:27:52.506Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver light gray nylon"} {"timestamp": "2025-04-08T02:27:52.784Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:54.455Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:54.626Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:56.191Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:59.523Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 light gray nylon"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "apple watch \u8868\u5e26 light gray nylon"}], "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": "Sport Loop Nylon Band Compatible with Apple Watch Band 38mm/40mm/41mm/42mm for Series 10 Ultra 2 iWatch Series 10-1 Strap, Fit for iPhone Watch Band Women Men Stretchy Elastic Braided,armygreen", "asin": "B0BJD28RS9", "price": "$10.07", "quantity": ""}, {"title": "BARTON WATCH BANDS Adapters compaitble with All Apple Watch Models - Small (38mm & 40mm) or Large (42mm & 44mm) Case Sizes - Fit 22mm Watch Straps", "asin": "B0716SKHHD", "price": "$14.99", "quantity": ""}, {"title": "6 Pack Sport Nylon Loop Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Breathable Braided Straps for iWatch Series 10/9/8/7/6/5/4/3/SE/Ultra", "asin": "B0CYH4HRJ6", "price": "$10.49", "quantity": ""}, {"title": "Braided Stretchy Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Nylon Elastic Straps Wristbands for iWatch Series 10 9 8 7 6 SE 5 4 3 2 Ultra Ultra 2", "asin": "B0BR93H51V", "price": "$13.99", "quantity": ""}, {"title": "Compatible with Apple Watch Band 49mm 45mm 44mm 42mm 41mm 40mm 38mm, Solid Stainless Steel Metal Strap Replacement Watchband for Apple Watch Ultra2 Ultra iWatch Series 9 8 7 6 5 4 3 2 1 SE2 SE", "asin": "B0B6SC6N3D", "price": "$29.99", "quantity": ""}, {"title": "Savior Survival Gear Paracord Watch Band - Compatible with Apple Watch Band 49mm 45mm 44mm 42mm - iWatch Band Series Ultra 9 8 7 6 5 4 3 2 1 SE - Adjustable - Men & Women (Blue w/Silver HW, Large)", "asin": "B07ZG7CB7V", "price": "$28.95", "quantity": ""}, {"title": "Braided Stretchy Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Nylon Elastic Straps Wristbands for iWatch Series 10 9 8 7 6 SE 5 4 3 2 Ultra Ultra 2", "asin": "B0BR93H51V", "price": "$13.99", "quantity": ""}, {"title": "6 Pack Sport Nylon Loop Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Breathable Braided Straps for iWatch Series 10/9/8/7/6/5/4/3/SE/Ultra", "asin": "B0CYH4HRJ6", "price": "$10.49", "quantity": ""}, {"title": "WFEAGL Leather Bands Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women, Grain Leather Strap Slim Thin Wristband for iWatch Ultra SE SE2 Series 10 9 8 7 6 5 4 3 2 1", "asin": "B07T95GP3D", "price": "$16.99", "quantity": ""}, {"title": "SUPOIX Compatible with Apple Watch Band 38mm + Case, Women Jewelry Bling Diamond Metal Bands & 2 Pack Protective Cover Cases for iWatch Series 3/2/1(Silver/38mm)", "asin": "B0892Z3K79", "price": "$16.99", "quantity": ""}], "ads": [{"title": "DaQin 3 Pack Stretchy Solo Loop Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2", "asin": "B095W1SBNB"}], "search_results": [{"title": "BARTON WATCH BANDS - Military Style Nylon Watch Bands Compatible with Apple Watch Models - 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, SE, Ultra & Ultra 2", "asin": "B08TPNB8PQ", "price": "$28.99", "delivery": "FREE delivery Apr 18 - 19"}, {"title": "BARTON WATCH BANDS Adapters compaitble with All Apple Watch Models - Small (38mm & 40mm) or Large (42mm & 44mm) Case Sizes - Fit 22mm Watch Straps", "asin": "B0716SKHHD", "price": "$14.99", "delivery": "FREE delivery Apr 18 - 19"}, {"title": "SICCIDEN Slim Stretchy Bands Compatible with Apple Watch Band 42mm 41mm 40mm 38mm, Women Elastics Nylon Thin Strap for iWatch SE2 SE Series 10 9 8 7 6 5 4 3 2 1 (Light Gray/Silver)", "asin": "B098QB6FDG", "price": "$10.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap", "asin": "B0CKPB8DNK", "price": "$7.19", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "AMANECER Stretchy Nylon Watch Bands Compatible with Apple Watch Series 9/8/7/6/5/4/3 SE 2/1, Adjustable Braided Elastic Sport Loop Rugged Straps for iWatch Women Men (Storm Gray, 38/40/41MM)", "asin": "B08TCB32XQ", "price": "$9.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Getino Nylon Band Compatible with Apple Watch Bands 40mm 41mm 38mm 42mm 46mm 44mm 45mm 49mm Women Men, Breathable Soft Weave Stretchy Sport Strap for iWatch Series 10 9 8 7 6 5 4 3 SE Ultra 2 1, Gray", "asin": "B0D6RMS3PK", "price": "$9.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Sport Loop Nylon Band Compatible with Apple Watch Band 38mm/40mm/41mm/42mm for Series 10 Ultra 2 iWatch Series 10-1 Strap, Fit for iPhone Watch Band Women Men Stretchy Elastic Braided,armygreen", "asin": "B0BJD28RS9", "price": "$10.07", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "6 Pack Sport Nylon Loop Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Breathable Braided Straps for iWatch Series 10/9/8/7/6/5/4/3/SE/Ultra", "asin": "B0CYH4HRJ6", "price": "$10.49", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men", "asin": "B095K39ZYQ", "price": "$8.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Braided Stretchy Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Nylon Solo Loop Elastic Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B0D972C5QK", "price": "$5.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Zedoli Braided Solo Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men,Stretchy Nylon Sport Elastic Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra/Ultra 2", "asin": "B0CLDF2L63", "price": "$9.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Maledan Stretchy Solo Loop Compatible with Apple Watch Band Women Men 40mm 44mm 45mm 41mm 38mm 46mm 49mm 42mm,Soft Nylon Elastic Braided Strap Wristband for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B0D7RLV5WD", "price": "$7.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Tensea (2 in 1) for Waterproof Apple Watch Screen Protector Case Series 9 8 7 41mm Accessories, iWatch Protective PC Face Cover Built-in Tempered Glass Film, Front and Back Bumper for Women Men, 41 mm", "asin": "B09Z1TSG3M", "price": "$12.97", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Braided Stretchy Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Nylon Elastic Straps Wristbands for iWatch Series 10 9 8 7 6 SE 5 4 3 2 Ultra Ultra 2", "asin": "B0BR93H51V", "price": "$13.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Sport Watch Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Silicone Replacement Strap with Classic Clasp for iWatch Ultra SE Series 10/9/8/7/6/5/4/3/2/1", "asin": "B0DC4832DJ", "price": "$7.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Sport Band Compatible with Apple Watch Bands 49mm 46mm 45mm 44mm 42mm 41mm 40mm 38mm, Soft Silicone Wristband Strap with Classic Clasp for iWatch Series 10 9 Ultra SE 8 7 6 5 4 3 2 1 for Women Men", "asin": "B08HRHZTG9", "price": "$9.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Sport Bands Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 49mm,Soft Silicone Waterproof Strap for iWatch Ultra2 Series 9 Ultra 8 7 6 5 4 3 2 1 SE Women Men", "asin": "B08NJQJYFD", "price": "$7.98", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Sport Band Compatible with Apple Watch Band 44mm 45mm 46mm 40mm 42mm 38mm 41mm 49mm, Soft Silicone Waterproof Replacement Strap for iWatch Watch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra Women Men", "asin": "B0CWLGCVGB", "price": "$7.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Compatible with Apple Watch Band 49mm 45mm 44mm 42mm 41mm 40mm 38mm, Solid Stainless Steel Metal Strap Replacement Watchband for Apple Watch Ultra2 Ultra iWatch Series 9 8 7 6 5 4 3 2 1 SE2 SE", "asin": "B0B6SC6N3D", "price": "$29.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Compatible with Apple Watch Series 10 Band Series 9/8/7/6/5/4/SE/SE2, Nylon Sports Strap with Woven Design for 42mm/40mm/41mm/38mm (L, Grey)", "asin": "B09MZ97VT9", "price": "$18.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "MioHHR Solid Stainless Steel Band Compatible with Apple Watch 44mm 42mm (Not Series 10), Metal Strap with Soft TPU Case for iWatch Series 6 5 4 3 2 1 SE Women and Men, Space Gray", "asin": "B08RB6JSJP", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Stretchy Solo Loop Strap Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Soft Nylon Elastic Strap Wristband for iWatch series 10 9 8 7 6 5 4 3 2 1 se Ultra Gray", "asin": "B08RYSVZ7H", "price": "$8.54", "delivery": " Two-Day FREE delivery Wed, Apr 9 Only 13 left in stock - order soon."}, {"title": "WJK Nylon Solo Loop Bands Compatible with Apple Watch 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Stretchy Strap Compatible with Apple Watch Series 10 9 8 7 6 5 4 3 2 1 Ultra 2 SE", "asin": "B0B5TD5DL5", "price": "$5.35", "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": "2025-04-08T02:27:59.802Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-08T02:27:59.802Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-08T02:27:59.802Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "index": 2576, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-06T21:26:50.441Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"apple watch \\u8868\\u5e26 light gray nylon\"}],\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\": \"Sport Loop Nylon Band Compatible with Apple Watch Band 38mm/40mm/41mm/42mm for Series 10 Ultra 2 iWatch Series 10-1 Strap, Fit for iPhone Watch Band Women Men Stretchy Elastic Braided,armygreen\", \"asin\": \"B0BJD28RS9\", \"price\": \"$10.07\", \"quantity\": \"\"},\n{\"title\": \"BARTON WATCH BANDS Adapters compaitble with All Apple Watch Models - Small (38mm & 40mm) or Large (42mm & 44mm) Case Sizes - Fit 22mm Watch Straps\", \"asin\": \"B0716SKHHD\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Sport Nylon Loop Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Breathable Braided Straps for iWatch Series 10/9/8/7/6/5/4/3/SE/Ultra\", \"asin\": \"B0CYH4HRJ6\", \"price\": \"$10.49\", \"quantity\": \"\"},\n{\"title\": \"Braided Stretchy Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Nylon Elastic Straps Wristbands for iWatch Series 10 9 8 7 6 SE 5 4 3 2 Ultra Ultra 2\", \"asin\": \"B0BR93H51V\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Compatible with Apple Watch Band 49mm 45mm 44mm 42mm 41mm 40mm 38mm, Solid Stainless Steel Metal Strap Replacement Watchband for Apple Watch Ultra2 Ultra iWatch Series 9 8 7 6 5 4 3 2 1 SE2 SE\", \"asin\": \"B0B6SC6N3D\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Savior Survival Gear Paracord Watch Band - Compatible with Apple Watch Band 49mm 45mm 44mm 42mm - iWatch Band Series Ultra 9 8 7 6 5 4 3 2 1 SE - Adjustable - Men & Women (Blue w/Silver HW, Large)\", \"asin\": \"B07ZG7CB7V\", \"price\": \"$28.95\", \"quantity\": \"\"},\n{\"title\": \"Braided Stretchy Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Nylon Elastic Straps Wristbands for iWatch Series 10 9 8 7 6 SE 5 4 3 2 Ultra Ultra 2\", \"asin\": \"B0BR93H51V\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Sport Nylon Loop Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Breathable Braided Straps for iWatch Series 10/9/8/7/6/5/4/3/SE/Ultra\", \"asin\": \"B0CYH4HRJ6\", \"price\": \"$10.49\", \"quantity\": \"\"},\n{\"title\": \"WFEAGL Leather Bands Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women, Grain Leather Strap Slim Thin Wristband for iWatch Ultra SE SE2 Series 10 9 8 7 6 5 4 3 2 1\", \"asin\": \"B07T95GP3D\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"SUPOIX Compatible with Apple Watch Band 38mm + Case, Women Jewelry Bling Diamond Metal Bands & 2 Pack Protective Cover Cases for iWatch Series 3/2/1(Silver/38mm)\", \"asin\": \"B0892Z3K79\", \"price\": \"$16.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"DaQin 3 Pack Stretchy Solo Loop Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2\", \"asin\": \"B095W1SBNB\"}],\n\"search_results\": [{\"title\": \"BARTON WATCH BANDS - Military Style Nylon Watch Bands Compatible with Apple Watch Models - 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, SE, Ultra & Ultra 2\", \"asin\": \"B08TPNB8PQ\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Apr 18 - 19\"},\n{\"title\": \"BARTON WATCH BANDS Adapters compaitble with All Apple Watch Models - Small (38mm & 40mm) or Large (42mm & 44mm) Case Sizes - Fit 22mm Watch Straps\", \"asin\": \"B0716SKHHD\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Apr 18 - 19\"},\n{\"title\": \"SICCIDEN Slim Stretchy Bands Compatible with Apple Watch Band 42mm 41mm 40mm 38mm, Women Elastics Nylon Thin Strap for iWatch SE2 SE Series 10 9 8 7 6 5 4 3 2 1 (Light Gray/Silver)\", \"asin\": \"B098QB6FDG\", \"price\": \"$10.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap\", \"asin\": \"B0CKPB8DNK\", \"price\": \"$7.19\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"AMANECER Stretchy Nylon Watch Bands Compatible with Apple Watch Series 9/8/7/6/5/4/3 SE 2/1, Adjustable Braided Elastic Sport Loop Rugged Straps for iWatch Women Men (Storm Gray, 38/40/41MM)\", \"asin\": \"B08TCB32XQ\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Getino Nylon Band Compatible with Apple Watch Bands 40mm 41mm 38mm 42mm 46mm 44mm 45mm 49mm Women Men, Breathable Soft Weave Stretchy Sport Strap for iWatch Series 10 9 8 7 6 5 4 3 SE Ultra 2 1, Gray\", \"asin\": \"B0D6RMS3PK\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Sport Loop Nylon Band Compatible with Apple Watch Band 38mm/40mm/41mm/42mm for Series 10 Ultra 2 iWatch Series 10-1 Strap, Fit for iPhone Watch Band Women Men Stretchy Elastic Braided,armygreen\", \"asin\": \"B0BJD28RS9\", \"price\": \"$10.07\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"6 Pack Sport Nylon Loop Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Breathable Braided Straps for iWatch Series 10/9/8/7/6/5/4/3/SE/Ultra\", \"asin\": \"B0CYH4HRJ6\", \"price\": \"$10.49\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K39ZYQ\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Braided Stretchy Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Nylon Solo Loop Elastic Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0D972C5QK\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Zedoli Braided Solo Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men,Stretchy Nylon Sport Elastic Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra/Ultra 2\", \"asin\": \"B0CLDF2L63\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Maledan Stretchy Solo Loop Compatible with Apple Watch Band Women Men 40mm 44mm 45mm 41mm 38mm 46mm 49mm 42mm,Soft Nylon Elastic Braided Strap Wristband for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0D7RLV5WD\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Tensea (2 in 1) for Waterproof Apple Watch Screen Protector Case Series 9 8 7 41mm Accessories, iWatch Protective PC Face Cover Built-in Tempered Glass Film, Front and Back Bumper for Women Men, 41 mm\", \"asin\": \"B09Z1TSG3M\", \"price\": \"$12.97\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Braided Stretchy Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Nylon Elastic Straps Wristbands for iWatch Series 10 9 8 7 6 SE 5 4 3 2 Ultra Ultra 2\", \"asin\": \"B0BR93H51V\", \"price\": \"$13.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Sport Watch Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Silicone Replacement Strap with Classic Clasp for iWatch Ultra SE Series 10/9/8/7/6/5/4/3/2/1\", \"asin\": \"B0DC4832DJ\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Sport Band Compatible with Apple Watch Bands 49mm 46mm 45mm 44mm 42mm 41mm 40mm 38mm, Soft Silicone Wristband Strap with Classic Clasp for iWatch Series 10 9 Ultra SE 8 7 6 5 4 3 2 1 for Women Men\", \"asin\": \"B08HRHZTG9\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Sport Bands Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 49mm,Soft Silicone Waterproof Strap for iWatch Ultra2 Series 9 Ultra 8 7 6 5 4 3 2 1 SE Women Men\", \"asin\": \"B08NJQJYFD\", \"price\": \"$7.98\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Sport Band Compatible with Apple Watch Band 44mm 45mm 46mm 40mm 42mm 38mm 41mm 49mm, Soft Silicone Waterproof Replacement Strap for iWatch Watch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra Women Men\", \"asin\": \"B0CWLGCVGB\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Compatible with Apple Watch Band 49mm 45mm 44mm 42mm 41mm 40mm 38mm, Solid Stainless Steel Metal Strap Replacement Watchband for Apple Watch Ultra2 Ultra iWatch Series 9 8 7 6 5 4 3 2 1 SE2 SE\", \"asin\": \"B0B6SC6N3D\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Compatible with Apple Watch Series 10 Band Series 9/8/7/6/5/4/SE/SE2, Nylon Sports Strap with Woven Design for 42mm/40mm/41mm/38mm (L, Grey)\", \"asin\": \"B09MZ97VT9\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"MioHHR Solid Stainless Steel Band Compatible with Apple Watch 44mm 42mm (Not Series 10), Metal Strap with Soft TPU Case for iWatch Series 6 5 4 3 2 1 SE Women and Men, Space Gray\", \"asin\": \"B08RB6JSJP\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Stretchy Solo Loop Strap Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Soft Nylon Elastic Strap Wristband for iWatch series 10 9 8 7 6 5 4 3 2 1 se Ultra Gray\", \"asin\": \"B08RYSVZ7H\", \"price\": \"$8.54\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9 Only 13 left in stock - order soon.\"},\n{\"title\": \"WJK Nylon Solo Loop Bands Compatible with Apple Watch 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Stretchy Strap Compatible with Apple Watch Series 10 9 8 7 6 5 4 3 2 1 Ultra 2 SE\", \"asin\": \"B0B5TD5DL5\", \"price\": \"$5.35\", \"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\": \"2025-04-08T02:27:59.802Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-06T21:26:50.441Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"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\": \"apple watch \\u8868\\u5e26 light gray nylon\"}],\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\": \"Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 42mm 44mm iWatch Series 6 5 SE 4 3 2 1 Strap, Nylon Velcro Women Men Stretchy Elastic Braided Adjustable Wristband, 38mm 40mm Dark Black\", \"asin\": \"B098F37DJP\", \"price\": \"$10.07\", \"quantity\": \"\"},\n{\"title\": \"Hiking Trail Nylon Band | The Original Rugged Compatible with Apple Watch Band for Men & Women - Soft, Breathable, Woven Water-Resistant Nylon Mens iWatch Strap | Fits Ultra 2 & Ultra 49mm 46mm 45mm 44mm Series 10 & All Models (Black)\", \"asin\": \"B01MF8HYMI\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band Series 10 46mm, 49mm 45mm 42mm 44mm For Men Women,Adjustable Velcro Watch Band Braided for iWatch Ultra 2 SE Series 10 9 8 7 6 5 4 3 2 1\", \"asin\": \"B0DZC829RZ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Bandiction Compatible with Apple Watch Series 3 38mm Series 5 40mm iWatch Bands 38mm 40mm 41mm, Soft Silicone Sport Replacement Strap Compatible for iWatch SE Series 10 9 8 7 6 5 4 3 2 1 Ultra\", \"asin\": \"B08QDG9WYD\", \"price\": \"$8.98\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Sport Nylon Loop Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Breathable Braided Straps for iWatch Series 10/9/8/7/6/5/4/3/SE/Ultra\", \"asin\": \"B0CYH4HRJ6\", \"price\": \"$10.49\", \"quantity\": \"\"},\n{\"title\": \"Braided Stretchy Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Nylon Elastic Straps Wristbands for iWatch Series 10 9 8 7 6 SE 5 4 3 2 Ultra Ultra 2\", \"asin\": \"B0BR93H51V\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Sport Nylon Loop Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Breathable Braided Straps for iWatch Series 10/9/8/7/6/5/4/3/SE/Ultra\", \"asin\": \"B0CYH4HRJ6\", \"price\": \"$10.49\", \"quantity\": \"\"},\n{\"title\": \"Bandiction Compatible with Apple Watch Series 3 38mm Series 5 40mm iWatch Bands 38mm 40mm 41mm, Soft Silicone Sport Replacement Strap Compatible for iWatch SE Series 10 9 8 7 6 5 4 3 2 1 Ultra\", \"asin\": \"B08QD72SSN\", \"price\": \"$7.98\", \"quantity\": \"\"},\n{\"title\": \"Savior Survival Gear Paracord Watch Band - Compatible with Apple Watch Band 49mm 45mm 44mm 42mm - iWatch Band Series Ultra 9 8 7 6 5 4 3 2 1 SE - Adjustable - Men & Women (Blue w/Silver HW, Large)\", \"asin\": \"B07ZG7CB7V\", \"price\": \"$28.95\", \"quantity\": \"\"},\n{\"title\": \"WFEAGL Leather Bands Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women, Grain Leather Strap Slim Thin Wristband for iWatch Ultra SE SE2 Series 10 9 8 7 6 5 4 3 2 1\", \"asin\": \"B07T95GP3D\", \"price\": \"$16.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"DaQin 3 Pack Stretchy Solo Loop Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2\", \"asin\": \"B095W1SBNB\"}],\n\"search_results\": [{\"title\": \"BARTON WATCH BANDS - Military Style Nylon Watch Bands Compatible with Apple Watch Models - 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, SE, Ultra & Ultra 2\", \"asin\": \"B08TPNB8PQ\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Apr 18 - 19\"},\n{\"title\": \"BARTON WATCH BANDS Adapters compaitble with All Apple Watch Models - Small (38mm & 40mm) or Large (42mm & 44mm) Case Sizes - Fit 22mm Watch Straps\", \"asin\": \"B0716SKHHD\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Apr 18 - 19\"},\n{\"title\": \"AMANECER Stretchy Nylon Watch Bands Compatible with Apple Watch Series 9/8/7/6/5/4/3 SE 2/1, Adjustable Braided Elastic Sport Loop Rugged Straps for iWatch Women Men (Storm Gray, 38/40/41MM)\", \"asin\": \"B08TCB32XQ\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap\", \"asin\": \"B0CKPB8DNK\", \"price\": \"$7.19\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Getino Nylon Band Compatible with Apple Watch Bands 40mm 41mm 38mm 42mm 46mm 44mm 45mm 49mm Women Men, Breathable Soft Weave Stretchy Sport Strap for iWatch Series 10 9 8 7 6 5 4 3 SE Ultra 2 1, Gray\", \"asin\": \"B0D6RMS3PK\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K39ZYQ\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Hiking Trail Nylon Band | The Original Rugged Compatible with Apple Watch Band for Men & Women - Soft, Breathable, Woven Water-Resistant Nylon Mens iWatch Strap | Fits Ultra 2 & Ultra 49mm 46mm 45mm 44mm Series 10 & All Models (Black)\", \"asin\": \"B01MF8HYMI\", \"price\": \"$25.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 42mm 44mm iWatch Series 6 5 SE 4 3 2 1 Strap, Nylon Velcro Women Men Stretchy Elastic Braided Adjustable Wristband, 38mm 40mm Dark Black\", \"asin\": \"B098F37DJP\", \"price\": \"$10.07\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Braided Stretchy Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Nylon Solo Loop Elastic Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0D972C5QK\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Stretchy Solo Loop Strap Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Soft Nylon Elastic Strap Wristband for iWatch series 10 9 8 7 6 5 4 3 2 1 se Ultra Twill Weave-Light Gray\", \"asin\": \"B08ZSHTCTJ\", \"price\": \"$8.54\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Stretchy Solo Loop Bands Compatible with Apple Watch 38mm 40mm 41mm Braided Elastic Weave Nylon Wristbands Women Men Straps for iWatch Series 7/6/5/4/3/2/1/SE Light Gray\", \"asin\": \"B09XVHWFK2\", \"price\": \"$5.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"DaQin Nylon Sport Loop Compatible with Apple Watch Band 40mm 38mm 41mm 42mm 44mm 45mm 46mm 49mm, Soft Breathable Braided Wristbands for iWatch Band for Women Men Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DCFSJQ2Q\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"6 Pack Sport Nylon Loop Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Breathable Braided Straps for iWatch Series 10/9/8/7/6/5/4/3/SE/Ultra\", \"asin\": \"B0CYH4HRJ6\", \"price\": \"$10.49\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band Series 10 46mm, 49mm 45mm 42mm 44mm For Men Women,Adjustable Velcro Watch Band Braided for iWatch Ultra 2 SE Series 10 9 8 7 6 5 4 3 2 1\", \"asin\": \"B0DZC829RZ\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Maledan Stretchy Solo Loop Compatible with Apple Watch Band Women Men 40mm 44mm 45mm 41mm 38mm 46mm 49mm 42mm,Soft Nylon Elastic Braided Strap Wristband for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0D7RLV5WD\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"AMSKY Sport Nylon Loop Band Compatible with Apple Watch Bands 38MM 40MM 41MM 42MM 44MM 45MM 46MM 49MM Women Men,Starlight Adjustable Straps for iWatch Band Series 10 SE 9 8 7 6 5 4 3 2 Ultra\", \"asin\": \"B0D6W27HKZ\", \"price\": \"$9.48\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Silicone Sport Band Compatible with Apple Watch 41mm 40mm 38mm 46mm 45mm 44mm 42mm 49mm for Women Men, Soft Strap Replacement Wristband for iWatch Series SE 10 9 8 7 6 5 4 3 2 1 Ultra\", \"asin\": \"B0CWD86W4R\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Sport Band Compatible with Apple Watch Bands 49mm 46mm 45mm 44mm 42mm 41mm 40mm 38mm, Soft Silicone Wristband Strap with Classic Clasp for iWatch Series 10 9 Ultra SE 8 7 6 5 4 3 2 1 for Women Men\", \"asin\": \"B08HRHZTG9\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Braided Stretchy Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Nylon Elastic Straps Wristbands for iWatch Series 10 9 8 7 6 SE 5 4 3 2 Ultra Ultra 2\", \"asin\": \"B0BR93H51V\", \"price\": \"$13.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Stretchy Braided Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Adjustable Elastic Nylon for iWatch Series 10 9 8 7 6 5 4 3 2 Se Ultra Ultra 2\", \"asin\": \"B096SB6GVV\", \"price\": \"$8.54\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"CARTERJETT Hiking Trail Nylon Band | Compatible with Apple Watch 42/41/40mm | Sports Watch Band for Men & Women - Soft, Breathable, Woven Water-Resistant Nylon - Casper Gray\", \"asin\": \"B07474CFTW\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 11 for Prime members Only 7 left in stock - order soon.\"},\n{\"title\": \"WJK Nylon Solo Loop Bands Compatible with Apple Watch 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Stretchy Strap Compatible with Apple Watch Series 10 9 8 7 6 5 4 3 2 1 Ultra 2 SE\", \"asin\": \"B0B5TD5DL5\", \"price\": \"$5.35\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Adjustable Breathable Women Men Braided Strap Compatible for iWatch Series 10/9/8/7/6/5/4/3 SE Ultra 1/2\", \"asin\": \"B09K58ZT9Y\", \"price\": \"$8.97\", \"delivery\": \"FREE delivery Thu, Apr 10\"}]\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\": \"2025-04-08T02:28:19.403Z\", // 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
2025-04-08T02:28:19.403Z
click_product
B095K39ZYQ
rule
train
2,577
2025-04-08T02:28:19.403Z
click_product
B095K39ZYQ
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"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": 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This Amazon page is the context you observed after performing your last action. 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Compatible with Apple Watch Band 49mm 45mm 44mm 42mm - iWatch Band Series Ultra 9 8 7 6 5 4 3 2 1 SE - Adjustable - Men & Women (Blue w/Silver HW, Large)", "asin": "B07ZG7CB7V", "price": "$28.95", "quantity": ""}, {"title": "WFEAGL Leather Bands Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women, Grain Leather Strap Slim Thin Wristband for iWatch Ultra SE SE2 Series 10 9 8 7 6 5 4 3 2 1", "asin": "B07T95GP3D", "price": "$16.99", "quantity": ""}], "ads": [{"title": "DaQin 3 Pack Stretchy Solo Loop Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2", "asin": "B095W1SBNB"}], "search_results": [{"title": "BARTON WATCH BANDS - Military Style Nylon Watch Bands Compatible with Apple Watch Models - 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, SE, Ultra & Ultra 2", "asin": "B08TPNB8PQ", "price": "$28.99", "delivery": "FREE delivery Apr 18 - 19"}, {"title": "BARTON WATCH BANDS Adapters compaitble with All Apple Watch Models - Small (38mm & 40mm) or Large (42mm & 44mm) Case Sizes - Fit 22mm Watch Straps", "asin": "B0716SKHHD", "price": "$14.99", "delivery": "FREE delivery Apr 18 - 19"}, {"title": "AMANECER Stretchy Nylon Watch Bands Compatible with Apple Watch Series 9/8/7/6/5/4/3 SE 2/1, Adjustable Braided Elastic Sport Loop Rugged Straps for iWatch Women Men (Storm Gray, 38/40/41MM)", "asin": "B08TCB32XQ", "price": "$9.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap", "asin": "B0CKPB8DNK", "price": "$7.19", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Getino Nylon Band Compatible with Apple Watch Bands 40mm 41mm 38mm 42mm 46mm 44mm 45mm 49mm Women Men, Breathable Soft Weave Stretchy Sport Strap for iWatch Series 10 9 8 7 6 5 4 3 SE Ultra 2 1, Gray", "asin": "B0D6RMS3PK", "price": "$9.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men", "asin": "B095K39ZYQ", "price": "$8.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Hiking Trail Nylon Band | The Original Rugged Compatible with Apple Watch Band for Men & Women - Soft, Breathable, Woven Water-Resistant Nylon Mens iWatch Strap | Fits Ultra 2 & Ultra 49mm 46mm 45mm 44mm Series 10 & All Models (Black)", "asin": "B01MF8HYMI", "price": "$25.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 42mm 44mm iWatch Series 6 5 SE 4 3 2 1 Strap, Nylon Velcro Women Men Stretchy Elastic Braided Adjustable Wristband, 38mm 40mm Dark Black", "asin": "B098F37DJP", "price": "$10.07", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Braided Stretchy Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Nylon Solo Loop Elastic Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B0D972C5QK", "price": "$5.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Stretchy Solo Loop Strap Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Soft Nylon Elastic Strap Wristband for iWatch series 10 9 8 7 6 5 4 3 2 1 se Ultra Twill Weave-Light Gray", "asin": "B08ZSHTCTJ", "price": "$8.54", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Stretchy Solo Loop Bands Compatible with Apple Watch 38mm 40mm 41mm Braided Elastic Weave Nylon Wristbands Women Men Straps for iWatch Series 7/6/5/4/3/2/1/SE Light Gray", "asin": "B09XVHWFK2", "price": "$5.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "DaQin Nylon Sport Loop Compatible with Apple Watch Band 40mm 38mm 41mm 42mm 44mm 45mm 46mm 49mm, Soft Breathable Braided Wristbands for iWatch Band for Women Men Series 10 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B0DCFSJQ2Q", "price": "$9.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "6 Pack Sport Nylon Loop Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Breathable Braided Straps for iWatch Series 10/9/8/7/6/5/4/3/SE/Ultra", "asin": "B0CYH4HRJ6", "price": "$10.49", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Nylon Sport Band Compatible with Apple Watch Band Series 10 46mm, 49mm 45mm 42mm 44mm For Men Women,Adjustable Velcro Watch Band Braided for iWatch Ultra 2 SE Series 10 9 8 7 6 5 4 3 2 1", "asin": "B0DZC829RZ", "price": "$18.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Maledan Stretchy Solo Loop Compatible with Apple Watch Band Women Men 40mm 44mm 45mm 41mm 38mm 46mm 49mm 42mm,Soft Nylon Elastic Braided Strap Wristband for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B0D7RLV5WD", "price": "$7.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "AMSKY Sport Nylon Loop Band Compatible with Apple Watch Bands 38MM 40MM 41MM 42MM 44MM 45MM 46MM 49MM Women Men,Starlight Adjustable Straps for iWatch Band Series 10 SE 9 8 7 6 5 4 3 2 Ultra", "asin": "B0D6W27HKZ", "price": "$9.48", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Silicone Sport Band Compatible with Apple Watch 41mm 40mm 38mm 46mm 45mm 44mm 42mm 49mm for Women Men, Soft Strap Replacement Wristband for iWatch Series SE 10 9 8 7 6 5 4 3 2 1 Ultra", "asin": "B0CWD86W4R", "price": "$7.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Sport Band Compatible with Apple Watch Bands 49mm 46mm 45mm 44mm 42mm 41mm 40mm 38mm, Soft Silicone Wristband Strap with Classic Clasp for iWatch Series 10 9 Ultra SE 8 7 6 5 4 3 2 1 for Women Men", "asin": "B08HRHZTG9", "price": "$9.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Braided Stretchy Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Nylon Elastic Straps Wristbands for iWatch Series 10 9 8 7 6 SE 5 4 3 2 Ultra Ultra 2", "asin": "B0BR93H51V", "price": "$13.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Stretchy Braided Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Adjustable Elastic Nylon for iWatch Series 10 9 8 7 6 5 4 3 2 Se Ultra Ultra 2", "asin": "B096SB6GVV", "price": "$8.54", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "CARTERJETT Hiking Trail Nylon Band | Compatible with Apple Watch 42/41/40mm | Sports Watch Band for Men & Women - Soft, Breathable, Woven Water-Resistant Nylon - Casper Gray", "asin": "B07474CFTW", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 11 for Prime members Only 7 left in stock - order soon."}, {"title": "WJK Nylon Solo Loop Bands Compatible with Apple Watch 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Stretchy Strap Compatible with Apple Watch Series 10 9 8 7 6 5 4 3 2 1 Ultra 2 SE", "asin": "B0B5TD5DL5", "price": "$5.35", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Adjustable Breathable Women Men Braided Strap Compatible for iWatch Series 10/9/8/7/6/5/4/3 SE Ultra 1/2", "asin": "B09K58ZT9Y", "price": "$8.97", "delivery": "FREE delivery Thu, Apr 10"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-08T02:28:19.403Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-08T02:28:19.403Z\",\"action\": \"click_product\",\"acion_argument\": \"B095K39ZYQ\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-08T02:28:19.403Z\",\"action\": \"click_product\",\"acion_argument\": \"B095K39ZYQ\",}</answer>", "index": 2577, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-06T21:26:50.441Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"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\": \"apple watch \\u8868\\u5e26 light gray nylon\"}],\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\": \"Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 42mm 44mm iWatch Series 6 5 SE 4 3 2 1 Strap, Nylon Velcro Women Men Stretchy Elastic Braided Adjustable Wristband, 38mm 40mm Dark Black\", \"asin\": \"B098F37DJP\", \"price\": \"$10.07\", \"quantity\": \"\"},\n{\"title\": \"Hiking Trail Nylon Band | The Original Rugged Compatible with Apple Watch Band for Men & Women - Soft, Breathable, Woven Water-Resistant Nylon Mens iWatch Strap | Fits Ultra 2 & Ultra 49mm 46mm 45mm 44mm Series 10 & All Models (Black)\", \"asin\": \"B01MF8HYMI\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band Series 10 46mm, 49mm 45mm 42mm 44mm For Men Women,Adjustable Velcro Watch Band Braided for iWatch Ultra 2 SE Series 10 9 8 7 6 5 4 3 2 1\", \"asin\": \"B0DZC829RZ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Bandiction Compatible with Apple Watch Series 3 38mm Series 5 40mm iWatch Bands 38mm 40mm 41mm, Soft Silicone Sport Replacement Strap Compatible for iWatch SE Series 10 9 8 7 6 5 4 3 2 1 Ultra\", \"asin\": \"B08QDG9WYD\", \"price\": \"$8.98\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Sport Nylon Loop Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Breathable Braided Straps for iWatch Series 10/9/8/7/6/5/4/3/SE/Ultra\", \"asin\": \"B0CYH4HRJ6\", \"price\": \"$10.49\", \"quantity\": \"\"},\n{\"title\": \"Braided Stretchy Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Nylon Elastic Straps Wristbands for iWatch Series 10 9 8 7 6 SE 5 4 3 2 Ultra Ultra 2\", \"asin\": \"B0BR93H51V\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Sport Nylon Loop Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Breathable Braided Straps for iWatch Series 10/9/8/7/6/5/4/3/SE/Ultra\", \"asin\": \"B0CYH4HRJ6\", \"price\": \"$10.49\", \"quantity\": \"\"},\n{\"title\": \"Bandiction Compatible with Apple Watch Series 3 38mm Series 5 40mm iWatch Bands 38mm 40mm 41mm, Soft Silicone Sport Replacement Strap Compatible for iWatch SE Series 10 9 8 7 6 5 4 3 2 1 Ultra\", \"asin\": \"B08QD72SSN\", \"price\": \"$7.98\", \"quantity\": \"\"},\n{\"title\": \"Savior Survival Gear Paracord Watch Band - Compatible with Apple Watch Band 49mm 45mm 44mm 42mm - iWatch Band Series Ultra 9 8 7 6 5 4 3 2 1 SE - Adjustable - Men & Women (Blue w/Silver HW, Large)\", \"asin\": \"B07ZG7CB7V\", \"price\": \"$28.95\", \"quantity\": \"\"},\n{\"title\": \"WFEAGL Leather Bands Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women, Grain Leather Strap Slim Thin Wristband for iWatch Ultra SE SE2 Series 10 9 8 7 6 5 4 3 2 1\", \"asin\": \"B07T95GP3D\", \"price\": \"$16.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"DaQin 3 Pack Stretchy Solo Loop Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2\", \"asin\": \"B095W1SBNB\"}],\n\"search_results\": [{\"title\": \"BARTON WATCH BANDS - Military Style Nylon Watch Bands Compatible with Apple Watch Models - 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, SE, Ultra & Ultra 2\", \"asin\": \"B08TPNB8PQ\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Apr 18 - 19\"},\n{\"title\": \"BARTON WATCH BANDS Adapters compaitble with All Apple Watch Models - Small (38mm & 40mm) or Large (42mm & 44mm) Case Sizes - Fit 22mm Watch Straps\", \"asin\": \"B0716SKHHD\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Apr 18 - 19\"},\n{\"title\": \"AMANECER Stretchy Nylon Watch Bands Compatible with Apple Watch Series 9/8/7/6/5/4/3 SE 2/1, Adjustable Braided Elastic Sport Loop Rugged Straps for iWatch Women Men (Storm Gray, 38/40/41MM)\", \"asin\": \"B08TCB32XQ\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap\", \"asin\": \"B0CKPB8DNK\", \"price\": \"$7.19\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Getino Nylon Band Compatible with Apple Watch Bands 40mm 41mm 38mm 42mm 46mm 44mm 45mm 49mm Women Men, Breathable Soft Weave Stretchy Sport Strap for iWatch Series 10 9 8 7 6 5 4 3 SE Ultra 2 1, Gray\", \"asin\": \"B0D6RMS3PK\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K39ZYQ\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Hiking Trail Nylon Band | The Original Rugged Compatible with Apple Watch Band for Men & Women - Soft, Breathable, Woven Water-Resistant Nylon Mens iWatch Strap | Fits Ultra 2 & Ultra 49mm 46mm 45mm 44mm Series 10 & All Models (Black)\", \"asin\": \"B01MF8HYMI\", \"price\": \"$25.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 42mm 44mm iWatch Series 6 5 SE 4 3 2 1 Strap, Nylon Velcro Women Men Stretchy Elastic Braided Adjustable Wristband, 38mm 40mm Dark Black\", \"asin\": \"B098F37DJP\", \"price\": \"$10.07\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Braided Stretchy Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Nylon Solo Loop Elastic Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0D972C5QK\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Stretchy Solo Loop Strap Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Soft Nylon Elastic Strap Wristband for iWatch series 10 9 8 7 6 5 4 3 2 1 se Ultra Twill Weave-Light Gray\", \"asin\": \"B08ZSHTCTJ\", \"price\": \"$8.54\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Stretchy Solo Loop Bands Compatible with Apple Watch 38mm 40mm 41mm Braided Elastic Weave Nylon Wristbands Women Men Straps for iWatch Series 7/6/5/4/3/2/1/SE Light Gray\", \"asin\": \"B09XVHWFK2\", \"price\": \"$5.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"DaQin Nylon Sport Loop Compatible with Apple Watch Band 40mm 38mm 41mm 42mm 44mm 45mm 46mm 49mm, Soft Breathable Braided Wristbands for iWatch Band for Women Men Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DCFSJQ2Q\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"6 Pack Sport Nylon Loop Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Breathable Braided Straps for iWatch Series 10/9/8/7/6/5/4/3/SE/Ultra\", \"asin\": \"B0CYH4HRJ6\", \"price\": \"$10.49\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band Series 10 46mm, 49mm 45mm 42mm 44mm For Men Women,Adjustable Velcro Watch Band Braided for iWatch Ultra 2 SE Series 10 9 8 7 6 5 4 3 2 1\", \"asin\": \"B0DZC829RZ\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Maledan Stretchy Solo Loop Compatible with Apple Watch Band Women Men 40mm 44mm 45mm 41mm 38mm 46mm 49mm 42mm,Soft Nylon Elastic Braided Strap Wristband for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0D7RLV5WD\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"AMSKY Sport Nylon Loop Band Compatible with Apple Watch Bands 38MM 40MM 41MM 42MM 44MM 45MM 46MM 49MM Women Men,Starlight Adjustable Straps for iWatch Band Series 10 SE 9 8 7 6 5 4 3 2 Ultra\", \"asin\": \"B0D6W27HKZ\", \"price\": \"$9.48\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Silicone Sport Band Compatible with Apple Watch 41mm 40mm 38mm 46mm 45mm 44mm 42mm 49mm for Women Men, Soft Strap Replacement Wristband for iWatch Series SE 10 9 8 7 6 5 4 3 2 1 Ultra\", \"asin\": \"B0CWD86W4R\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Sport Band Compatible with Apple Watch Bands 49mm 46mm 45mm 44mm 42mm 41mm 40mm 38mm, Soft Silicone Wristband Strap with Classic Clasp for iWatch Series 10 9 Ultra SE 8 7 6 5 4 3 2 1 for Women Men\", \"asin\": \"B08HRHZTG9\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Braided Stretchy Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Nylon Elastic Straps Wristbands for iWatch Series 10 9 8 7 6 SE 5 4 3 2 Ultra Ultra 2\", \"asin\": \"B0BR93H51V\", \"price\": \"$13.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Stretchy Braided Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Adjustable Elastic Nylon for iWatch Series 10 9 8 7 6 5 4 3 2 Se Ultra Ultra 2\", \"asin\": \"B096SB6GVV\", \"price\": \"$8.54\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"CARTERJETT Hiking Trail Nylon Band | Compatible with Apple Watch 42/41/40mm | Sports Watch Band for Men & Women - Soft, Breathable, Woven Water-Resistant Nylon - Casper Gray\", \"asin\": \"B07474CFTW\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 11 for Prime members Only 7 left in stock - order soon.\"},\n{\"title\": \"WJK Nylon Solo Loop Bands Compatible with Apple Watch 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Stretchy Strap Compatible with Apple Watch Series 10 9 8 7 6 5 4 3 2 1 Ultra 2 SE\", \"asin\": \"B0B5TD5DL5\", \"price\": \"$5.35\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Adjustable Breathable Women Men Braided Strap Compatible for iWatch Series 10/9/8/7/6/5/4/3 SE Ultra 1/2\", \"asin\": \"B09K58ZT9Y\", \"price\": \"$8.97\", \"delivery\": \"FREE delivery Thu, Apr 10\"}]\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\": \"2025-04-08T02:28:19.403Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-06T21:26:50.441Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": 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Compatible with Apple Watch Band 49mm 45mm 44mm 42mm - iWatch Band Series Ultra 9 8 7 6 5 4 3 2 1 SE - Adjustable - Men & Women (Blue w/Silver HW, Large)\", \"asin\": \"B07ZG7CB7V\", \"price\": \"$28.95\", \"quantity\": \"\"},\n{\"title\": \"WFEAGL Leather Bands Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women, Grain Leather Strap Slim Thin Wristband for iWatch Ultra SE SE2 Series 10 9 8 7 6 5 4 3 2 1\", \"asin\": \"B07T95GP3D\", \"price\": \"$16.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"DaQin 3 Pack Stretchy Solo Loop Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2\", \"asin\": \"B095W1SBNB\"}],\n\"search_results\": [{\"title\": \"BARTON WATCH BANDS - Military Style Nylon Watch Bands Compatible with Apple Watch Models - 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, SE, Ultra & Ultra 2\", \"asin\": \"B08TPNB8PQ\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Apr 18 - 19\"},\n{\"title\": \"BARTON WATCH BANDS Adapters compaitble with All Apple Watch Models - Small (38mm & 40mm) or Large (42mm & 44mm) Case Sizes - Fit 22mm Watch Straps\", \"asin\": \"B0716SKHHD\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Apr 18 - 19\"},\n{\"title\": \"AMANECER Stretchy Nylon Watch Bands Compatible with Apple Watch Series 9/8/7/6/5/4/3 SE 2/1, Adjustable Braided Elastic Sport Loop Rugged Straps for iWatch Women Men (Storm Gray, 38/40/41MM)\", \"asin\": \"B08TCB32XQ\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap\", \"asin\": \"B0CKPB8DNK\", \"price\": \"$7.19\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Getino Nylon Band Compatible with Apple Watch Bands 40mm 41mm 38mm 42mm 46mm 44mm 45mm 49mm Women Men, Breathable Soft Weave Stretchy Sport Strap for iWatch Series 10 9 8 7 6 5 4 3 SE Ultra 2 1, Gray\", \"asin\": \"B0D6RMS3PK\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K39ZYQ\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Hiking Trail Nylon Band | The Original Rugged Compatible with Apple Watch Band for Men & Women - Soft, Breathable, Woven Water-Resistant Nylon Mens iWatch Strap | Fits Ultra 2 & Ultra 49mm 46mm 45mm 44mm Series 10 & All Models (Black)\", \"asin\": \"B01MF8HYMI\", \"price\": \"$25.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 42mm 44mm iWatch Series 6 5 SE 4 3 2 1 Strap, Nylon Velcro Women Men Stretchy Elastic Braided Adjustable Wristband, 38mm 40mm Dark Black\", \"asin\": \"B098F37DJP\", \"price\": \"$10.07\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Braided Stretchy Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Nylon Solo Loop Elastic Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0D972C5QK\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Stretchy Solo Loop Strap Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Soft Nylon Elastic Strap Wristband for iWatch series 10 9 8 7 6 5 4 3 2 1 se Ultra Twill Weave-Light Gray\", \"asin\": \"B08ZSHTCTJ\", \"price\": \"$8.54\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Stretchy Solo Loop Bands Compatible with Apple Watch 38mm 40mm 41mm Braided Elastic Weave Nylon Wristbands Women Men Straps for iWatch Series 7/6/5/4/3/2/1/SE Light Gray\", \"asin\": \"B09XVHWFK2\", \"price\": \"$5.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"DaQin Nylon Sport Loop Compatible with Apple Watch Band 40mm 38mm 41mm 42mm 44mm 45mm 46mm 49mm, Soft Breathable Braided Wristbands for iWatch Band for Women Men Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DCFSJQ2Q\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"6 Pack Sport Nylon Loop Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Breathable Braided Straps for iWatch Series 10/9/8/7/6/5/4/3/SE/Ultra\", \"asin\": \"B0CYH4HRJ6\", \"price\": \"$10.49\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band Series 10 46mm, 49mm 45mm 42mm 44mm For Men Women,Adjustable Velcro Watch Band Braided for iWatch Ultra 2 SE Series 10 9 8 7 6 5 4 3 2 1\", \"asin\": \"B0DZC829RZ\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Maledan Stretchy Solo Loop Compatible with Apple Watch Band Women Men 40mm 44mm 45mm 41mm 38mm 46mm 49mm 42mm,Soft Nylon Elastic Braided Strap Wristband for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0D7RLV5WD\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"AMSKY Sport Nylon Loop Band Compatible with Apple Watch Bands 38MM 40MM 41MM 42MM 44MM 45MM 46MM 49MM Women Men,Starlight Adjustable Straps for iWatch Band Series 10 SE 9 8 7 6 5 4 3 2 Ultra\", \"asin\": \"B0D6W27HKZ\", \"price\": \"$9.48\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Silicone Sport Band Compatible with Apple Watch 41mm 40mm 38mm 46mm 45mm 44mm 42mm 49mm for Women Men, Soft Strap Replacement Wristband for iWatch Series SE 10 9 8 7 6 5 4 3 2 1 Ultra\", \"asin\": \"B0CWD86W4R\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Sport Band Compatible with Apple Watch Bands 49mm 46mm 45mm 44mm 42mm 41mm 40mm 38mm, Soft Silicone Wristband Strap with Classic Clasp for iWatch Series 10 9 Ultra SE 8 7 6 5 4 3 2 1 for Women Men\", \"asin\": \"B08HRHZTG9\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Braided Stretchy Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Nylon Elastic Straps Wristbands for iWatch Series 10 9 8 7 6 SE 5 4 3 2 Ultra Ultra 2\", \"asin\": \"B0BR93H51V\", \"price\": \"$13.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Stretchy Braided Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Adjustable Elastic Nylon for iWatch Series 10 9 8 7 6 5 4 3 2 Se Ultra Ultra 2\", \"asin\": \"B096SB6GVV\", \"price\": \"$8.54\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"CARTERJETT Hiking Trail Nylon Band | Compatible with Apple Watch 42/41/40mm | Sports Watch Band for Men & Women - Soft, Breathable, Woven Water-Resistant Nylon - Casper Gray\", \"asin\": \"B07474CFTW\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 11 for Prime members Only 7 left in stock - order soon.\"},\n{\"title\": \"WJK Nylon Solo Loop Bands Compatible with Apple Watch 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Stretchy Strap Compatible with Apple Watch Series 10 9 8 7 6 5 4 3 2 1 Ultra 2 SE\", \"asin\": \"B0B5TD5DL5\", \"price\": \"$5.35\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Adjustable Breathable Women Men Braided Strap Compatible for iWatch Series 10/9/8/7/6/5/4/3 SE Ultra 1/2\", \"asin\": \"B09K58ZT9Y\", \"price\": \"$8.97\", \"delivery\": \"FREE delivery Thu, Apr 10\"}]\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\": \"2025-04-08T02:28:43.766Z\", // 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
2025-04-08T02:28:43.766Z
click_product
B08ZSHTCTJ
rule
train
2,578
2025-04-08T02:28:43.766Z
click_product
B08ZSHTCTJ
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"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"} {"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"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} {"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"} {"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"} {"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"} {"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"} {"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"} {"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"} {"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:15:46.772Z", "action": "click_product", "action_argument": "B0043JTA7S"} {"timestamp": "2025-04-08T00:16:08.041Z", "action": "click_product", "action_argument": "B0777LRN9F"} {"timestamp": "2025-04-08T00:18:56.688Z", "action": "click_product", "action_argument": "B087MC1HW6"} {"timestamp": "2025-04-08T01:08:41.680Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray \u7f16\u7ec7"} {"timestamp": "2025-04-08T01:08:41.865Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:48.494Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray nylon"} {"timestamp": "2025-04-08T01:11:48.790Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:55.067Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:11:59.077Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-08T01:12:05.683Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:12:14.918Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:12.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:22.813Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:28.877Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:14:53.912Z", "action": "purchase", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T01:15:56.058Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:16:05.480Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:18:50.961Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:19:15.369Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:37.300Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:40.777Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:20:10.780Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:31:25.004Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:25.253Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:31.755Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 \u94f6"} {"timestamp": "2025-04-08T01:31:32.024Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:38.260Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 silver"} {"timestamp": "2025-04-08T01:31:38.516Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:42.383Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:43.603Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:43.858Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:12:01.493Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:12:24.164Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:12:35.377Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:37.752Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:39.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:40.989Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:42.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:44.115Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:45.754Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:57.777Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:20:17.611Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-08T02:20:17.649Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-08T02:24:25.794Z", "action": "click_product", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T02:24:27.519Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:25:15.270Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T02:26:57.406Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T02:27:00.610Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T02:27:37.905Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-08T02:27:52.506Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver light gray nylon"} {"timestamp": "2025-04-08T02:27:52.784Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:54.455Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:54.626Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:56.191Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:59.523Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 light gray nylon"} {"timestamp": "2025-04-08T02:27:59.802Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:28:19.403Z", "action": "click_product", "action_argument": "B095K39ZYQ"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "apple watch \u8868\u5e26 light gray nylon"}], "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": "Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 42mm 44mm iWatch Series 6 5 SE 4 3 2 1 Strap, Nylon Velcro Women Men Stretchy Elastic Braided Adjustable Wristband, 38mm 40mm Dark Black", "asin": "B098F37DJP", "price": "$10.07", "quantity": ""}, {"title": "Hiking Trail Nylon Band | The Original Rugged Compatible with Apple Watch Band for Men & Women - Soft, Breathable, Woven Water-Resistant Nylon Mens iWatch Strap | Fits Ultra 2 & Ultra 49mm 46mm 45mm 44mm Series 10 & All Models (Black)", "asin": "B01MF8HYMI", "price": "$25.99", "quantity": ""}, {"title": "Nylon Sport Band Compatible with Apple Watch Band Series 10 46mm, 49mm 45mm 42mm 44mm For Men Women,Adjustable Velcro Watch Band Braided for iWatch Ultra 2 SE Series 10 9 8 7 6 5 4 3 2 1", "asin": "B0DZC829RZ", "price": "$18.99", "quantity": ""}, {"title": "Bandiction Compatible with Apple Watch Series 3 38mm Series 5 40mm iWatch Bands 38mm 40mm 41mm, Soft Silicone Sport Replacement Strap Compatible for iWatch SE Series 10 9 8 7 6 5 4 3 2 1 Ultra", "asin": "B08QDG9WYD", "price": "$8.98", "quantity": ""}, {"title": "6 Pack Sport Nylon Loop Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Breathable Braided Straps for iWatch Series 10/9/8/7/6/5/4/3/SE/Ultra", "asin": "B0CYH4HRJ6", "price": "$10.49", "quantity": ""}, {"title": "Braided Stretchy Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Nylon Elastic Straps Wristbands for iWatch Series 10 9 8 7 6 SE 5 4 3 2 Ultra Ultra 2", "asin": "B0BR93H51V", "price": "$13.99", "quantity": ""}, {"title": "6 Pack Sport Nylon Loop Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Breathable Braided Straps for iWatch Series 10/9/8/7/6/5/4/3/SE/Ultra", "asin": "B0CYH4HRJ6", "price": "$10.49", "quantity": ""}, {"title": "Bandiction Compatible with Apple Watch Series 3 38mm Series 5 40mm iWatch Bands 38mm 40mm 41mm, Soft Silicone Sport Replacement Strap Compatible for iWatch SE Series 10 9 8 7 6 5 4 3 2 1 Ultra", "asin": "B08QD72SSN", "price": "$7.98", "quantity": ""}, {"title": "Savior Survival Gear Paracord Watch Band - Compatible with Apple Watch Band 49mm 45mm 44mm 42mm - iWatch Band Series Ultra 9 8 7 6 5 4 3 2 1 SE - Adjustable - Men & Women (Blue w/Silver HW, Large)", "asin": "B07ZG7CB7V", "price": "$28.95", "quantity": ""}, {"title": "WFEAGL Leather Bands Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women, Grain Leather Strap Slim Thin Wristband for iWatch Ultra SE SE2 Series 10 9 8 7 6 5 4 3 2 1", "asin": "B07T95GP3D", "price": "$16.99", "quantity": ""}], "ads": [{"title": "DaQin 3 Pack Stretchy Solo Loop Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2", "asin": "B095W1SBNB"}], "search_results": [{"title": "BARTON WATCH BANDS - Military Style Nylon Watch Bands Compatible with Apple Watch Models - 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, SE, Ultra & Ultra 2", "asin": "B08TPNB8PQ", "price": "$28.99", "delivery": "FREE delivery Apr 18 - 19"}, {"title": "BARTON WATCH BANDS Adapters compaitble with All Apple Watch Models - Small (38mm & 40mm) or Large (42mm & 44mm) Case Sizes - Fit 22mm Watch Straps", "asin": "B0716SKHHD", "price": "$14.99", "delivery": "FREE delivery Apr 18 - 19"}, {"title": "AMANECER Stretchy Nylon Watch Bands Compatible with Apple Watch Series 9/8/7/6/5/4/3 SE 2/1, Adjustable Braided Elastic Sport Loop Rugged Straps for iWatch Women Men (Storm Gray, 38/40/41MM)", "asin": "B08TCB32XQ", "price": "$9.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap", "asin": "B0CKPB8DNK", "price": "$7.19", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Getino Nylon Band Compatible with Apple Watch Bands 40mm 41mm 38mm 42mm 46mm 44mm 45mm 49mm Women Men, Breathable Soft Weave Stretchy Sport Strap for iWatch Series 10 9 8 7 6 5 4 3 SE Ultra 2 1, Gray", "asin": "B0D6RMS3PK", "price": "$9.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men", "asin": "B095K39ZYQ", "price": "$8.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Hiking Trail Nylon Band | The Original Rugged Compatible with Apple Watch Band for Men & Women - Soft, Breathable, Woven Water-Resistant Nylon Mens iWatch Strap | Fits Ultra 2 & Ultra 49mm 46mm 45mm 44mm Series 10 & All Models (Black)", "asin": "B01MF8HYMI", "price": "$25.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 42mm 44mm iWatch Series 6 5 SE 4 3 2 1 Strap, Nylon Velcro Women Men Stretchy Elastic Braided Adjustable Wristband, 38mm 40mm Dark Black", "asin": "B098F37DJP", "price": "$10.07", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Braided Stretchy Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Nylon Solo Loop Elastic Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B0D972C5QK", "price": "$5.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Stretchy Solo Loop Strap Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Soft Nylon Elastic Strap Wristband for iWatch series 10 9 8 7 6 5 4 3 2 1 se Ultra Twill Weave-Light Gray", "asin": "B08ZSHTCTJ", "price": "$8.54", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Stretchy Solo Loop Bands Compatible with Apple Watch 38mm 40mm 41mm Braided Elastic Weave Nylon Wristbands Women Men Straps for iWatch Series 7/6/5/4/3/2/1/SE Light Gray", "asin": "B09XVHWFK2", "price": "$5.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "DaQin Nylon Sport Loop Compatible with Apple Watch Band 40mm 38mm 41mm 42mm 44mm 45mm 46mm 49mm, Soft Breathable Braided Wristbands for iWatch Band for Women Men Series 10 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B0DCFSJQ2Q", "price": "$9.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "6 Pack Sport Nylon Loop Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Breathable Braided Straps for iWatch Series 10/9/8/7/6/5/4/3/SE/Ultra", "asin": "B0CYH4HRJ6", "price": "$10.49", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Nylon Sport Band Compatible with Apple Watch Band Series 10 46mm, 49mm 45mm 42mm 44mm For Men Women,Adjustable Velcro Watch Band Braided for iWatch Ultra 2 SE Series 10 9 8 7 6 5 4 3 2 1", "asin": "B0DZC829RZ", "price": "$18.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Maledan Stretchy Solo Loop Compatible with Apple Watch Band Women Men 40mm 44mm 45mm 41mm 38mm 46mm 49mm 42mm,Soft Nylon Elastic Braided Strap Wristband for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B0D7RLV5WD", "price": "$7.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "AMSKY Sport Nylon Loop Band Compatible with Apple Watch Bands 38MM 40MM 41MM 42MM 44MM 45MM 46MM 49MM Women Men,Starlight Adjustable Straps for iWatch Band Series 10 SE 9 8 7 6 5 4 3 2 Ultra", "asin": "B0D6W27HKZ", "price": "$9.48", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Silicone Sport Band Compatible with Apple Watch 41mm 40mm 38mm 46mm 45mm 44mm 42mm 49mm for Women Men, Soft Strap Replacement Wristband for iWatch Series SE 10 9 8 7 6 5 4 3 2 1 Ultra", "asin": "B0CWD86W4R", "price": "$7.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Sport Band Compatible with Apple Watch Bands 49mm 46mm 45mm 44mm 42mm 41mm 40mm 38mm, Soft Silicone Wristband Strap with Classic Clasp for iWatch Series 10 9 Ultra SE 8 7 6 5 4 3 2 1 for Women Men", "asin": "B08HRHZTG9", "price": "$9.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Braided Stretchy Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Nylon Elastic Straps Wristbands for iWatch Series 10 9 8 7 6 SE 5 4 3 2 Ultra Ultra 2", "asin": "B0BR93H51V", "price": "$13.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Stretchy Braided Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Adjustable Elastic Nylon for iWatch Series 10 9 8 7 6 5 4 3 2 Se Ultra Ultra 2", "asin": "B096SB6GVV", "price": "$8.54", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "CARTERJETT Hiking Trail Nylon Band | Compatible with Apple Watch 42/41/40mm | Sports Watch Band for Men & Women - Soft, Breathable, Woven Water-Resistant Nylon - Casper Gray", "asin": "B07474CFTW", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 11 for Prime members Only 7 left in stock - order soon."}, {"title": "WJK Nylon Solo Loop Bands Compatible with Apple Watch 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Stretchy Strap Compatible with Apple Watch Series 10 9 8 7 6 5 4 3 2 1 Ultra 2 SE", "asin": "B0B5TD5DL5", "price": "$5.35", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Adjustable Breathable Women Men Braided Strap Compatible for iWatch Series 10/9/8/7/6/5/4/3 SE Ultra 1/2", "asin": "B09K58ZT9Y", "price": "$8.97", "delivery": "FREE delivery Thu, Apr 10"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-08T02:28:43.766Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-08T02:28:43.766Z\",\"action\": \"click_product\",\"acion_argument\": \"B08ZSHTCTJ\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-08T02:28:43.766Z\",\"action\": \"click_product\",\"acion_argument\": \"B08ZSHTCTJ\",}</answer>", "index": 2578, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-06T21:26:50.441Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, 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Compatible with Apple Watch Band 49mm 45mm 44mm 42mm - iWatch Band Series Ultra 9 8 7 6 5 4 3 2 1 SE - Adjustable - Men & Women (Blue w/Silver HW, Large)\", \"asin\": \"B07ZG7CB7V\", \"price\": \"$28.95\", \"quantity\": \"\"},\n{\"title\": \"WFEAGL Leather Bands Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women, Grain Leather Strap Slim Thin Wristband for iWatch Ultra SE SE2 Series 10 9 8 7 6 5 4 3 2 1\", \"asin\": \"B07T95GP3D\", \"price\": \"$16.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"DaQin 3 Pack Stretchy Solo Loop Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2\", \"asin\": \"B095W1SBNB\"}],\n\"search_results\": [{\"title\": \"BARTON WATCH BANDS - Military Style Nylon Watch Bands Compatible with Apple Watch Models - 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, SE, Ultra & Ultra 2\", \"asin\": \"B08TPNB8PQ\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Apr 18 - 19\"},\n{\"title\": \"BARTON WATCH BANDS Adapters compaitble with All Apple Watch Models - Small (38mm & 40mm) or Large (42mm & 44mm) Case Sizes - Fit 22mm Watch Straps\", \"asin\": \"B0716SKHHD\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Apr 18 - 19\"},\n{\"title\": \"AMANECER Stretchy Nylon Watch Bands Compatible with Apple Watch Series 9/8/7/6/5/4/3 SE 2/1, Adjustable Braided Elastic Sport Loop Rugged Straps for iWatch Women Men (Storm Gray, 38/40/41MM)\", \"asin\": \"B08TCB32XQ\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap\", \"asin\": \"B0CKPB8DNK\", \"price\": \"$7.19\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Getino Nylon Band Compatible with Apple Watch Bands 40mm 41mm 38mm 42mm 46mm 44mm 45mm 49mm Women Men, Breathable Soft Weave Stretchy Sport Strap for iWatch Series 10 9 8 7 6 5 4 3 SE Ultra 2 1, Gray\", \"asin\": \"B0D6RMS3PK\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K39ZYQ\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Hiking Trail Nylon Band | The Original Rugged Compatible with Apple Watch Band for Men & Women - Soft, Breathable, Woven Water-Resistant Nylon Mens iWatch Strap | Fits Ultra 2 & Ultra 49mm 46mm 45mm 44mm Series 10 & All Models (Black)\", \"asin\": \"B01MF8HYMI\", \"price\": \"$25.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 42mm 44mm iWatch Series 6 5 SE 4 3 2 1 Strap, Nylon Velcro Women Men Stretchy Elastic Braided Adjustable Wristband, 38mm 40mm Dark Black\", \"asin\": \"B098F37DJP\", \"price\": \"$10.07\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Braided Stretchy Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Nylon Solo Loop Elastic Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0D972C5QK\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Stretchy Solo Loop Strap Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Soft Nylon Elastic Strap Wristband for iWatch series 10 9 8 7 6 5 4 3 2 1 se Ultra Twill Weave-Light Gray\", \"asin\": \"B08ZSHTCTJ\", \"price\": \"$8.54\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Stretchy Solo Loop Bands Compatible with Apple Watch 38mm 40mm 41mm Braided Elastic Weave Nylon Wristbands Women Men Straps for iWatch Series 7/6/5/4/3/2/1/SE Light Gray\", \"asin\": \"B09XVHWFK2\", \"price\": \"$5.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"DaQin Nylon Sport Loop Compatible with Apple Watch Band 40mm 38mm 41mm 42mm 44mm 45mm 46mm 49mm, Soft Breathable Braided Wristbands for iWatch Band for Women Men Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DCFSJQ2Q\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"6 Pack Sport Nylon Loop Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Breathable Braided Straps for iWatch Series 10/9/8/7/6/5/4/3/SE/Ultra\", \"asin\": \"B0CYH4HRJ6\", \"price\": \"$10.49\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band Series 10 46mm, 49mm 45mm 42mm 44mm For Men Women,Adjustable Velcro Watch Band Braided for iWatch Ultra 2 SE Series 10 9 8 7 6 5 4 3 2 1\", \"asin\": \"B0DZC829RZ\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Maledan Stretchy Solo Loop Compatible with Apple Watch Band Women Men 40mm 44mm 45mm 41mm 38mm 46mm 49mm 42mm,Soft Nylon Elastic Braided Strap Wristband for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0D7RLV5WD\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"AMSKY Sport Nylon Loop Band Compatible with Apple Watch Bands 38MM 40MM 41MM 42MM 44MM 45MM 46MM 49MM Women Men,Starlight Adjustable Straps for iWatch Band Series 10 SE 9 8 7 6 5 4 3 2 Ultra\", \"asin\": \"B0D6W27HKZ\", \"price\": \"$9.48\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Silicone Sport Band Compatible with Apple Watch 41mm 40mm 38mm 46mm 45mm 44mm 42mm 49mm for Women Men, Soft Strap Replacement Wristband for iWatch Series SE 10 9 8 7 6 5 4 3 2 1 Ultra\", \"asin\": \"B0CWD86W4R\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Sport Band Compatible with Apple Watch Bands 49mm 46mm 45mm 44mm 42mm 41mm 40mm 38mm, Soft Silicone Wristband Strap with Classic Clasp for iWatch Series 10 9 Ultra SE 8 7 6 5 4 3 2 1 for Women Men\", \"asin\": \"B08HRHZTG9\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Braided Stretchy Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Nylon Elastic Straps Wristbands for iWatch Series 10 9 8 7 6 SE 5 4 3 2 Ultra Ultra 2\", \"asin\": \"B0BR93H51V\", \"price\": \"$13.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Stretchy Braided Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Adjustable Elastic Nylon for iWatch Series 10 9 8 7 6 5 4 3 2 Se Ultra Ultra 2\", \"asin\": \"B096SB6GVV\", \"price\": \"$8.54\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"CARTERJETT Hiking Trail Nylon Band | Compatible with Apple Watch 42/41/40mm | Sports Watch Band for Men & Women - Soft, Breathable, Woven Water-Resistant Nylon - Casper Gray\", \"asin\": \"B07474CFTW\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 11 for Prime members Only 7 left in stock - order soon.\"},\n{\"title\": \"WJK Nylon Solo Loop Bands Compatible with Apple Watch 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Stretchy Strap Compatible with Apple Watch Series 10 9 8 7 6 5 4 3 2 1 Ultra 2 SE\", \"asin\": \"B0B5TD5DL5\", \"price\": \"$5.35\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Adjustable Breathable Women Men Braided Strap Compatible for iWatch Series 10/9/8/7/6/5/4/3 SE Ultra 1/2\", \"asin\": \"B09K58ZT9Y\", \"price\": \"$8.97\", \"delivery\": \"FREE delivery Thu, Apr 10\"}]\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\": \"2025-04-08T02:28:43.766Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-06T21:26:50.441Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"apple watch \\u8868\\u5e26 light gray nylon\"}],\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\"product_details\": [{\"asin\": \"B08ZSHTCTJ\"},\n{\"title\": \"Stretchy Solo Loop Strap Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Soft Nylon Elastic Strap Wristband for iWatch series 10 9 8 7 6 5 4 3 2 1 se Ultra Twill Weave-Light Gray\"},\n{\"price\": \"$8.54\"},\n{\"bullet_list\": \"\\u3010Skin - Friendly and Breathable\\u3011Our Maleden apple watch bands offer exceptional comfort, especially for extended wear. Made from premium stretch nylon material, they are soft, lightweight, and extremely breathable. The elastic nylon materials are skin - friendly, durable, flexible, and reusable. These bands closely fit the wrist without causing irritation, whether for men or women. With adjustable matte stainless steel buckles, they can easily accommodate wrist sizes ranging from 4.5\\\" - 9.6\\\" (114mm - 245mm), just like a sports band for the Apple Watch, making it easy to put on and off. \\u3010Universal Compatibility\\u3011These watch bands are highly compatible with all Apple Watch models. Whether it's the latest Apple Watch Ultra 2 or an older model like the Series 1, including specific bands like the apple watch 10 band, apple watch se band, apple watch series 10 bands for women, apple watch se 2nd generation band, 40mm apple watch bands for women, 42mm apple watch band, they are all suitable choices. They are perfect for iWatch series 10, 9, 8, 7, 6, 5, 4, 3, 2, 1, SE, Ultra, Ultra 2, Edition, Sport, ensuring a perfect match for your specific device. \\u3010Comfortable for Daily Use and Workout\\u3011For those with an active lifestyle, our Maleden apple watch bands are ideal. Unlike silicone bands that can become sticky when sweaty, these nylon wristbands stay cool and dry. They don't stick to the skin, allowing for a seamless experience during workouts such as running or at the gym, as well as for daily activities like household chores. \\u3010Stylish and Colorful Options\\u3011It offers the opportunity to express style and personality with your Apple Watch. Each band is designed to look great and match different outfits, whether for a special occasion or a casual day. \\u3010Superior Quality and Great Gift Option\\u3011We ensure superior quality for our apple watch bands for women, men, and all users. Made of durable and flexible elastic nylon materials, they are reusable. If you encounter any quality problems, please contact us and we offer 12 - hour quick - reply for any questions. These solace apple watch bands for women make a great gift choice for various occasions such as weddings, birthdays, Valentine's Day, Christmas, and Thanksgiving Day.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"2PC-Black+Gray\"},\n{\"Size\": \"38mm/40mm/41mm\"}],\n\"promotion_items\": [{\"title\": \"Sport Band Compatible with Apple Watch Bands 49mm 46mm 45mm 44mm 42mm 41mm 40mm 38mm, Soft Silicone Wristband Strap with Classic Clasp for iWatch Series 10 9 Ultra SE 8 7 6 5 4 3 2 1 for Women Men\", \"asin\": \"B0B7CZDQ92\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Maledan 6 Pack Bands Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Silicone Sport Replacement Band for iWatch Apple Watch Series 10 9 8 7 6 5 4 3 SE Ultra\", \"asin\": \"B09734HL5Z\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Compatible with Apple Watch Band 44mm 45mm 46mm 42mm 49mm Men Women,Soft Silicone Breathable Sport Bands Compatible for Apple Watch Ultra 2 Band SE iWatch Series 10 9 8 7 6 5 4 3 2 1 Black\", \"asin\": \"B09131JLC1\", \"price\": \"$5.21\", \"quantity\": \"\"},\n{\"title\": \"4 Pack Stretchy Solo Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Sport Nylon Elastic Straps Braided Wristbands for iWatch Series 10 9 8 7 6 5 4 3 Ultra SE\", \"asin\": \"B09JP22MLJ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"HOPO Compatible With Apple Watch Band 49mm 46mm 45mm 44mm 42mm 41mm 40mm 38mm Thin Light Resin Strap Bracelet With Stainless Steel Buckle Replacement For iWatch Series SE Series 10 9 8 7 Ultra 6 5 4 3 2 1 for Women Men\", \"asin\": \"5b9bbf53\", \"price\": \"$7.64\", \"quantity\": \"\"},\n{\"title\": \"Bandiction Compatible with Apple Watch Series 3 42mm Series 5 44mm iWatch Bands 42mm 44mm 45mm 46mm 49mm, Soft Silicone Sport Replacement Strap Compatible for iWatch SE Series 10 9 8 7 6 5 4 3 2 1\", \"asin\": \"B08QD1WH3C\", \"price\": \"$8.98\", \"quantity\": \"\"},\n{\"title\": \"Sport Loop Band Compatible with Apple Watch Bands for Men 44mm 46mm 45mm 49mm 42mm ...\", \"asin\": \"B0D2H67XGX\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1\", \"asin\": \"B0BXCV38FZ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Sport Loop Nylon Band Compatible with Apple Watch Band 38mm/40mm/41mm/42mm for Seri...\", \"asin\": \"B0BJD28RS9\", \"price\": \"$10.07\", \"quantity\": \"\"},\n{\"title\": \"Stretchy Braided Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm...\", \"asin\": \"B096SB6GVV\", \"price\": \"$8.54\", \"quantity\": \"\"},\n{\"title\": \"Stretchy Nylon Solo Loop Bands Compatible with Apple Watch 38mm 40mm 41mm 42mm 44mm...\", \"asin\": \"B08Q2YN22T\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor\", \"asin\": \"B0DMNTM7VS\", \"price\": \"$6.38\", \"quantity\": \"\"},\n{\"title\": \"Original Metal Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 4...\", \"asin\": \"B0DSBBZMD8\", \"price\": \"$9.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Stretchy Solo Loop Strap Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Soft Nylon Elastic Strap Wristband for iWatch series 10 9 8 7 6 5 4 3 2 1 se Ultra Twill Weave-Light Gray\", \"asin\": \"B08ZSHTCTJ\", \"price\": \"$8.54\"},\n{\"title\": \"Vcegari Stretchy Nylon Solo Loop Compatible with Apple Watch Bands for Women 40mm 41mm 38mm 42mm 44mm 45mm 46mm 49mm, Adjustable Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 SE Ultra 2\", \"asin\": \"B08M5LFLVW\", \"price\": \"$8.99\"},\n{\"title\": \"Zedoli Braided Solo Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men,Stretchy Nylon Sport Elastic Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra/Ultra 2\", \"asin\": \"B0CLDF86Q2\", \"price\": \"$4.99\"},\n{\"title\": \"DaQin Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm Women Men, Stretchy Nylon Boho Solo Loop Elastic Braided Sport Band for Apple Watch SE iWatch Series 10 9 8 7 6 5 4 3 2 1\", \"asin\": \"B09Q5V64LK\", \"price\": \"$14.99\"},\n{\"title\": \"Cangroo Stretchy Nylon Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 42mm 41mm Ultra 2 Band 49mm Series 6 5 4 SE 44mm 40mm Series 3 2 1 38mm Men iWatch Bands Women Elastic Solo Loop Strap\", \"asin\": \"B0CM9GG6C7\", \"price\": \"$5.69\"},\n{\"title\": \"Omnillert Smooth Stretchy Band Compatible with Apple Watch Series 10 9 8 7 6 5 4 3 SE Bands Women Men, Stylish Gradient Color Elastic Band for iWatch Apple Watch 38 40 41 42 44 45 46 49 mm Accessories\", \"asin\": \"B0DH3B1BM3\", \"price\": \"$9.99\"}]\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\": \"2025-04-08T02:28:52.692Z\", // 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
2025-04-08T02:28:52.692Z
click
product_option
rule
train
2,579
2025-04-08T02:28:52.692Z
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": "2025-04-06T21:26:50.441Z", "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"} {"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"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} {"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"} {"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"} {"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"} {"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"} {"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"} {"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"} {"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:15:46.772Z", "action": "click_product", "action_argument": "B0043JTA7S"} {"timestamp": "2025-04-08T00:16:08.041Z", "action": "click_product", "action_argument": "B0777LRN9F"} {"timestamp": "2025-04-08T00:18:56.688Z", "action": "click_product", "action_argument": "B087MC1HW6"} {"timestamp": "2025-04-08T01:08:41.680Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray \u7f16\u7ec7"} {"timestamp": "2025-04-08T01:08:41.865Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:48.494Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray nylon"} {"timestamp": "2025-04-08T01:11:48.790Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:55.067Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:11:59.077Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-08T01:12:05.683Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:12:14.918Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:12.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:22.813Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:28.877Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:14:53.912Z", "action": "purchase", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T01:15:56.058Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:16:05.480Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:18:50.961Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:19:15.369Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:37.300Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:40.777Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:20:10.780Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:31:25.004Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:25.253Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:31.755Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 \u94f6"} {"timestamp": "2025-04-08T01:31:32.024Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:38.260Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 silver"} {"timestamp": "2025-04-08T01:31:38.516Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:42.383Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:43.603Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:43.858Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:12:01.493Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:12:24.164Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:12:35.377Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:37.752Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:39.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:40.989Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:42.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:44.115Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:45.754Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:57.777Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:20:17.611Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-08T02:20:17.649Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-08T02:24:25.794Z", "action": "click_product", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T02:24:27.519Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:25:15.270Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T02:26:57.406Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T02:27:00.610Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T02:27:37.905Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-08T02:27:52.506Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver light gray nylon"} {"timestamp": "2025-04-08T02:27:52.784Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:54.455Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:54.626Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:56.191Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:59.523Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 light gray nylon"} {"timestamp": "2025-04-08T02:27:59.802Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:28:19.403Z", "action": "click_product", "action_argument": "B095K39ZYQ"} {"timestamp": "2025-04-08T02:28:43.766Z", "action": "click_product", "action_argument": "B08ZSHTCTJ"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "apple watch \u8868\u5e26 light gray nylon"}], "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"}], "product_details": [{"asin": "B08ZSHTCTJ"}, {"title": "Stretchy Solo Loop Strap Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Soft Nylon Elastic Strap Wristband for iWatch series 10 9 8 7 6 5 4 3 2 1 se Ultra Twill Weave-Light Gray"}, {"price": "$8.54"}, {"bullet_list": "\u3010Skin - Friendly and Breathable\u3011Our Maleden apple watch bands offer exceptional comfort, especially for extended wear. Made from premium stretch nylon material, they are soft, lightweight, and extremely breathable. The elastic nylon materials are skin - friendly, durable, flexible, and reusable. These bands closely fit the wrist without causing irritation, whether for men or women. With adjustable matte stainless steel buckles, they can easily accommodate wrist sizes ranging from 4.5\" - 9.6\" (114mm - 245mm), just like a sports band for the Apple Watch, making it easy to put on and off. \u3010Universal Compatibility\u3011These watch bands are highly compatible with all Apple Watch models. Whether it's the latest Apple Watch Ultra 2 or an older model like the Series 1, including specific bands like the apple watch 10 band, apple watch se band, apple watch series 10 bands for women, apple watch se 2nd generation band, 40mm apple watch bands for women, 42mm apple watch band, they are all suitable choices. They are perfect for iWatch series 10, 9, 8, 7, 6, 5, 4, 3, 2, 1, SE, Ultra, Ultra 2, Edition, Sport, ensuring a perfect match for your specific device. \u3010Comfortable for Daily Use and Workout\u3011For those with an active lifestyle, our Maleden apple watch bands are ideal. Unlike silicone bands that can become sticky when sweaty, these nylon wristbands stay cool and dry. They don't stick to the skin, allowing for a seamless experience during workouts such as running or at the gym, as well as for daily activities like household chores. \u3010Stylish and Colorful Options\u3011It offers the opportunity to express style and personality with your Apple Watch. Each band is designed to look great and match different outfits, whether for a special occasion or a casual day. \u3010Superior Quality and Great Gift Option\u3011We ensure superior quality for our apple watch bands for women, men, and all users. Made of durable and flexible elastic nylon materials, they are reusable. If you encounter any quality problems, please contact us and we offer 12 - hour quick - reply for any questions. These solace apple watch bands for women make a great gift choice for various occasions such as weddings, birthdays, Valentine's Day, Christmas, and Thanksgiving Day."}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "2PC-Black+Gray"}, {"Size": "38mm/40mm/41mm"}], "promotion_items": [{"title": "Sport Band Compatible with Apple Watch Bands 49mm 46mm 45mm 44mm 42mm 41mm 40mm 38mm, Soft Silicone Wristband Strap with Classic Clasp for iWatch Series 10 9 Ultra SE 8 7 6 5 4 3 2 1 for Women Men", "asin": "B0B7CZDQ92", "price": "$9.99", "quantity": ""}, {"title": "Maledan 6 Pack Bands Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Silicone Sport Replacement Band for iWatch Apple Watch Series 10 9 8 7 6 5 4 3 SE Ultra", "asin": "B09734HL5Z", "price": "$8.99", "quantity": ""}, {"title": "Lerobo Compatible with Apple Watch Band 44mm 45mm 46mm 42mm 49mm Men Women,Soft Silicone Breathable Sport Bands Compatible for Apple Watch Ultra 2 Band SE iWatch Series 10 9 8 7 6 5 4 3 2 1 Black", "asin": "B09131JLC1", "price": "$5.21", "quantity": ""}, {"title": "4 Pack Stretchy Solo Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Sport Nylon Elastic Straps Braided Wristbands for iWatch Series 10 9 8 7 6 5 4 3 Ultra SE", "asin": "B09JP22MLJ", "price": "$7.99", "quantity": ""}, {"title": "HOPO Compatible With Apple Watch Band 49mm 46mm 45mm 44mm 42mm 41mm 40mm 38mm Thin Light Resin Strap Bracelet With Stainless Steel Buckle Replacement For iWatch Series SE Series 10 9 8 7 Ultra 6 5 4 3 2 1 for Women Men", "asin": "5b9bbf53", "price": "$7.64", "quantity": ""}, {"title": "Bandiction Compatible with Apple Watch Series 3 42mm Series 5 44mm iWatch Bands 42mm 44mm 45mm 46mm 49mm, Soft Silicone Sport Replacement Strap Compatible for iWatch SE Series 10 9 8 7 6 5 4 3 2 1", "asin": "B08QD1WH3C", "price": "$8.98", "quantity": ""}, {"title": "Sport Loop Band Compatible with Apple Watch Bands for Men 44mm 46mm 45mm 49mm 42mm ...", "asin": "B0D2H67XGX", "price": "$4.99", "quantity": ""}, {"title": "Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1", "asin": "B0BXCV38FZ", "price": "$9.99", "quantity": ""}, {"title": "Sport Loop Nylon Band Compatible with Apple Watch Band 38mm/40mm/41mm/42mm for Seri...", "asin": "B0BJD28RS9", "price": "$10.07", "quantity": ""}, {"title": "Stretchy Braided Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm...", "asin": "B096SB6GVV", "price": "$8.54", "quantity": ""}, {"title": "Stretchy Nylon Solo Loop Bands Compatible with Apple Watch 38mm 40mm 41mm 42mm 44mm...", "asin": "B08Q2YN22T", "price": "$9.99", "quantity": ""}, {"title": "Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor", "asin": "B0DMNTM7VS", "price": "$6.38", "quantity": ""}, {"title": "Original Metal Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 4...", "asin": "B0DSBBZMD8", "price": "$9.99", "quantity": ""}], "comparison_items": [{"title": "Stretchy Solo Loop Strap Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Soft Nylon Elastic Strap Wristband for iWatch series 10 9 8 7 6 5 4 3 2 1 se Ultra Twill Weave-Light Gray", "asin": "B08ZSHTCTJ", "price": "$8.54"}, {"title": "Vcegari Stretchy Nylon Solo Loop Compatible with Apple Watch Bands for Women 40mm 41mm 38mm 42mm 44mm 45mm 46mm 49mm, Adjustable Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 SE Ultra 2", "asin": "B08M5LFLVW", "price": "$8.99"}, {"title": "Zedoli Braided Solo Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men,Stretchy Nylon Sport Elastic Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra/Ultra 2", "asin": "B0CLDF86Q2", "price": "$4.99"}, {"title": "DaQin Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm Women Men, Stretchy Nylon Boho Solo Loop Elastic Braided Sport Band for Apple Watch SE iWatch Series 10 9 8 7 6 5 4 3 2 1", "asin": "B09Q5V64LK", "price": "$14.99"}, {"title": "Cangroo Stretchy Nylon Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 42mm 41mm Ultra 2 Band 49mm Series 6 5 4 SE 44mm 40mm Series 3 2 1 38mm Men iWatch Bands Women Elastic Solo Loop Strap", "asin": "B0CM9GG6C7", "price": "$5.69"}, {"title": "Omnillert Smooth Stretchy Band Compatible with Apple Watch Series 10 9 8 7 6 5 4 3 SE Bands Women Men, Stylish Gradient Color Elastic Band for iWatch Apple Watch 38 40 41 42 44 45 46 49 mm Accessories", "asin": "B0DH3B1BM3", "price": "$9.99"}] <|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": "2025-04-08T02:28:52.692Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-08T02:28:52.692Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-08T02:28:52.692Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>", "index": 2579, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-06T21:26:50.441Z\", \"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{\"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\", 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Silicone Breathable Sport Bands Compatible for Apple Watch Ultra 2 Band SE iWatch Series 10 9 8 7 6 5 4 3 2 1 Black\", \"asin\": \"B09131JLC1\", \"price\": \"$5.21\", \"quantity\": \"\"},\n{\"title\": \"4 Pack Stretchy Solo Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Sport Nylon Elastic Straps Braided Wristbands for iWatch Series 10 9 8 7 6 5 4 3 Ultra SE\", \"asin\": \"B09JP22MLJ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"HOPO Compatible With Apple Watch Band 49mm 46mm 45mm 44mm 42mm 41mm 40mm 38mm Thin Light Resin Strap Bracelet With Stainless Steel Buckle Replacement For iWatch Series SE Series 10 9 8 7 Ultra 6 5 4 3 2 1 for Women Men\", \"asin\": \"5b9bbf53\", \"price\": \"$7.64\", \"quantity\": \"\"},\n{\"title\": \"Bandiction Compatible with Apple Watch Series 3 42mm Series 5 44mm iWatch Bands 42mm 44mm 45mm 46mm 49mm, Soft Silicone Sport Replacement Strap Compatible for iWatch SE Series 10 9 8 7 6 5 4 3 2 1\", \"asin\": \"B08QD1WH3C\", \"price\": \"$8.98\", \"quantity\": \"\"},\n{\"title\": \"Sport Loop Band Compatible with Apple Watch Bands for Men 44mm 46mm 45mm 49mm 42mm ...\", \"asin\": \"B0D2H67XGX\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1\", \"asin\": \"B0BXCV38FZ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Sport Loop Nylon Band Compatible with Apple Watch Band 38mm/40mm/41mm/42mm for Seri...\", \"asin\": \"B0BJD28RS9\", \"price\": \"$10.07\", \"quantity\": \"\"},\n{\"title\": \"Stretchy Braided Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm...\", \"asin\": \"B096SB6GVV\", \"price\": \"$8.54\", \"quantity\": \"\"},\n{\"title\": \"Stretchy Nylon Solo Loop Bands Compatible with Apple Watch 38mm 40mm 41mm 42mm 44mm...\", \"asin\": \"B08Q2YN22T\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor\", \"asin\": \"B0DMNTM7VS\", \"price\": \"$6.38\", \"quantity\": \"\"},\n{\"title\": \"Original Metal Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 4...\", \"asin\": \"B0DSBBZMD8\", \"price\": \"$9.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Stretchy Solo Loop Strap Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Soft Nylon Elastic Strap Wristband for iWatch series 10 9 8 7 6 5 4 3 2 1 se Ultra Twill Weave-Light Gray\", \"asin\": \"B08ZSHTCTJ\", \"price\": \"$8.54\"},\n{\"title\": \"Vcegari Stretchy Nylon Solo Loop Compatible with Apple Watch Bands for Women 40mm 41mm 38mm 42mm 44mm 45mm 46mm 49mm, Adjustable Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 SE Ultra 2\", \"asin\": \"B08M5LFLVW\", \"price\": \"$8.99\"},\n{\"title\": \"Zedoli Braided Solo Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men,Stretchy Nylon Sport Elastic Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra/Ultra 2\", \"asin\": \"B0CLDF86Q2\", \"price\": \"$4.99\"},\n{\"title\": \"DaQin Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm Women Men, Stretchy Nylon Boho Solo Loop Elastic Braided Sport Band for Apple Watch SE iWatch Series 10 9 8 7 6 5 4 3 2 1\", \"asin\": \"B09Q5V64LK\", \"price\": \"$14.99\"},\n{\"title\": \"Cangroo Stretchy Nylon Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 42mm 41mm Ultra 2 Band 49mm Series 6 5 4 SE 44mm 40mm Series 3 2 1 38mm Men iWatch Bands Women Elastic Solo Loop Strap\", \"asin\": \"B0CM9GG6C7\", \"price\": \"$5.69\"},\n{\"title\": \"Omnillert Smooth Stretchy Band Compatible with Apple Watch Series 10 9 8 7 6 5 4 3 SE Bands Women Men, Stylish Gradient Color Elastic Band for iWatch Apple Watch 38 40 41 42 44 45 46 49 mm Accessories\", \"asin\": \"B0DH3B1BM3\", \"price\": \"$9.99\"}]\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\": \"2025-04-08T02:28:52.692Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-06T21:26:50.441Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"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\": \"apple watch \\u8868\\u5e26 light gray nylon\"}],\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 - 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Friendly and Breathable\\u3011Our Maleden apple watch bands offer exceptional comfort, especially for extended wear. Made from premium stretch nylon material, they are soft, lightweight, and extremely breathable. The elastic nylon materials are skin - friendly, durable, flexible, and reusable. These bands closely fit the wrist without causing irritation, whether for men or women. With adjustable matte stainless steel buckles, they can easily accommodate wrist sizes ranging from 4.5\\\" - 9.6\\\" (114mm - 245mm), just like a sports band for the Apple Watch, making it easy to put on and off. \\u3010Universal Compatibility\\u3011These watch bands are highly compatible with all Apple Watch models. Whether it's the latest Apple Watch Ultra 2 or an older model like the Series 1, including specific bands like the apple watch 10 band, apple watch se band, apple watch series 10 bands for women, apple watch se 2nd generation band, 40mm apple watch bands for women, 42mm apple watch band, they are all suitable choices. They are perfect for iWatch series 10, 9, 8, 7, 6, 5, 4, 3, 2, 1, SE, Ultra, Ultra 2, Edition, Sport, ensuring a perfect match for your specific device. \\u3010Comfortable for Daily Use and Workout\\u3011For those with an active lifestyle, our Maleden apple watch bands are ideal. Unlike silicone bands that can become sticky when sweaty, these nylon wristbands stay cool and dry. They don't stick to the skin, allowing for a seamless experience during workouts such as running or at the gym, as well as for daily activities like household chores. \\u3010Stylish and Colorful Options\\u3011It offers the opportunity to express style and personality with your Apple Watch. Each band is designed to look great and match different outfits, whether for a special occasion or a casual day. \\u3010Superior Quality and Great Gift Option\\u3011We ensure superior quality for our apple watch bands for women, men, and all users. Made of durable and flexible elastic nylon materials, they are reusable. If you encounter any quality problems, please contact us and we offer 12 - hour quick - reply for any questions. These solace apple watch bands for women make a great gift choice for various occasions such as weddings, birthdays, Valentine's Day, Christmas, and Thanksgiving Day.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Gray\"},\n{\"Size\": \"38mm/40mm/41mm\"}],\n\"promotion_items\": [{\"title\": \"Nylon Watch Band for Apple Watch Ultra 2 Band 49mm 46mm 45mm 44mm 42mm, Adjustable ...\", \"asin\": \"B0DRGN5N3Y\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Stretchy Solo Loop Compatible with Apple Watch Band 44mm 40mm 41mm 45mm 46mm 38mm 49mm 42mm for Women Men, Soft Nylon Elastic Braided Sport Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2\", \"asin\": \"B0CPSPLQWF\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DPC29VLW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Nylon Sport Loop Band Compatible with Apple Watch Ultra Band 49mm 46mm 45mm 44mm 42...\", \"asin\": \"B0DL4CGBM2\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"DaQin 3 Pack Stretchy Solo Loop Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2\", \"asin\": \"B095W1SBNB\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"BARTON WATCH BANDS - 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Action_Argument_Prediction
2025-04-08T02:28:58.483Z
click
product_option
rule
train
2,580
2025-04-08T02:28:58.483Z
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": "2025-04-06T21:26:50.441Z", "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"} {"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"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} {"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"} {"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"} {"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"} {"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"} {"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"} {"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"} {"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:15:46.772Z", "action": "click_product", "action_argument": "B0043JTA7S"} {"timestamp": "2025-04-08T00:16:08.041Z", "action": "click_product", "action_argument": "B0777LRN9F"} {"timestamp": "2025-04-08T00:18:56.688Z", "action": "click_product", "action_argument": "B087MC1HW6"} {"timestamp": "2025-04-08T01:08:41.680Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray \u7f16\u7ec7"} {"timestamp": "2025-04-08T01:08:41.865Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:48.494Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray nylon"} {"timestamp": "2025-04-08T01:11:48.790Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:55.067Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:11:59.077Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-08T01:12:05.683Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:12:14.918Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:12.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:22.813Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:28.877Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:14:53.912Z", "action": "purchase", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T01:15:56.058Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:16:05.480Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:18:50.961Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:19:15.369Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:37.300Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:40.777Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:20:10.780Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:31:25.004Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:25.253Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:31.755Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 \u94f6"} {"timestamp": "2025-04-08T01:31:32.024Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:38.260Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 silver"} {"timestamp": "2025-04-08T01:31:38.516Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:42.383Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:43.603Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:43.858Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:12:01.493Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:12:24.164Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:12:35.377Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:37.752Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:39.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:40.989Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:42.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:44.115Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:45.754Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:57.777Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:20:17.611Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-08T02:20:17.649Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-08T02:24:25.794Z", "action": "click_product", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T02:24:27.519Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:25:15.270Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T02:26:57.406Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T02:27:00.610Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T02:27:37.905Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-08T02:27:52.506Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver light gray nylon"} {"timestamp": "2025-04-08T02:27:52.784Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:54.455Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:54.626Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:56.191Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:59.523Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 light gray nylon"} {"timestamp": "2025-04-08T02:27:59.802Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:28:19.403Z", "action": "click_product", "action_argument": "B095K39ZYQ"} {"timestamp": "2025-04-08T02:28:43.766Z", "action": "click_product", "action_argument": "B08ZSHTCTJ"} {"timestamp": "2025-04-08T02:28:52.692Z", "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": "apple watch \u8868\u5e26 light gray nylon"}], "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"}], "product_details": [{"asin": "B08RYRJWQ9"}, {"title": "Stretchy Solo Loop Strap Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Soft Nylon Elastic Strap Wristband for iWatch series 10 9 8 7 6 5 4 3 2 1 se Ultra 2PC-Black+Gray"}, {"price": "$11.39"}, {"bullet_list": "\u3010Skin - Friendly and Breathable\u3011Our Maleden apple watch bands offer exceptional comfort, especially for extended wear. Made from premium stretch nylon material, they are soft, lightweight, and extremely breathable. The elastic nylon materials are skin - friendly, durable, flexible, and reusable. These bands closely fit the wrist without causing irritation, whether for men or women. With adjustable matte stainless steel buckles, they can easily accommodate wrist sizes ranging from 4.5\" - 9.6\" (114mm - 245mm), just like a sports band for the Apple Watch, making it easy to put on and off. \u3010Universal Compatibility\u3011These watch bands are highly compatible with all Apple Watch models. Whether it's the latest Apple Watch Ultra 2 or an older model like the Series 1, including specific bands like the apple watch 10 band, apple watch se band, apple watch series 10 bands for women, apple watch se 2nd generation band, 40mm apple watch bands for women, 42mm apple watch band, they are all suitable choices. They are perfect for iWatch series 10, 9, 8, 7, 6, 5, 4, 3, 2, 1, SE, Ultra, Ultra 2, Edition, Sport, ensuring a perfect match for your specific device. \u3010Comfortable for Daily Use and Workout\u3011For those with an active lifestyle, our Maleden apple watch bands are ideal. Unlike silicone bands that can become sticky when sweaty, these nylon wristbands stay cool and dry. They don't stick to the skin, allowing for a seamless experience during workouts such as running or at the gym, as well as for daily activities like household chores. \u3010Stylish and Colorful Options\u3011It offers the opportunity to express style and personality with your Apple Watch. Each band is designed to look great and match different outfits, whether for a special occasion or a casual day. \u3010Superior Quality and Great Gift Option\u3011We ensure superior quality for our apple watch bands for women, men, and all users. Made of durable and flexible elastic nylon materials, they are reusable. If you encounter any quality problems, please contact us and we offer 12 - hour quick - reply for any questions. These solace apple watch bands for women make a great gift choice for various occasions such as weddings, birthdays, Valentine's Day, Christmas, and Thanksgiving Day."}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Gray"}, {"Size": "38mm/40mm/41mm"}], "promotion_items": [{"title": "Nylon Watch Band for Apple Watch Ultra 2 Band 49mm 46mm 45mm 44mm 42mm, Adjustable ...", "asin": "B0DRGN5N3Y", "price": "$19.99", "quantity": ""}, {"title": "Stretchy Solo Loop Compatible with Apple Watch Band 44mm 40mm 41mm 45mm 46mm 38mm 49mm 42mm for Women Men, Soft Nylon Elastic Braided Sport Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2", "asin": "B0CPSPLQWF", "price": "$4.99", "quantity": ""}, {"title": "6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B0DPC29VLW", "price": "$12.99", "quantity": ""}, {"title": "Nylon Sport Loop Band Compatible with Apple Watch Ultra Band 49mm 46mm 45mm 44mm 42...", "asin": "B0DL4CGBM2", "price": "$12.99", "quantity": ""}, {"title": "DaQin 3 Pack Stretchy Solo Loop Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2", "asin": "B095W1SBNB", "price": "$7.99", "quantity": ""}, {"title": "BARTON WATCH BANDS - Military Style Nylon Watch Bands Compatible with Apple Watch Models - 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, SE, Ultra & Ultra 2", "asin": "B08TPNB8PQ", "price": "$28.99", "quantity": ""}, {"title": "Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1", "asin": "B0BXCX9YS4", "price": "$9.99", "quantity": ""}, {"title": "Sport Loop Nylon Band Compatible with Apple Watch Band 38mm/40mm/41mm/42mm for Seri...", "asin": "B0BJD28RS9", "price": "$10.07", "quantity": ""}, {"title": "Bandiction Compatible with Apple Watch Bands 44mm 40mm 38mm 42mm 41mm 45mm 46mm 49mm, iWatch Bands Women Men,Adjustable Braided Solo Loop Elastic Sport Band for iWatch Ultra SE Series 10/9/8/7/6/5/4", "asin": "B0BF9VBLN2", "price": "$9.99", "quantity": ""}, {"title": "Stretchy Nylon Solo Loop Bands Compatible with Apple Watch 38mm 40mm 41mm 42mm 44mm...", "asin": "B08Q3MP34W", "price": "$9.99", "quantity": ""}, {"title": "Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men", "asin": "B0CB5TXHMW", "price": "$13.99", "quantity": ""}, {"title": "DaQin 3 Pack Stretchy Solo Loop Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2", "asin": "B095W1SBNB", "price": "$7.99", "quantity": ""}, {"title": "Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men", "asin": "B095K58Z9Y", "price": "$6.23", "quantity": ""}, {"title": "Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor", "asin": "B0DMNTM7VS", "price": "$6.38", "quantity": ""}], "comparison_items": [{"title": "Greatfine\u00a0Stretchy Solo Loop Strap Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Soft Nylon Elastic Strap Wristband for iWatch series 10 9 8 7 6 5 4 3 2 1 se Ultra 2PC-Black+Gray", "asin": "B08RYRJWQ9", "price": "$11.39"}, {"title": "CCnutri\u00a04 Pack Stretchy Solo Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Sport Nylon Elastic Straps Braided Wristbands for iWatch Series 10 9 8 7 6 5 4 3 Ultra SE", "asin": "B0B7JM3SLZ", "price": "$15.99"}, {"title": "Cangroo\u00a0Stretchy Nylon Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 42mm 41mm Ultra 2 Band 49mm Series 6 5 4 SE 44mm 40mm Series 3 2 1 38mm Men iWatch Bands Women Elastic Solo Loop Strap", "asin": "B0CM9GG6C7", "price": "$5.69"}, {"title": "Mazoft\u00a0Braided Bands With Magnetic Clasp Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm\uff1bSoft Nylon Sport Loop Strap for iWatch Series Ultra 2&1 10 9 8 7 6 SE 5 4 3 Women Men", "asin": "B0D2S8GY6T", "price": "$9.98"}, {"title": "ALSMGGBPAF\u00a0Slim Braided Nylon Band Compatible with Apple Watch Bands 42mm 41mm 40mm 38mm 40mm 44mm 45mm 46mm Women, Soft Thin Nylon Sport Loop Strap for iWatch Series 10 9 8 7 6 SE 5 4 3 2 1", "asin": "B0D6JGH5V8", "price": "$9.96"}, {"title": "Easuny\u00a05 Pack Stretchy Bands Compatible with Apple Watch 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women, Elastic Fabric Nylon Strap Wristband for iWatch SE Series 10 9 8 7 6 5 4 37 Ultra Boho Solo Loop", "asin": "B098D4GT8J", "price": "$9.99"}] <|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": "2025-04-08T02:28:58.483Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-08T02:28:58.483Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-08T02:28:58.483Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>", "index": 2580, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-06T21:26:50.441Z\", \"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{\"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\", 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If you encounter any quality problems, please contact us and we offer 12 - hour quick - reply for any questions. These solace apple watch bands for women make a great gift choice for various occasions such as weddings, birthdays, Valentine's Day, Christmas, and Thanksgiving Day.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Gray\"},\n{\"Size\": \"38mm/40mm/41mm\"}],\n\"promotion_items\": [{\"title\": \"Nylon Watch Band for Apple Watch Ultra 2 Band 49mm 46mm 45mm 44mm 42mm, Adjustable ...\", \"asin\": \"B0DRGN5N3Y\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Stretchy Solo Loop Compatible with Apple Watch Band 44mm 40mm 41mm 45mm 46mm 38mm 49mm 42mm for Women Men, Soft Nylon Elastic Braided Sport Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2\", \"asin\": \"B0CPSPLQWF\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DPC29VLW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Nylon Sport Loop Band Compatible with Apple Watch Ultra Band 49mm 46mm 45mm 44mm 42...\", \"asin\": \"B0DL4CGBM2\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"DaQin 3 Pack Stretchy Solo Loop Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2\", \"asin\": \"B095W1SBNB\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"BARTON WATCH BANDS - Military Style Nylon Watch Bands Compatible with Apple Watch Models - 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, SE, Ultra & Ultra 2\", \"asin\": \"B08TPNB8PQ\", \"price\": \"$28.99\", \"quantity\": \"\"},\n{\"title\": \"Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1\", \"asin\": \"B0BXCX9YS4\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Sport Loop Nylon Band Compatible with Apple Watch Band 38mm/40mm/41mm/42mm for Seri...\", \"asin\": \"B0BJD28RS9\", \"price\": \"$10.07\", \"quantity\": \"\"},\n{\"title\": \"Bandiction Compatible with Apple Watch Bands 44mm 40mm 38mm 42mm 41mm 45mm 46mm 49mm, iWatch Bands Women Men,Adjustable Braided Solo Loop Elastic Sport Band for iWatch Ultra SE Series 10/9/8/7/6/5/4\", \"asin\": \"B0BF9VBLN2\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Stretchy Nylon Solo Loop Bands Compatible with Apple Watch 38mm 40mm 41mm 42mm 44mm...\", \"asin\": \"B08Q3MP34W\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Original Stainless Steel Milanese Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Magnetic Clasp Band for iWatch Series 10, 9,SE, 8 7 6 5 4 3 2 1,Ultra, Women & Men\", \"asin\": \"B0CB5TXHMW\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"DaQin 3 Pack Stretchy Solo Loop Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2\", \"asin\": \"B095W1SBNB\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor\", \"asin\": \"B0DMNTM7VS\", \"price\": \"$6.38\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Greatfine\\u00a0Stretchy Solo Loop Strap Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Soft Nylon Elastic Strap Wristband for iWatch series 10 9 8 7 6 5 4 3 2 1 se Ultra 2PC-Black+Gray\", \"asin\": \"B08RYRJWQ9\", \"price\": \"$11.39\"},\n{\"title\": \"CCnutri\\u00a04 Pack Stretchy Solo Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Sport Nylon Elastic Straps Braided Wristbands for iWatch Series 10 9 8 7 6 5 4 3 Ultra SE\", \"asin\": \"B0B7JM3SLZ\", \"price\": \"$15.99\"},\n{\"title\": \"Cangroo\\u00a0Stretchy Nylon Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 42mm 41mm Ultra 2 Band 49mm Series 6 5 4 SE 44mm 40mm Series 3 2 1 38mm Men iWatch Bands Women Elastic Solo Loop Strap\", \"asin\": \"B0CM9GG6C7\", \"price\": \"$5.69\"},\n{\"title\": \"Mazoft\\u00a0Braided Bands With Magnetic Clasp Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm\\uff1bSoft Nylon Sport Loop Strap for iWatch Series Ultra 2&1 10 9 8 7 6 SE 5 4 3 Women Men\", \"asin\": \"B0D2S8GY6T\", \"price\": \"$9.98\"},\n{\"title\": \"ALSMGGBPAF\\u00a0Slim Braided Nylon Band Compatible with Apple Watch Bands 42mm 41mm 40mm 38mm 40mm 44mm 45mm 46mm Women, Soft Thin Nylon Sport Loop Strap for iWatch Series 10 9 8 7 6 SE 5 4 3 2 1\", \"asin\": \"B0D6JGH5V8\", \"price\": \"$9.96\"},\n{\"title\": \"Easuny\\u00a05 Pack Stretchy Bands Compatible with Apple Watch 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women, Elastic Fabric Nylon Strap Wristband for iWatch SE Series 10 9 8 7 6 5 4 37 Ultra Boho Solo Loop\", \"asin\": \"B098D4GT8J\", \"price\": \"$9.99\"}]\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\": \"2025-04-08T02:28:58.483Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-06T21:26:50.441Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"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\": \"apple watch \\u8868\\u5e26 light gray nylon\"}],\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 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Loop Compatible with Apple Watch Band 44mm 40mm 41mm 45mm 46mm 38mm 49mm 42mm for Women Men, Soft Nylon Elastic Braided Sport Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2\", \"asin\": \"B0CPSPLQWF\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"Nylon Sport Loop Band Compatible with Apple Watch Ultra Band 49mm 46mm 45mm 44mm 42...\", \"asin\": \"B0DL4CGBM2\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Stretchy Braided Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm...\", \"asin\": \"B096SB6GVV\", \"price\": \"$8.54\", \"quantity\": \"\"},\n{\"title\": \"Sport Loop Nylon Band Compatible with Apple Watch Band 38mm/40mm/41mm/42mm for Seri...\", \"asin\": \"B0BJD28RS9\", \"price\": \"$10.07\", \"quantity\": \"\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46m...\", \"asin\": \"B09K57JC8W\", \"price\": \"$7.57\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DPC29VLW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Greatfine\\u00a0Stretchy Solo Loop Strap Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Soft Nylon Elastic Strap Wristband for iWatch series 10 9 8 7 6 5 4 3 2 1 se Ultra Gray\", \"asin\": \"B08RYSVZ7H\", \"price\": \"$8.54\"},\n{\"title\": \"Vcegari\\u00a0Stretchy Nylon Solo Loop Compatible with Apple Watch Bands for Women 40mm 41mm 38mm 42mm 44mm 45mm 46mm 49mm, Adjustable Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 SE Ultra 2\", \"asin\": \"B08M61S2F2\", \"price\": \"$7.99\"},\n{\"title\": \"Zedoli\\u00a0Braided Solo Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men,Stretchy Nylon Sport Elastic Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra/Ultra 2\", \"asin\": \"B0CLDF86Q2\", \"price\": \"$4.99\"},\n{\"title\": \"DaQin\\u00a0Compatible with Apple Watch Band 45mm 44mm 49mm 42mm 41mm 40mm 38mm for Women Men, Stretchy Solo Loop Nylon Elastic Braided Sport Strap for iWatch Series 9 Series 8 7 6 5 4 3 2 1Ultra/Ultra 2 SE\", \"asin\": \"B0CRNPS27J\", \"price\": \"$14.99\"},\n{\"title\": \"HPJK\\u00a03 Pack Shiny Bands Compatible with Apple Watch Band for Women 38mm 40mm 41mm, Nylon Stretchy Straps for iWatch Series 9 Ultra SE 8 7 6 5 4 3 2 1\", \"asin\": \"B09M3HV6ZM\", \"price\": \"$9.99\"},\n{\"title\": \"Cangroo\\u00a0Stretchy Nylon Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 42mm 41mm Ultra 2 Band 49mm Series 6 5 4 SE 44mm 40mm Series 3 2 1 38mm Men iWatch Bands Women Elastic Solo Loop Strap\", \"asin\": \"B0CM9GG6C7\", \"price\": \"$5.69\"}]\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\": \"2025-04-08T02:29:03.504Z\", // 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
2025-04-08T02:29:03.504Z
click
product_option
rule
train
2,581
2025-04-08T02:29:03.504Z
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": "2025-04-06T21:26:50.441Z", "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"} {"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"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} {"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"} {"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"} {"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"} {"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"} {"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"} {"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"} {"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:15:46.772Z", "action": "click_product", "action_argument": "B0043JTA7S"} {"timestamp": "2025-04-08T00:16:08.041Z", "action": "click_product", "action_argument": "B0777LRN9F"} {"timestamp": "2025-04-08T00:18:56.688Z", "action": "click_product", "action_argument": "B087MC1HW6"} {"timestamp": "2025-04-08T01:08:41.680Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray \u7f16\u7ec7"} {"timestamp": "2025-04-08T01:08:41.865Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:48.494Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray nylon"} {"timestamp": "2025-04-08T01:11:48.790Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:55.067Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:11:59.077Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-08T01:12:05.683Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:12:14.918Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:12.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:22.813Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:28.877Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:14:53.912Z", "action": "purchase", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T01:15:56.058Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:16:05.480Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:18:50.961Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:19:15.369Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:37.300Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:40.777Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:20:10.780Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:31:25.004Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:25.253Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:31.755Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 \u94f6"} {"timestamp": "2025-04-08T01:31:32.024Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:38.260Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 silver"} {"timestamp": "2025-04-08T01:31:38.516Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:42.383Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:43.603Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:43.858Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:12:01.493Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:12:24.164Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:12:35.377Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:37.752Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:39.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:40.989Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:42.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:44.115Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:45.754Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:57.777Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:20:17.611Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-08T02:20:17.649Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-08T02:24:25.794Z", "action": "click_product", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T02:24:27.519Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:25:15.270Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T02:26:57.406Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T02:27:00.610Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T02:27:37.905Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-08T02:27:52.506Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver light gray nylon"} {"timestamp": "2025-04-08T02:27:52.784Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:54.455Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:54.626Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:56.191Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:59.523Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 light gray nylon"} {"timestamp": "2025-04-08T02:27:59.802Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:28:19.403Z", "action": "click_product", "action_argument": "B095K39ZYQ"} {"timestamp": "2025-04-08T02:28:43.766Z", "action": "click_product", "action_argument": "B08ZSHTCTJ"} {"timestamp": "2025-04-08T02:28:52.692Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:28:58.483Z", "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": "apple watch \u8868\u5e26 light gray nylon"}], "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"}], "product_details": [{"asin": "B08RYSVZ7H"}, {"title": "Stretchy Solo Loop Strap Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Soft Nylon Elastic Strap Wristband for iWatch series 10 9 8 7 6 5 4 3 2 1 se Ultra Gray"}, {"price": "$8.54"}, {"bullet_list": "Adjustable stainless steel buckle provides secure fit Soft, breathable nylon material is lightweight and comfortable Fits 114mm-245mm (4.5in-9.6in) wrists Compatible with Apple Watch Series 8/7/6/5/4/3/2/1, SE, Ultra, Nike+, Edition, Sport 12 month warranty, easy returns"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Gray"}, {"Size": "42mm/44mm/45mm"}], "promotion_items": [{"title": "OMECKY Magnetic Braided Solo Loop Band Compatible with Apple Watch Series 10 42mm 46mm 9 8 7 6 5 4 40mm 41mm 44mm 45mm 49mm for Women Men, Stretchy Nylon Elastic Sport Strap for iWatch SE/Ultra 1/2", "asin": "B0CYSHKX7T", "price": "$7.34", "quantity": ""}, {"title": "Stretchy Solo Loop Bands Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Nylon Elastic Sport iWatch Bands Strap for iWatch Ultra 2 SE Series 10 9 8 7 6 5 4 3", "asin": "B0CQQWCFVT", "price": "$7.99", "quantity": ""}, {"title": "OMECKY Stretchy Braided Solo Loop Compatible with Apple Watch Band Series 9 8 7 6 5 4 3 38mm 40mm 41mm 42mm 44mm 45mm 49mm for Women Men, Cute Nylon Elastic Sport Strap for iWatch SE/Ultra 1/2", "asin": "B0CKSWFYNR", "price": "$11.99", "quantity": ""}, {"title": "Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 42mm 44mm iWatch Series 6 5 SE 4 3 2 1 Strap, Nylon Velcro Women Men Stretchy Elastic Braided Adjustable Wristband, 42mm 44mm Summit White", "asin": "B098F8536K", "price": "$10.07", "quantity": ""}, {"title": "Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Adjustable Breathable Women Men Braided Strap Compatible for iWatch Series 10/9/8/7/6/5/4/3 SE Ultra 1/2", "asin": "B09K57JC8W", "price": "$7.57", "quantity": ""}, {"title": "Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men", "asin": "B095K58Z9Y", "price": "$6.23", "quantity": ""}, {"title": "Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap", "asin": "B0CKP9S961", "price": "$5.59", "quantity": ""}, {"title": "Stretchy Solo Loop Compatible with Apple Watch Band 44mm 40mm 41mm 45mm 46mm 38mm 49mm 42mm for Women Men, Soft Nylon Elastic Braided Sport Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2", "asin": "B0CPSPLQWF", "price": "$4.99", "quantity": ""}, {"title": "Nylon Sport Loop Band Compatible with Apple Watch Ultra Band 49mm 46mm 45mm 44mm 42...", "asin": "B0DL4CGBM2", "price": "$12.99", "quantity": ""}, {"title": "Stretchy Braided Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm...", "asin": "B096SB6GVV", "price": "$8.54", "quantity": ""}, {"title": "Sport Loop Nylon Band Compatible with Apple Watch Band 38mm/40mm/41mm/42mm for Seri...", "asin": "B0BJD28RS9", "price": "$10.07", "quantity": ""}, {"title": "Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46m...", "asin": "B09K57JC8W", "price": "$7.57", "quantity": ""}, {"title": "6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B0DPC29VLW", "price": "$12.99", "quantity": ""}, {"title": "Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men", "asin": "B095K58Z9Y", "price": "$6.23", "quantity": ""}], "comparison_items": [{"title": "Greatfine\u00a0Stretchy Solo Loop Strap Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Soft Nylon Elastic Strap Wristband for iWatch series 10 9 8 7 6 5 4 3 2 1 se Ultra Gray", "asin": "B08RYSVZ7H", "price": "$8.54"}, {"title": "Vcegari\u00a0Stretchy Nylon Solo Loop Compatible with Apple Watch Bands for Women 40mm 41mm 38mm 42mm 44mm 45mm 46mm 49mm, Adjustable Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 SE Ultra 2", "asin": "B08M61S2F2", "price": "$7.99"}, {"title": "Zedoli\u00a0Braided Solo Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men,Stretchy Nylon Sport Elastic Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra/Ultra 2", "asin": "B0CLDF86Q2", "price": "$4.99"}, {"title": "DaQin\u00a0Compatible with Apple Watch Band 45mm 44mm 49mm 42mm 41mm 40mm 38mm for Women Men, Stretchy Solo Loop Nylon Elastic Braided Sport Strap for iWatch Series 9 Series 8 7 6 5 4 3 2 1Ultra/Ultra 2 SE", "asin": "B0CRNPS27J", "price": "$14.99"}, {"title": "HPJK\u00a03 Pack Shiny Bands Compatible with Apple Watch Band for Women 38mm 40mm 41mm, Nylon Stretchy Straps for iWatch Series 9 Ultra SE 8 7 6 5 4 3 2 1", "asin": "B09M3HV6ZM", "price": "$9.99"}, {"title": "Cangroo\u00a0Stretchy Nylon Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 42mm 41mm Ultra 2 Band 49mm Series 6 5 4 SE 44mm 40mm Series 3 2 1 38mm Men iWatch Bands Women Elastic Solo Loop Strap", "asin": "B0CM9GG6C7", "price": "$5.69"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-08T02:29:03.504Z", // 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>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-08T02:29:03.504Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-08T02:29:03.504Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>", "index": 2581, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-06T21:26:50.441Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"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\": \"apple watch \\u8868\\u5e26 light gray nylon\"}],\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\"product_details\": [{\"asin\": \"B08RYSVZ7H\"},\n{\"title\": \"Stretchy Solo Loop Strap Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Soft Nylon Elastic Strap Wristband for iWatch series 10 9 8 7 6 5 4 3 2 1 se Ultra Gray\"},\n{\"price\": \"$8.54\"},\n{\"bullet_list\": \"Adjustable stainless steel buckle provides secure fit Soft, breathable nylon material is lightweight and comfortable Fits 114mm-245mm (4.5in-9.6in) wrists Compatible with Apple Watch Series 8/7/6/5/4/3/2/1, SE, Ultra, Nike+, Edition, Sport 12 month warranty, easy returns\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Gray\"},\n{\"Size\": \"42mm/44mm/45mm\"}],\n\"promotion_items\": [{\"title\": \"OMECKY Magnetic Braided Solo Loop Band Compatible with Apple Watch Series 10 42mm 46mm 9 8 7 6 5 4 40mm 41mm 44mm 45mm 49mm for Women Men, Stretchy Nylon Elastic Sport Strap for iWatch SE/Ultra 1/2\", \"asin\": \"B0CYSHKX7T\", \"price\": \"$7.34\", \"quantity\": \"\"},\n{\"title\": \"Stretchy Solo Loop Bands Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Nylon Elastic Sport iWatch Bands Strap for iWatch Ultra 2 SE Series 10 9 8 7 6 5 4 3\", \"asin\": \"B0CQQWCFVT\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"OMECKY Stretchy Braided Solo Loop Compatible with Apple Watch Band Series 9 8 7 6 5 4 3 38mm 40mm 41mm 42mm 44mm 45mm 49mm for Women Men, Cute Nylon Elastic Sport Strap for iWatch SE/Ultra 1/2\", \"asin\": \"B0CKSWFYNR\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 42mm 44mm iWatch Series 6 5 SE 4 3 2 1 Strap, Nylon Velcro Women Men Stretchy Elastic Braided Adjustable Wristband, 42mm 44mm Summit White\", \"asin\": \"B098F8536K\", \"price\": \"$10.07\", \"quantity\": \"\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Adjustable Breathable Women Men Braided Strap Compatible for iWatch Series 10/9/8/7/6/5/4/3 SE Ultra 1/2\", \"asin\": \"B09K57JC8W\", \"price\": \"$7.57\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap\", \"asin\": \"B0CKP9S961\", \"price\": \"$5.59\", \"quantity\": \"\"},\n{\"title\": \"Stretchy Solo Loop Compatible with Apple Watch Band 44mm 40mm 41mm 45mm 46mm 38mm 49mm 42mm for Women Men, Soft Nylon Elastic Braided Sport Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2\", \"asin\": \"B0CPSPLQWF\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"Nylon Sport Loop Band Compatible with Apple Watch Ultra Band 49mm 46mm 45mm 44mm 42...\", \"asin\": \"B0DL4CGBM2\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Stretchy Braided Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm...\", \"asin\": \"B096SB6GVV\", \"price\": \"$8.54\", \"quantity\": \"\"},\n{\"title\": \"Sport Loop Nylon Band Compatible with Apple Watch Band 38mm/40mm/41mm/42mm for Seri...\", \"asin\": \"B0BJD28RS9\", \"price\": \"$10.07\", \"quantity\": \"\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46m...\", \"asin\": \"B09K57JC8W\", \"price\": \"$7.57\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DPC29VLW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Greatfine\\u00a0Stretchy Solo Loop Strap Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Soft Nylon Elastic Strap Wristband for iWatch series 10 9 8 7 6 5 4 3 2 1 se Ultra Gray\", \"asin\": \"B08RYSVZ7H\", \"price\": \"$8.54\"},\n{\"title\": \"Vcegari\\u00a0Stretchy Nylon Solo Loop Compatible with Apple Watch Bands for Women 40mm 41mm 38mm 42mm 44mm 45mm 46mm 49mm, Adjustable Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 SE Ultra 2\", \"asin\": \"B08M61S2F2\", \"price\": \"$7.99\"},\n{\"title\": \"Zedoli\\u00a0Braided Solo Loop Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men,Stretchy Nylon Sport Elastic Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra/Ultra 2\", \"asin\": \"B0CLDF86Q2\", \"price\": \"$4.99\"},\n{\"title\": \"DaQin\\u00a0Compatible with Apple Watch Band 45mm 44mm 49mm 42mm 41mm 40mm 38mm for Women Men, Stretchy Solo Loop Nylon Elastic Braided Sport Strap for iWatch Series 9 Series 8 7 6 5 4 3 2 1Ultra/Ultra 2 SE\", \"asin\": \"B0CRNPS27J\", \"price\": \"$14.99\"},\n{\"title\": \"HPJK\\u00a03 Pack Shiny Bands Compatible with Apple Watch Band for Women 38mm 40mm 41mm, Nylon Stretchy Straps for iWatch Series 9 Ultra SE 8 7 6 5 4 3 2 1\", \"asin\": \"B09M3HV6ZM\", \"price\": \"$9.99\"},\n{\"title\": \"Cangroo\\u00a0Stretchy Nylon Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 42mm 41mm Ultra 2 Band 49mm Series 6 5 4 SE 44mm 40mm Series 3 2 1 38mm Men iWatch Bands Women Elastic Solo Loop Strap\", \"asin\": \"B0CM9GG6C7\", \"price\": \"$5.69\"}]\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\": \"2025-04-08T02:29:03.504Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-06T21:26:50.441Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"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\": \"apple watch \\u8868\\u5e26 light gray nylon\"}],\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\": \"Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 42mm 44mm iWatch Series 6 5 SE 4 3 2 1 Strap, Nylon Velcro Women Men Stretchy Elastic Braided Adjustable Wristband, 38mm 40mm Dark Black\", \"asin\": \"B098F37DJP\", \"price\": \"$10.07\", \"quantity\": \"\"},\n{\"title\": \"Hiking Trail Nylon Band | The Original Rugged Compatible with Apple Watch Band for Men & Women - Soft, Breathable, Woven Water-Resistant Nylon Mens iWatch Strap | Fits Ultra 2 & Ultra 49mm 46mm 45mm 44mm Series 10 & All Models (Black)\", \"asin\": \"B01MF8HYMI\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band Series 10 46mm, 49mm 45mm 42mm 44mm For Men Women,Adjustable Velcro Watch Band Braided for iWatch Ultra 2 SE Series 10 9 8 7 6 5 4 3 2 1\", \"asin\": \"B0DZC829RZ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Bandiction Compatible with Apple Watch Series 3 38mm Series 5 40mm iWatch Bands 38mm 40mm 41mm, Soft Silicone Sport Replacement Strap Compatible for iWatch SE Series 10 9 8 7 6 5 4 3 2 1 Ultra\", \"asin\": \"B08QDG9WYD\", \"price\": \"$8.98\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Sport Nylon Loop Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Breathable Braided Straps for iWatch Series 10/9/8/7/6/5/4/3/SE/Ultra\", \"asin\": \"B0CYH4HRJ6\", \"price\": \"$10.49\", \"quantity\": \"\"},\n{\"title\": \"Braided Stretchy Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Nylon Elastic Straps Wristbands for iWatch Series 10 9 8 7 6 SE 5 4 3 2 Ultra Ultra 2\", \"asin\": \"B0BR93H51V\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Sport Nylon Loop Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Breathable Braided Straps for iWatch Series 10/9/8/7/6/5/4/3/SE/Ultra\", \"asin\": \"B0CYH4HRJ6\", \"price\": \"$10.49\", \"quantity\": \"\"},\n{\"title\": \"Bandiction Compatible with Apple Watch Series 3 38mm Series 5 40mm iWatch Bands 38mm 40mm 41mm, Soft Silicone Sport Replacement Strap Compatible for iWatch SE Series 10 9 8 7 6 5 4 3 2 1 Ultra\", \"asin\": \"B08QD72SSN\", \"price\": \"$7.98\", \"quantity\": \"\"},\n{\"title\": \"Savior Survival Gear Paracord Watch Band - Compatible with Apple Watch Band 49mm 45mm 44mm 42mm - iWatch Band Series Ultra 9 8 7 6 5 4 3 2 1 SE - Adjustable - Men & Women (Blue w/Silver HW, Large)\", \"asin\": \"B07ZG7CB7V\", \"price\": \"$28.95\", \"quantity\": \"\"},\n{\"title\": \"WFEAGL Leather Bands Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women, Grain Leather Strap Slim Thin Wristband for iWatch Ultra SE SE2 Series 10 9 8 7 6 5 4 3 2 1\", \"asin\": \"B07T95GP3D\", \"price\": \"$16.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"DaQin 3 Pack Stretchy Solo Loop Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2\", \"asin\": \"B095W1SBNB\"}],\n\"search_results\": [{\"title\": \"BARTON WATCH BANDS - Military Style Nylon Watch Bands Compatible with Apple Watch Models - 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, SE, Ultra & Ultra 2\", \"asin\": \"B08TPNB8PQ\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Apr 18 - 19\"},\n{\"title\": \"BARTON WATCH BANDS Adapters compaitble with All Apple Watch Models - Small (38mm & 40mm) or Large (42mm & 44mm) Case Sizes - Fit 22mm Watch Straps\", \"asin\": \"B0716SKHHD\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Apr 18 - 19\"},\n{\"title\": \"AMANECER Stretchy Nylon Watch Bands Compatible with Apple Watch Series 9/8/7/6/5/4/3 SE 2/1, Adjustable Braided Elastic Sport Loop Rugged Straps for iWatch Women Men (Storm Gray, 38/40/41MM)\", \"asin\": \"B08TCB32XQ\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap\", \"asin\": \"B0CKPB8DNK\", \"price\": \"$7.19\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Getino Nylon Band Compatible with Apple Watch Bands 40mm 41mm 38mm 42mm 46mm 44mm 45mm 49mm Women Men, Breathable Soft Weave Stretchy Sport Strap for iWatch Series 10 9 8 7 6 5 4 3 SE Ultra 2 1, Gray\", \"asin\": \"B0D6RMS3PK\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K39ZYQ\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Hiking Trail Nylon Band | The Original Rugged Compatible with Apple Watch Band for Men & Women - Soft, Breathable, Woven Water-Resistant Nylon Mens iWatch Strap | Fits Ultra 2 & Ultra 49mm 46mm 45mm 44mm Series 10 & All Models (Black)\", \"asin\": \"B01MF8HYMI\", \"price\": \"$25.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 42mm 44mm iWatch Series 6 5 SE 4 3 2 1 Strap, Nylon Velcro Women Men Stretchy Elastic Braided Adjustable Wristband, 38mm 40mm Dark Black\", \"asin\": \"B098F37DJP\", \"price\": \"$10.07\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Braided Stretchy Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Nylon Solo Loop Elastic Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0D972C5QK\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Stretchy Solo Loop Strap Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Soft Nylon Elastic Strap Wristband for iWatch series 10 9 8 7 6 5 4 3 2 1 se Ultra Twill Weave-Light Gray\", \"asin\": \"B08ZSHTCTJ\", \"price\": \"$8.54\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Stretchy Solo Loop Bands Compatible with Apple Watch 38mm 40mm 41mm Braided Elastic Weave Nylon Wristbands Women Men Straps for iWatch Series 7/6/5/4/3/2/1/SE Light Gray\", \"asin\": \"B09XVHWFK2\", \"price\": \"$5.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"DaQin Nylon Sport Loop Compatible with Apple Watch Band 40mm 38mm 41mm 42mm 44mm 45mm 46mm 49mm, Soft Breathable Braided Wristbands for iWatch Band for Women Men Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DCFSJQ2Q\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"6 Pack Sport Nylon Loop Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Breathable Braided Straps for iWatch Series 10/9/8/7/6/5/4/3/SE/Ultra\", \"asin\": \"B0CYH4HRJ6\", \"price\": \"$10.49\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band Series 10 46mm, 49mm 45mm 42mm 44mm For Men Women,Adjustable Velcro Watch Band Braided for iWatch Ultra 2 SE Series 10 9 8 7 6 5 4 3 2 1\", \"asin\": \"B0DZC829RZ\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Maledan Stretchy Solo Loop Compatible with Apple Watch Band Women Men 40mm 44mm 45mm 41mm 38mm 46mm 49mm 42mm,Soft Nylon Elastic Braided Strap Wristband for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0D7RLV5WD\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"AMSKY Sport Nylon Loop Band Compatible with Apple Watch Bands 38MM 40MM 41MM 42MM 44MM 45MM 46MM 49MM Women Men,Starlight Adjustable Straps for iWatch Band Series 10 SE 9 8 7 6 5 4 3 2 Ultra\", \"asin\": \"B0D6W27HKZ\", \"price\": \"$9.48\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Silicone Sport Band Compatible with Apple Watch 41mm 40mm 38mm 46mm 45mm 44mm 42mm 49mm for Women Men, Soft Strap Replacement Wristband for iWatch Series SE 10 9 8 7 6 5 4 3 2 1 Ultra\", \"asin\": \"B0CWD86W4R\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Sport Band Compatible with Apple Watch Bands 49mm 46mm 45mm 44mm 42mm 41mm 40mm 38mm, Soft Silicone Wristband Strap with Classic Clasp for iWatch Series 10 9 Ultra SE 8 7 6 5 4 3 2 1 for Women Men\", \"asin\": \"B08HRHZTG9\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Braided Stretchy Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Nylon Elastic Straps Wristbands for iWatch Series 10 9 8 7 6 SE 5 4 3 2 Ultra Ultra 2\", \"asin\": \"B0BR93H51V\", \"price\": \"$13.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Stretchy Braided Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Adjustable Elastic Nylon for iWatch Series 10 9 8 7 6 5 4 3 2 Se Ultra Ultra 2\", \"asin\": \"B096SB6GVV\", \"price\": \"$8.54\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"CARTERJETT Hiking Trail Nylon Band | Compatible with Apple Watch 42/41/40mm | Sports Watch Band for Men & Women - Soft, Breathable, Woven Water-Resistant Nylon - Casper Gray\", \"asin\": \"B07474CFTW\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 11 for Prime members Only 7 left in stock - order soon.\"},\n{\"title\": \"WJK Nylon Solo Loop Bands Compatible with Apple Watch 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Stretchy Strap Compatible with Apple Watch Series 10 9 8 7 6 5 4 3 2 1 Ultra 2 SE\", \"asin\": \"B0B5TD5DL5\", \"price\": \"$5.35\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Adjustable Breathable Women Men Braided Strap Compatible for iWatch Series 10/9/8/7/6/5/4/3 SE Ultra 1/2\", \"asin\": \"B09K58ZT9Y\", \"price\": \"$8.97\", \"delivery\": \"FREE delivery Thu, Apr 10\"}]\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\": \"2025-04-08T02:30:15.209Z\", // 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
2025-04-08T02:30:15.209Z
click
nav_bar
rule
train
2,582
2025-04-08T02:30:15.209Z
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": "2025-04-06T21:26:50.441Z", "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"} {"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"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} {"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"} {"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"} {"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"} {"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"} {"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"} {"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"} {"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:15:46.772Z", "action": "click_product", "action_argument": "B0043JTA7S"} {"timestamp": "2025-04-08T00:16:08.041Z", "action": "click_product", "action_argument": "B0777LRN9F"} {"timestamp": "2025-04-08T00:18:56.688Z", "action": "click_product", "action_argument": "B087MC1HW6"} {"timestamp": "2025-04-08T01:08:41.680Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray \u7f16\u7ec7"} {"timestamp": "2025-04-08T01:08:41.865Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:48.494Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray nylon"} {"timestamp": "2025-04-08T01:11:48.790Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:55.067Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:11:59.077Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-08T01:12:05.683Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:12:14.918Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:12.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:22.813Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:28.877Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:14:53.912Z", "action": "purchase", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T01:15:56.058Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:16:05.480Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:18:50.961Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:19:15.369Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:37.300Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:40.777Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:20:10.780Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:31:25.004Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:25.253Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:31.755Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 \u94f6"} {"timestamp": "2025-04-08T01:31:32.024Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:38.260Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 silver"} {"timestamp": "2025-04-08T01:31:38.516Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:42.383Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:43.603Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:43.858Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:12:01.493Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:12:24.164Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:12:35.377Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:37.752Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:39.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:40.989Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:42.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:44.115Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:45.754Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:57.777Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:20:17.611Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-08T02:20:17.649Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-08T02:24:25.794Z", "action": "click_product", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T02:24:27.519Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:25:15.270Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T02:26:57.406Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T02:27:00.610Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T02:27:37.905Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-08T02:27:52.506Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver light gray nylon"} {"timestamp": "2025-04-08T02:27:52.784Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:54.455Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:54.626Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:56.191Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:59.523Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 light gray nylon"} {"timestamp": "2025-04-08T02:27:59.802Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:28:19.403Z", "action": "click_product", "action_argument": "B095K39ZYQ"} {"timestamp": "2025-04-08T02:28:43.766Z", "action": "click_product", "action_argument": "B08ZSHTCTJ"} {"timestamp": "2025-04-08T02:28:52.692Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:28:58.483Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:29:03.504Z", "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": "apple watch \u8868\u5e26 light gray nylon"}], "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": "Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 42mm 44mm iWatch Series 6 5 SE 4 3 2 1 Strap, Nylon Velcro Women Men Stretchy Elastic Braided Adjustable Wristband, 38mm 40mm Dark Black", "asin": "B098F37DJP", "price": "$10.07", "quantity": ""}, {"title": "Hiking Trail Nylon Band | The Original Rugged Compatible with Apple Watch Band for Men & Women - Soft, Breathable, Woven Water-Resistant Nylon Mens iWatch Strap | Fits Ultra 2 & Ultra 49mm 46mm 45mm 44mm Series 10 & All Models (Black)", "asin": "B01MF8HYMI", "price": "$25.99", "quantity": ""}, {"title": "Nylon Sport Band Compatible with Apple Watch Band Series 10 46mm, 49mm 45mm 42mm 44mm For Men Women,Adjustable Velcro Watch Band Braided for iWatch Ultra 2 SE Series 10 9 8 7 6 5 4 3 2 1", "asin": "B0DZC829RZ", "price": "$18.99", "quantity": ""}, {"title": "Bandiction Compatible with Apple Watch Series 3 38mm Series 5 40mm iWatch Bands 38mm 40mm 41mm, Soft Silicone Sport Replacement Strap Compatible for iWatch SE Series 10 9 8 7 6 5 4 3 2 1 Ultra", "asin": "B08QDG9WYD", "price": "$8.98", "quantity": ""}, {"title": "6 Pack Sport Nylon Loop Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Breathable Braided Straps for iWatch Series 10/9/8/7/6/5/4/3/SE/Ultra", "asin": "B0CYH4HRJ6", "price": "$10.49", "quantity": ""}, {"title": "Braided Stretchy Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Nylon Elastic Straps Wristbands for iWatch Series 10 9 8 7 6 SE 5 4 3 2 Ultra Ultra 2", "asin": "B0BR93H51V", "price": "$13.99", "quantity": ""}, {"title": "6 Pack Sport Nylon Loop Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Breathable Braided Straps for iWatch Series 10/9/8/7/6/5/4/3/SE/Ultra", "asin": "B0CYH4HRJ6", "price": "$10.49", "quantity": ""}, {"title": "Bandiction Compatible with Apple Watch Series 3 38mm Series 5 40mm iWatch Bands 38mm 40mm 41mm, Soft Silicone Sport Replacement Strap Compatible for iWatch SE Series 10 9 8 7 6 5 4 3 2 1 Ultra", "asin": "B08QD72SSN", "price": "$7.98", "quantity": ""}, {"title": "Savior Survival Gear Paracord Watch Band - Compatible with Apple Watch Band 49mm 45mm 44mm 42mm - iWatch Band Series Ultra 9 8 7 6 5 4 3 2 1 SE - Adjustable - Men & Women (Blue w/Silver HW, Large)", "asin": "B07ZG7CB7V", "price": "$28.95", "quantity": ""}, {"title": "WFEAGL Leather Bands Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women, Grain Leather Strap Slim Thin Wristband for iWatch Ultra SE SE2 Series 10 9 8 7 6 5 4 3 2 1", "asin": "B07T95GP3D", "price": "$16.99", "quantity": ""}], "ads": [{"title": "DaQin 3 Pack Stretchy Solo Loop Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2", "asin": "B095W1SBNB"}], "search_results": [{"title": "BARTON WATCH BANDS - Military Style Nylon Watch Bands Compatible with Apple Watch Models - 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, SE, Ultra & Ultra 2", "asin": "B08TPNB8PQ", "price": "$28.99", "delivery": "FREE delivery Apr 18 - 19"}, {"title": "BARTON WATCH BANDS Adapters compaitble with All Apple Watch Models - Small (38mm & 40mm) or Large (42mm & 44mm) Case Sizes - Fit 22mm Watch Straps", "asin": "B0716SKHHD", "price": "$14.99", "delivery": "FREE delivery Apr 18 - 19"}, {"title": "AMANECER Stretchy Nylon Watch Bands Compatible with Apple Watch Series 9/8/7/6/5/4/3 SE 2/1, Adjustable Braided Elastic Sport Loop Rugged Straps for iWatch Women Men (Storm Gray, 38/40/41MM)", "asin": "B08TCB32XQ", "price": "$9.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap", "asin": "B0CKPB8DNK", "price": "$7.19", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Getino Nylon Band Compatible with Apple Watch Bands 40mm 41mm 38mm 42mm 46mm 44mm 45mm 49mm Women Men, Breathable Soft Weave Stretchy Sport Strap for iWatch Series 10 9 8 7 6 5 4 3 SE Ultra 2 1, Gray", "asin": "B0D6RMS3PK", "price": "$9.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men", "asin": "B095K39ZYQ", "price": "$8.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Hiking Trail Nylon Band | The Original Rugged Compatible with Apple Watch Band for Men & Women - Soft, Breathable, Woven Water-Resistant Nylon Mens iWatch Strap | Fits Ultra 2 & Ultra 49mm 46mm 45mm 44mm Series 10 & All Models (Black)", "asin": "B01MF8HYMI", "price": "$25.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 42mm 44mm iWatch Series 6 5 SE 4 3 2 1 Strap, Nylon Velcro Women Men Stretchy Elastic Braided Adjustable Wristband, 38mm 40mm Dark Black", "asin": "B098F37DJP", "price": "$10.07", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Braided Stretchy Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Nylon Solo Loop Elastic Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B0D972C5QK", "price": "$5.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Stretchy Solo Loop Strap Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Soft Nylon Elastic Strap Wristband for iWatch series 10 9 8 7 6 5 4 3 2 1 se Ultra Twill Weave-Light Gray", "asin": "B08ZSHTCTJ", "price": "$8.54", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Stretchy Solo Loop Bands Compatible with Apple Watch 38mm 40mm 41mm Braided Elastic Weave Nylon Wristbands Women Men Straps for iWatch Series 7/6/5/4/3/2/1/SE Light Gray", "asin": "B09XVHWFK2", "price": "$5.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "DaQin Nylon Sport Loop Compatible with Apple Watch Band 40mm 38mm 41mm 42mm 44mm 45mm 46mm 49mm, Soft Breathable Braided Wristbands for iWatch Band for Women Men Series 10 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B0DCFSJQ2Q", "price": "$9.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "6 Pack Sport Nylon Loop Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Breathable Braided Straps for iWatch Series 10/9/8/7/6/5/4/3/SE/Ultra", "asin": "B0CYH4HRJ6", "price": "$10.49", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Nylon Sport Band Compatible with Apple Watch Band Series 10 46mm, 49mm 45mm 42mm 44mm For Men Women,Adjustable Velcro Watch Band Braided for iWatch Ultra 2 SE Series 10 9 8 7 6 5 4 3 2 1", "asin": "B0DZC829RZ", "price": "$18.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Maledan Stretchy Solo Loop Compatible with Apple Watch Band Women Men 40mm 44mm 45mm 41mm 38mm 46mm 49mm 42mm,Soft Nylon Elastic Braided Strap Wristband for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B0D7RLV5WD", "price": "$7.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "AMSKY Sport Nylon Loop Band Compatible with Apple Watch Bands 38MM 40MM 41MM 42MM 44MM 45MM 46MM 49MM Women Men,Starlight Adjustable Straps for iWatch Band Series 10 SE 9 8 7 6 5 4 3 2 Ultra", "asin": "B0D6W27HKZ", "price": "$9.48", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Silicone Sport Band Compatible with Apple Watch 41mm 40mm 38mm 46mm 45mm 44mm 42mm 49mm for Women Men, Soft Strap Replacement Wristband for iWatch Series SE 10 9 8 7 6 5 4 3 2 1 Ultra", "asin": "B0CWD86W4R", "price": "$7.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Sport Band Compatible with Apple Watch Bands 49mm 46mm 45mm 44mm 42mm 41mm 40mm 38mm, Soft Silicone Wristband Strap with Classic Clasp for iWatch Series 10 9 Ultra SE 8 7 6 5 4 3 2 1 for Women Men", "asin": "B08HRHZTG9", "price": "$9.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Braided Stretchy Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Nylon Elastic Straps Wristbands for iWatch Series 10 9 8 7 6 SE 5 4 3 2 Ultra Ultra 2", "asin": "B0BR93H51V", "price": "$13.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Stretchy Braided Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Adjustable Elastic Nylon for iWatch Series 10 9 8 7 6 5 4 3 2 Se Ultra Ultra 2", "asin": "B096SB6GVV", "price": "$8.54", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "CARTERJETT Hiking Trail Nylon Band | Compatible with Apple Watch 42/41/40mm | Sports Watch Band for Men & Women - Soft, Breathable, Woven Water-Resistant Nylon - Casper Gray", "asin": "B07474CFTW", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 11 for Prime members Only 7 left in stock - order soon."}, {"title": "WJK Nylon Solo Loop Bands Compatible with Apple Watch 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Stretchy Strap Compatible with Apple Watch Series 10 9 8 7 6 5 4 3 2 1 Ultra 2 SE", "asin": "B0B5TD5DL5", "price": "$5.35", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Adjustable Breathable Women Men Braided Strap Compatible for iWatch Series 10/9/8/7/6/5/4/3 SE Ultra 1/2", "asin": "B09K58ZT9Y", "price": "$8.97", "delivery": "FREE delivery Thu, Apr 10"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-08T02:30:15.209Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-08T02:30:15.209Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-08T02:30:15.209Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>", "index": 2582, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-06T21:26:50.441Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": 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Soft, Breathable, Woven Water-Resistant Nylon Mens iWatch Strap | Fits Ultra 2 & Ultra 49mm 46mm 45mm 44mm Series 10 & All Models (Black)\", \"asin\": \"B01MF8HYMI\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band Series 10 46mm, 49mm 45mm 42mm 44mm For Men Women,Adjustable Velcro Watch Band Braided for iWatch Ultra 2 SE Series 10 9 8 7 6 5 4 3 2 1\", \"asin\": \"B0DZC829RZ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Bandiction Compatible with Apple Watch Series 3 38mm Series 5 40mm iWatch Bands 38mm 40mm 41mm, Soft Silicone Sport Replacement Strap Compatible for iWatch SE Series 10 9 8 7 6 5 4 3 2 1 Ultra\", \"asin\": \"B08QDG9WYD\", \"price\": \"$8.98\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Sport Nylon Loop Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Breathable Braided Straps for iWatch Series 10/9/8/7/6/5/4/3/SE/Ultra\", \"asin\": \"B0CYH4HRJ6\", \"price\": \"$10.49\", \"quantity\": \"\"},\n{\"title\": \"Braided Stretchy Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Nylon Elastic Straps Wristbands for iWatch Series 10 9 8 7 6 SE 5 4 3 2 Ultra Ultra 2\", \"asin\": \"B0BR93H51V\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Sport Nylon Loop Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Breathable Braided Straps for iWatch Series 10/9/8/7/6/5/4/3/SE/Ultra\", \"asin\": \"B0CYH4HRJ6\", \"price\": \"$10.49\", \"quantity\": \"\"},\n{\"title\": \"Bandiction Compatible with Apple Watch Series 3 38mm Series 5 40mm iWatch Bands 38mm 40mm 41mm, Soft Silicone Sport Replacement Strap Compatible for iWatch SE Series 10 9 8 7 6 5 4 3 2 1 Ultra\", \"asin\": \"B08QD72SSN\", \"price\": \"$7.98\", \"quantity\": \"\"},\n{\"title\": \"Savior Survival Gear Paracord Watch Band - Compatible with Apple Watch Band 49mm 45mm 44mm 42mm - iWatch Band Series Ultra 9 8 7 6 5 4 3 2 1 SE - Adjustable - Men & Women (Blue w/Silver HW, Large)\", \"asin\": \"B07ZG7CB7V\", \"price\": \"$28.95\", \"quantity\": \"\"},\n{\"title\": \"WFEAGL Leather Bands Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women, Grain Leather Strap Slim Thin Wristband for iWatch Ultra SE SE2 Series 10 9 8 7 6 5 4 3 2 1\", \"asin\": \"B07T95GP3D\", \"price\": \"$16.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"DaQin 3 Pack Stretchy Solo Loop Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2\", \"asin\": \"B095W1SBNB\"}],\n\"search_results\": [{\"title\": \"BARTON WATCH BANDS - Military Style Nylon Watch Bands Compatible with Apple Watch Models - 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, SE, Ultra & Ultra 2\", \"asin\": \"B08TPNB8PQ\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Apr 18 - 19\"},\n{\"title\": \"BARTON WATCH BANDS Adapters compaitble with All Apple Watch Models - Small (38mm & 40mm) or Large (42mm & 44mm) Case Sizes - Fit 22mm Watch Straps\", \"asin\": \"B0716SKHHD\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Apr 18 - 19\"},\n{\"title\": \"AMANECER Stretchy Nylon Watch Bands Compatible with Apple Watch Series 9/8/7/6/5/4/3 SE 2/1, Adjustable Braided Elastic Sport Loop Rugged Straps for iWatch Women Men (Storm Gray, 38/40/41MM)\", \"asin\": \"B08TCB32XQ\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap\", \"asin\": \"B0CKPB8DNK\", \"price\": \"$7.19\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Getino Nylon Band Compatible with Apple Watch Bands 40mm 41mm 38mm 42mm 46mm 44mm 45mm 49mm Women Men, Breathable Soft Weave Stretchy Sport Strap for iWatch Series 10 9 8 7 6 5 4 3 SE Ultra 2 1, Gray\", \"asin\": \"B0D6RMS3PK\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K39ZYQ\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Hiking Trail Nylon Band | The Original Rugged Compatible with Apple Watch Band for Men & Women - Soft, Breathable, Woven Water-Resistant Nylon Mens iWatch Strap | Fits Ultra 2 & Ultra 49mm 46mm 45mm 44mm Series 10 & All Models (Black)\", \"asin\": \"B01MF8HYMI\", \"price\": \"$25.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 42mm 44mm iWatch Series 6 5 SE 4 3 2 1 Strap, Nylon Velcro Women Men Stretchy Elastic Braided Adjustable Wristband, 38mm 40mm Dark Black\", \"asin\": \"B098F37DJP\", \"price\": \"$10.07\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Braided Stretchy Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Nylon Solo Loop Elastic Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0D972C5QK\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Stretchy Solo Loop Strap Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm,Soft Nylon Elastic Strap Wristband for iWatch series 10 9 8 7 6 5 4 3 2 1 se Ultra Twill Weave-Light Gray\", \"asin\": \"B08ZSHTCTJ\", \"price\": \"$8.54\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Stretchy Solo Loop Bands Compatible with Apple Watch 38mm 40mm 41mm Braided Elastic Weave Nylon Wristbands Women Men Straps for iWatch Series 7/6/5/4/3/2/1/SE Light Gray\", \"asin\": \"B09XVHWFK2\", \"price\": \"$5.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"DaQin Nylon Sport Loop Compatible with Apple Watch Band 40mm 38mm 41mm 42mm 44mm 45mm 46mm 49mm, Soft Breathable Braided Wristbands for iWatch Band for Women Men Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DCFSJQ2Q\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"6 Pack Sport Nylon Loop Band Compatible with Apple Watch Bands 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Adjustable Breathable Braided Straps for iWatch Series 10/9/8/7/6/5/4/3/SE/Ultra\", \"asin\": \"B0CYH4HRJ6\", \"price\": \"$10.49\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band Series 10 46mm, 49mm 45mm 42mm 44mm For Men Women,Adjustable Velcro Watch Band Braided for iWatch Ultra 2 SE Series 10 9 8 7 6 5 4 3 2 1\", \"asin\": \"B0DZC829RZ\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Maledan Stretchy Solo Loop Compatible with Apple Watch Band Women Men 40mm 44mm 45mm 41mm 38mm 46mm 49mm 42mm,Soft Nylon Elastic Braided Strap Wristband for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0D7RLV5WD\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"AMSKY Sport Nylon Loop Band Compatible with Apple Watch Bands 38MM 40MM 41MM 42MM 44MM 45MM 46MM 49MM Women Men,Starlight Adjustable Straps for iWatch Band Series 10 SE 9 8 7 6 5 4 3 2 Ultra\", \"asin\": \"B0D6W27HKZ\", \"price\": \"$9.48\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Silicone Sport Band Compatible with Apple Watch 41mm 40mm 38mm 46mm 45mm 44mm 42mm 49mm for Women Men, Soft Strap Replacement Wristband for iWatch Series SE 10 9 8 7 6 5 4 3 2 1 Ultra\", \"asin\": \"B0CWD86W4R\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Sport Band Compatible with Apple Watch Bands 49mm 46mm 45mm 44mm 42mm 41mm 40mm 38mm, Soft Silicone Wristband Strap with Classic Clasp for iWatch Series 10 9 Ultra SE 8 7 6 5 4 3 2 1 for Women Men\", \"asin\": \"B08HRHZTG9\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Braided Stretchy Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Nylon Elastic Straps Wristbands for iWatch Series 10 9 8 7 6 SE 5 4 3 2 Ultra Ultra 2\", \"asin\": \"B0BR93H51V\", \"price\": \"$13.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Stretchy Braided Solo Loop Compatible for Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Adjustable Elastic Nylon for iWatch Series 10 9 8 7 6 5 4 3 2 Se Ultra Ultra 2\", \"asin\": \"B096SB6GVV\", \"price\": \"$8.54\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"CARTERJETT Hiking Trail Nylon Band | Compatible with Apple Watch 42/41/40mm | Sports Watch Band for Men & Women - Soft, Breathable, Woven Water-Resistant Nylon - Casper Gray\", \"asin\": \"B07474CFTW\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 11 for Prime members Only 7 left in stock - order soon.\"},\n{\"title\": \"WJK Nylon Solo Loop Bands Compatible with Apple Watch 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men, Stretchy Strap Compatible with Apple Watch Series 10 9 8 7 6 5 4 3 2 1 Ultra 2 SE\", \"asin\": \"B0B5TD5DL5\", \"price\": \"$5.35\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Adjustable Breathable Women Men Braided Strap Compatible for iWatch Series 10/9/8/7/6/5/4/3 SE Ultra 1/2\", \"asin\": \"B09K58ZT9Y\", \"price\": \"$8.97\", \"delivery\": \"FREE delivery Thu, Apr 10\"}]\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\": \"2025-04-08T02:30:15.209Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-06T21:26:50.441Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"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\"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\"product_details\": [{\"title\": \"Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap\"},\n{\"bullet_list\": \"\\u3010FIT FOR APPLE WATCH ALL MODELS\\u3011Lerobo Elastic Nylon Sport bands compatible with Apple Watch Bands 44mm 45mm 46mm 42mm 41mm 40mm 38mm 49mm, for Apple Watch SE SE2 & iWatch Series 10 Series 9 Series 8 Series 7 Series 6 Series 5 Series 4 Series 3 Series 2 Series 1 for Apple Watch Ultra Band 49mm Ultra 2 Band 49mm for Apple Watch Series 10, works with all versions for Apple Watch. (Note: Smart watch is not included.) \\u3010Breathable & Comfortable Nylon Material\\u3011Lerobo sport watch bands for iWatch bands Series 9 are made of skin-friendly woven nylon elastic material, lightweight and breathable, durable and comfortable for wearing. Elastic braided bracelet wristbands could prevent skin from irritation. Special braided design makes the bands for apple watch looks more youthful fashionable, than original strap. Suitable as a special gift for friends and family on birthdays, Christmas, Valentine's Day or holidays. \\u3010Super Stretchy & Size Adjustable\\u3011The adjustable stretchy nylon solo loop band with super stretchy. One size fits most wrist, 38mm/40mm/41mm/(42mm-Series 10) suits for apple watch 40mm 4.5 inch - 9.5 inch wrists, also works for 41mm/38mm,series 10 42mm.49mm/46mm/45mm/44mm/(42mm-Series 3 2 1) suits for apple watch 44mm 4.5 inch-9.5 inch wrists,also works for 46mm/45mm/42mm/49mm.Simply move the closure to adjust it to the exact size of your wrist.Free size for both women and men on most occasions \\u3010Security & Easy to Install\\u3011Lerobo replacement band come with watch lugs on both ends, which locks onto watch band interface precisely and securely. It can effectively prevent the sport bands from falling off and becoming loose. A secure stretch bracelet strap compatible with Apple Watch Band for men women. The installation is simple and direct, with one-click disassembly, no tool needed. \\u301024h Customer Service\\u3011Lerobo durable wristband replacement for apple watch se bands are available in a variety of colors to match different outfits and suit different occasions and moods. Any problems with our smart sport watch bands, please feel free to contact us. We will solve them for you within 24 hours.\"},\n{\"asin\": \"B0CKPMK2XH\"}],\n\"product_options\": [{\"Color\": \"Gray\"},\n{\"Size\": \"Select\"}],\n\"promotion_items\": [{\"title\": \"DaQin 3 Pack Stretchy Solo Loop Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2\", \"asin\": \"B095W1SBNB\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DPC29VLW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 42mm 44mm iWatch Series ...\", \"asin\": \"B098F37DJP\", \"price\": \"$10.07\", \"quantity\": \"\"},\n{\"title\": \"Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1\", \"asin\": \"B0BXCV38FZ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46m...\", \"asin\": \"B09K57JC8W\", \"price\": \"$7.57\", \"quantity\": \"\"},\n{\"title\": \"Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor\", \"asin\": \"B0DMNTM7VS\", \"price\": \"$6.38\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Adjustable Breathable Women Men Braided Strap Compatible for iWatch Series 10/9/8/7/6/5/4/3 SE Ultra 1/2\", \"asin\": \"B09K57JC8W\", \"price\": \"$7.57\", \"quantity\": \"\"},\n{\"title\": \"Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor\", \"asin\": \"B0DMNTM7VS\", \"price\": \"$6.38\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Compatible with Apple Watch Band 44mm 45mm 46mm 42mm 49mm Men Women,Soft Silicone Breathable Sport Bands Compatible for Apple Watch Ultra 2 Band SE iWatch Series 10 9 8 7 6 5 4 3 2 1 Black\", \"asin\": \"B09131JLC1\", \"price\": \"$5.21\", \"quantity\": \"\"},\n{\"title\": \"DaQin 3 Pack Stretchy Solo Loop Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2\", \"asin\": \"B095W1SBNB\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"DGege Sport Loop Band Compatible with Apple Watch Bands for Men 44mm 46mm 45mm 49mm 42mm 38mm 40mm 41mm Women,Stretch Adjustable Braided Nylon Straps for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE/Ultra\", \"asin\": \"B0D2H67XGX\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DPC29VLW\", \"price\": \"$12.99\", \"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\": \"2025-04-08T02:30:41.679Z\", // 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
2025-04-08T02:30:41.679Z
click
product_option
rule
train
2,583
2025-04-08T02:30:41.679Z
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": "2025-04-06T21:26:50.441Z", "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"} {"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"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} {"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"} {"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"} {"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"} {"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"} {"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"} {"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"} {"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:15:46.772Z", "action": "click_product", "action_argument": "B0043JTA7S"} {"timestamp": "2025-04-08T00:16:08.041Z", "action": "click_product", "action_argument": "B0777LRN9F"} {"timestamp": "2025-04-08T00:18:56.688Z", "action": "click_product", "action_argument": "B087MC1HW6"} {"timestamp": "2025-04-08T01:08:41.680Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray \u7f16\u7ec7"} {"timestamp": "2025-04-08T01:08:41.865Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:48.494Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray nylon"} {"timestamp": "2025-04-08T01:11:48.790Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:55.067Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:11:59.077Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-08T01:12:05.683Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:12:14.918Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:12.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:22.813Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:28.877Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:14:53.912Z", "action": "purchase", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T01:15:56.058Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:16:05.480Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:18:50.961Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:19:15.369Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:37.300Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:40.777Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:20:10.780Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:31:25.004Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:25.253Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:31.755Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 \u94f6"} {"timestamp": "2025-04-08T01:31:32.024Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:38.260Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 silver"} {"timestamp": "2025-04-08T01:31:38.516Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:42.383Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:43.603Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:43.858Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:12:01.493Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:12:24.164Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:12:35.377Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:37.752Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:39.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:40.989Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:42.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:44.115Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:45.754Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:57.777Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:20:17.611Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-08T02:20:17.649Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-08T02:24:25.794Z", "action": "click_product", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T02:24:27.519Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:25:15.270Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T02:26:57.406Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T02:27:00.610Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T02:27:37.905Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-08T02:27:52.506Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver light gray nylon"} {"timestamp": "2025-04-08T02:27:52.784Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:54.455Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:54.626Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:56.191Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:59.523Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 light gray nylon"} {"timestamp": "2025-04-08T02:27:59.802Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:28:19.403Z", "action": "click_product", "action_argument": "B095K39ZYQ"} {"timestamp": "2025-04-08T02:28:43.766Z", "action": "click_product", "action_argument": "B08ZSHTCTJ"} {"timestamp": "2025-04-08T02:28:52.692Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:28:58.483Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:29:03.504Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:30:15.209Z", "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": ""}], "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"}], "product_details": [{"title": "Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap"}, {"bullet_list": "\u3010FIT FOR APPLE WATCH ALL MODELS\u3011Lerobo Elastic Nylon Sport bands compatible with Apple Watch Bands 44mm 45mm 46mm 42mm 41mm 40mm 38mm 49mm, for Apple Watch SE SE2 & iWatch Series 10 Series 9 Series 8 Series 7 Series 6 Series 5 Series 4 Series 3 Series 2 Series 1 for Apple Watch Ultra Band 49mm Ultra 2 Band 49mm for Apple Watch Series 10, works with all versions for Apple Watch. (Note: Smart watch is not included.) \u3010Breathable & Comfortable Nylon Material\u3011Lerobo sport watch bands for iWatch bands Series 9 are made of skin-friendly woven nylon elastic material, lightweight and breathable, durable and comfortable for wearing. Elastic braided bracelet wristbands could prevent skin from irritation. Special braided design makes the bands for apple watch looks more youthful fashionable, than original strap. Suitable as a special gift for friends and family on birthdays, Christmas, Valentine's Day or holidays. \u3010Super Stretchy & Size Adjustable\u3011The adjustable stretchy nylon solo loop band with super stretchy. One size fits most wrist, 38mm/40mm/41mm/(42mm-Series 10) suits for apple watch 40mm 4.5 inch - 9.5 inch wrists, also works for 41mm/38mm,series 10 42mm.49mm/46mm/45mm/44mm/(42mm-Series 3 2 1) suits for apple watch 44mm 4.5 inch-9.5 inch wrists,also works for 46mm/45mm/42mm/49mm.Simply move the closure to adjust it to the exact size of your wrist.Free size for both women and men on most occasions \u3010Security & Easy to Install\u3011Lerobo replacement band come with watch lugs on both ends, which locks onto watch band interface precisely and securely. It can effectively prevent the sport bands from falling off and becoming loose. A secure stretch bracelet strap compatible with Apple Watch Band for men women. The installation is simple and direct, with one-click disassembly, no tool needed. \u301024h Customer Service\u3011Lerobo durable wristband replacement for apple watch se bands are available in a variety of colors to match different outfits and suit different occasions and moods. Any problems with our smart sport watch bands, please feel free to contact us. We will solve them for you within 24 hours."}, {"asin": "B0CKPMK2XH"}], "product_options": [{"Color": "Gray"}, {"Size": "Select"}], "promotion_items": [{"title": "DaQin 3 Pack Stretchy Solo Loop Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2", "asin": "B095W1SBNB", "price": "$7.99", "quantity": ""}, {"title": "6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B0DPC29VLW", "price": "$12.99", "quantity": ""}, {"title": "Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 42mm 44mm iWatch Series ...", "asin": "B098F37DJP", "price": "$10.07", "quantity": ""}, {"title": "Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1", "asin": "B0BXCV38FZ", "price": "$9.99", "quantity": ""}, {"title": "Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men", "asin": "B095K58Z9Y", "price": "$6.23", "quantity": ""}, {"title": "Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46m...", "asin": "B09K57JC8W", "price": "$7.57", "quantity": ""}, {"title": "Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor", "asin": "B0DMNTM7VS", "price": "$6.38", "quantity": ""}, {"title": "Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men", "asin": "B095K58Z9Y", "price": "$6.23", "quantity": ""}, {"title": "Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Adjustable Breathable Women Men Braided Strap Compatible for iWatch Series 10/9/8/7/6/5/4/3 SE Ultra 1/2", "asin": "B09K57JC8W", "price": "$7.57", "quantity": ""}, {"title": "Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor", "asin": "B0DMNTM7VS", "price": "$6.38", "quantity": ""}, {"title": "Lerobo Compatible with Apple Watch Band 44mm 45mm 46mm 42mm 49mm Men Women,Soft Silicone Breathable Sport Bands Compatible for Apple Watch Ultra 2 Band SE iWatch Series 10 9 8 7 6 5 4 3 2 1 Black", "asin": "B09131JLC1", "price": "$5.21", "quantity": ""}, {"title": "DaQin 3 Pack Stretchy Solo Loop Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2", "asin": "B095W1SBNB", "price": "$7.99", "quantity": ""}, {"title": "DGege Sport Loop Band Compatible with Apple Watch Bands for Men 44mm 46mm 45mm 49mm 42mm 38mm 40mm 41mm Women,Stretch Adjustable Braided Nylon Straps for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE/Ultra", "asin": "B0D2H67XGX", "price": "$4.99", "quantity": ""}, {"title": "6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B0DPC29VLW", "price": "$12.99", "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": "2025-04-08T02:30:41.679Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-08T02:30:41.679Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-08T02:30:41.679Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>", "index": 2583, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-06T21:26:50.441Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"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\"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\"product_details\": [{\"title\": \"Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap\"},\n{\"bullet_list\": \"\\u3010FIT FOR APPLE WATCH ALL MODELS\\u3011Lerobo Elastic Nylon Sport bands compatible with Apple Watch Bands 44mm 45mm 46mm 42mm 41mm 40mm 38mm 49mm, for Apple Watch SE SE2 & iWatch Series 10 Series 9 Series 8 Series 7 Series 6 Series 5 Series 4 Series 3 Series 2 Series 1 for Apple Watch Ultra Band 49mm Ultra 2 Band 49mm for Apple Watch Series 10, works with all versions for Apple Watch. (Note: Smart watch is not included.) \\u3010Breathable & Comfortable Nylon Material\\u3011Lerobo sport watch bands for iWatch bands Series 9 are made of skin-friendly woven nylon elastic material, lightweight and breathable, durable and comfortable for wearing. Elastic braided bracelet wristbands could prevent skin from irritation. Special braided design makes the bands for apple watch looks more youthful fashionable, than original strap. Suitable as a special gift for friends and family on birthdays, Christmas, Valentine's Day or holidays. \\u3010Super Stretchy & Size Adjustable\\u3011The adjustable stretchy nylon solo loop band with super stretchy. One size fits most wrist, 38mm/40mm/41mm/(42mm-Series 10) suits for apple watch 40mm 4.5 inch - 9.5 inch wrists, also works for 41mm/38mm,series 10 42mm.49mm/46mm/45mm/44mm/(42mm-Series 3 2 1) suits for apple watch 44mm 4.5 inch-9.5 inch wrists,also works for 46mm/45mm/42mm/49mm.Simply move the closure to adjust it to the exact size of your wrist.Free size for both women and men on most occasions \\u3010Security & Easy to Install\\u3011Lerobo replacement band come with watch lugs on both ends, which locks onto watch band interface precisely and securely. It can effectively prevent the sport bands from falling off and becoming loose. A secure stretch bracelet strap compatible with Apple Watch Band for men women. The installation is simple and direct, with one-click disassembly, no tool needed. \\u301024h Customer Service\\u3011Lerobo durable wristband replacement for apple watch se bands are available in a variety of colors to match different outfits and suit different occasions and moods. Any problems with our smart sport watch bands, please feel free to contact us. We will solve them for you within 24 hours.\"},\n{\"asin\": \"B0CKPMK2XH\"}],\n\"product_options\": [{\"Color\": \"Gray\"},\n{\"Size\": \"Select\"}],\n\"promotion_items\": [{\"title\": \"DaQin 3 Pack Stretchy Solo Loop Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2\", \"asin\": \"B095W1SBNB\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DPC29VLW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 42mm 44mm iWatch Series ...\", \"asin\": \"B098F37DJP\", \"price\": \"$10.07\", \"quantity\": \"\"},\n{\"title\": \"Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1\", \"asin\": \"B0BXCV38FZ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46m...\", \"asin\": \"B09K57JC8W\", \"price\": \"$7.57\", \"quantity\": \"\"},\n{\"title\": \"Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor\", \"asin\": \"B0DMNTM7VS\", \"price\": \"$6.38\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Adjustable Breathable Women Men Braided Strap Compatible for iWatch Series 10/9/8/7/6/5/4/3 SE Ultra 1/2\", \"asin\": \"B09K57JC8W\", \"price\": \"$7.57\", \"quantity\": \"\"},\n{\"title\": \"Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor\", \"asin\": \"B0DMNTM7VS\", \"price\": \"$6.38\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Compatible with Apple Watch Band 44mm 45mm 46mm 42mm 49mm Men Women,Soft Silicone Breathable Sport Bands Compatible for Apple Watch Ultra 2 Band SE iWatch Series 10 9 8 7 6 5 4 3 2 1 Black\", \"asin\": \"B09131JLC1\", \"price\": \"$5.21\", \"quantity\": \"\"},\n{\"title\": \"DaQin 3 Pack Stretchy Solo Loop Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2\", \"asin\": \"B095W1SBNB\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"DGege Sport Loop Band Compatible with Apple Watch Bands for Men 44mm 46mm 45mm 49mm 42mm 38mm 40mm 41mm Women,Stretch Adjustable Braided Nylon Straps for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE/Ultra\", \"asin\": \"B0D2H67XGX\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DPC29VLW\", \"price\": \"$12.99\", \"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\": \"2025-04-08T02:30:41.679Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-06T21:26:50.441Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"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 - 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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\"product_details\": [{\"title\": \"Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap\"},\n{\"bullet_list\": \"\\u3010FIT FOR APPLE WATCH ALL MODELS\\u3011Lerobo Elastic Nylon Sport bands compatible with Apple Watch Bands 44mm 45mm 46mm 42mm 41mm 40mm 38mm 49mm, for Apple Watch SE SE2 & iWatch Series 10 Series 9 Series 8 Series 7 Series 6 Series 5 Series 4 Series 3 Series 2 Series 1 for Apple Watch Ultra Band 49mm Ultra 2 Band 49mm for Apple Watch Series 10, works with all versions for Apple Watch. (Note: Smart watch is not included.) \\u3010Breathable & Comfortable Nylon Material\\u3011Lerobo sport watch bands for iWatch bands Series 9 are made of skin-friendly woven nylon elastic material, lightweight and breathable, durable and comfortable for wearing. Elastic braided bracelet wristbands could prevent skin from irritation. Special braided design makes the bands for apple watch looks more youthful fashionable, than original strap. Suitable as a special gift for friends and family on birthdays, Christmas, Valentine's Day or holidays. \\u3010Super Stretchy & Size Adjustable\\u3011The adjustable stretchy nylon solo loop band with super stretchy. One size fits most wrist, 38mm/40mm/41mm/(42mm-Series 10) suits for apple watch 40mm 4.5 inch - 9.5 inch wrists, also works for 41mm/38mm,series 10 42mm.49mm/46mm/45mm/44mm/(42mm-Series 3 2 1) suits for apple watch 44mm 4.5 inch-9.5 inch wrists,also works for 46mm/45mm/42mm/49mm.Simply move the closure to adjust it to the exact size of your wrist.Free size for both women and men on most occasions \\u3010Security & Easy to Install\\u3011Lerobo replacement band come with watch lugs on both ends, which locks onto watch band interface precisely and securely. It can effectively prevent the sport bands from falling off and becoming loose. A secure stretch bracelet strap compatible with Apple Watch Band for men women. The installation is simple and direct, with one-click disassembly, no tool needed. \\u301024h Customer Service\\u3011Lerobo durable wristband replacement for apple watch se bands are available in a variety of colors to match different outfits and suit different occasions and moods. Any problems with our smart sport watch bands, please feel free to contact us. We will solve them for you within 24 hours.\"},\n{\"asin\": \"B0CKPMK2XH\"}],\n\"product_options\": [{\"Color\": \"Gray\"},\n{\"Size\": \"Select\"}],\n\"promotion_items\": [{\"title\": \"DaQin 3 Pack Stretchy Solo Loop Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2\", \"asin\": \"B095W1SBNB\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DPC29VLW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 42mm 44mm iWatch Series ...\", \"asin\": \"B098F37DJP\", \"price\": \"$10.07\", \"quantity\": \"\"},\n{\"title\": \"Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1\", \"asin\": \"B0BXCV38FZ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46m...\", \"asin\": \"B09K57JC8W\", \"price\": \"$7.57\", \"quantity\": \"\"},\n{\"title\": \"Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor\", \"asin\": \"B0DMNTM7VS\", \"price\": \"$6.38\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Adjustable Breathable Women Men Braided Strap Compatible for iWatch Series 10/9/8/7/6/5/4/3 SE Ultra 1/2\", \"asin\": \"B09K57JC8W\", \"price\": \"$7.57\", \"quantity\": \"\"},\n{\"title\": \"Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor\", \"asin\": \"B0DMNTM7VS\", \"price\": \"$6.38\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Compatible with Apple Watch Band 44mm 45mm 46mm 42mm 49mm Men Women,Soft Silicone Breathable Sport Bands Compatible for Apple Watch Ultra 2 Band SE iWatch Series 10 9 8 7 6 5 4 3 2 1 Black\", \"asin\": \"B09131JLC1\", \"price\": \"$5.21\", \"quantity\": \"\"},\n{\"title\": \"DaQin 3 Pack Stretchy Solo Loop Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2\", \"asin\": \"B095W1SBNB\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"DGege Sport Loop Band Compatible with Apple Watch Bands for Men 44mm 46mm 45mm 49mm 42mm 38mm 40mm 41mm Women,Stretch Adjustable Braided Nylon Straps for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE/Ultra\", \"asin\": \"B0D2H67XGX\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DPC29VLW\", \"price\": \"$12.99\", \"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\": \"2025-04-08T02:30:49.458Z\", // 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
2025-04-08T02:30:49.458Z
click
product_option
rule
train
2,584
2025-04-08T02:30:49.458Z
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": "2025-04-06T21:26:50.441Z", "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"} {"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"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} {"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"} {"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"} {"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"} {"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"} {"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"} {"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"} {"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:15:46.772Z", "action": "click_product", "action_argument": "B0043JTA7S"} {"timestamp": "2025-04-08T00:16:08.041Z", "action": "click_product", "action_argument": "B0777LRN9F"} {"timestamp": "2025-04-08T00:18:56.688Z", "action": "click_product", "action_argument": "B087MC1HW6"} {"timestamp": "2025-04-08T01:08:41.680Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray \u7f16\u7ec7"} {"timestamp": "2025-04-08T01:08:41.865Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:48.494Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray nylon"} {"timestamp": "2025-04-08T01:11:48.790Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:55.067Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:11:59.077Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-08T01:12:05.683Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:12:14.918Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:12.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:22.813Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:28.877Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:14:53.912Z", "action": "purchase", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T01:15:56.058Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:16:05.480Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:18:50.961Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:19:15.369Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:37.300Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:40.777Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:20:10.780Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:31:25.004Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:25.253Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:31.755Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 \u94f6"} {"timestamp": "2025-04-08T01:31:32.024Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:38.260Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 silver"} {"timestamp": "2025-04-08T01:31:38.516Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:42.383Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:43.603Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:43.858Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:12:01.493Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:12:24.164Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:12:35.377Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:37.752Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:39.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:40.989Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:42.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:44.115Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:45.754Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:57.777Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:20:17.611Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-08T02:20:17.649Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-08T02:24:25.794Z", "action": "click_product", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T02:24:27.519Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:25:15.270Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T02:26:57.406Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T02:27:00.610Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T02:27:37.905Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-08T02:27:52.506Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver light gray nylon"} {"timestamp": "2025-04-08T02:27:52.784Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:54.455Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:54.626Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:56.191Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:59.523Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 light gray nylon"} {"timestamp": "2025-04-08T02:27:59.802Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:28:19.403Z", "action": "click_product", "action_argument": "B095K39ZYQ"} {"timestamp": "2025-04-08T02:28:43.766Z", "action": "click_product", "action_argument": "B08ZSHTCTJ"} {"timestamp": "2025-04-08T02:28:52.692Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:28:58.483Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:29:03.504Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:30:15.209Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:30:41.679Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}], "cart_items": [{"title": "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"}], "product_details": [{"title": "Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap"}, {"bullet_list": "\u3010FIT FOR APPLE WATCH ALL MODELS\u3011Lerobo Elastic Nylon Sport bands compatible with Apple Watch Bands 44mm 45mm 46mm 42mm 41mm 40mm 38mm 49mm, for Apple Watch SE SE2 & iWatch Series 10 Series 9 Series 8 Series 7 Series 6 Series 5 Series 4 Series 3 Series 2 Series 1 for Apple Watch Ultra Band 49mm Ultra 2 Band 49mm for Apple Watch Series 10, works with all versions for Apple Watch. (Note: Smart watch is not included.) \u3010Breathable & Comfortable Nylon Material\u3011Lerobo sport watch bands for iWatch bands Series 9 are made of skin-friendly woven nylon elastic material, lightweight and breathable, durable and comfortable for wearing. Elastic braided bracelet wristbands could prevent skin from irritation. Special braided design makes the bands for apple watch looks more youthful fashionable, than original strap. Suitable as a special gift for friends and family on birthdays, Christmas, Valentine's Day or holidays. \u3010Super Stretchy & Size Adjustable\u3011The adjustable stretchy nylon solo loop band with super stretchy. One size fits most wrist, 38mm/40mm/41mm/(42mm-Series 10) suits for apple watch 40mm 4.5 inch - 9.5 inch wrists, also works for 41mm/38mm,series 10 42mm.49mm/46mm/45mm/44mm/(42mm-Series 3 2 1) suits for apple watch 44mm 4.5 inch-9.5 inch wrists,also works for 46mm/45mm/42mm/49mm.Simply move the closure to adjust it to the exact size of your wrist.Free size for both women and men on most occasions \u3010Security & Easy to Install\u3011Lerobo replacement band come with watch lugs on both ends, which locks onto watch band interface precisely and securely. It can effectively prevent the sport bands from falling off and becoming loose. A secure stretch bracelet strap compatible with Apple Watch Band for men women. The installation is simple and direct, with one-click disassembly, no tool needed. \u301024h Customer Service\u3011Lerobo durable wristband replacement for apple watch se bands are available in a variety of colors to match different outfits and suit different occasions and moods. Any problems with our smart sport watch bands, please feel free to contact us. We will solve them for you within 24 hours."}, {"asin": "B0CKPMK2XH"}], "product_options": [{"Color": "Gray"}, {"Size": "Select"}], "promotion_items": [{"title": "DaQin 3 Pack Stretchy Solo Loop Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2", "asin": "B095W1SBNB", "price": "$7.99", "quantity": ""}, {"title": "6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B0DPC29VLW", "price": "$12.99", "quantity": ""}, {"title": "Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 42mm 44mm iWatch Series ...", "asin": "B098F37DJP", "price": "$10.07", "quantity": ""}, {"title": "Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1", "asin": "B0BXCV38FZ", "price": "$9.99", "quantity": ""}, {"title": "Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men", "asin": "B095K58Z9Y", "price": "$6.23", "quantity": ""}, {"title": "Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46m...", "asin": "B09K57JC8W", "price": "$7.57", "quantity": ""}, {"title": "Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor", "asin": "B0DMNTM7VS", "price": "$6.38", "quantity": ""}, {"title": "Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men", "asin": "B095K58Z9Y", "price": "$6.23", "quantity": ""}, {"title": "Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Adjustable Breathable Women Men Braided Strap Compatible for iWatch Series 10/9/8/7/6/5/4/3 SE Ultra 1/2", "asin": "B09K57JC8W", "price": "$7.57", "quantity": ""}, {"title": "Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor", "asin": "B0DMNTM7VS", "price": "$6.38", "quantity": ""}, {"title": "Lerobo Compatible with Apple Watch Band 44mm 45mm 46mm 42mm 49mm Men Women,Soft Silicone Breathable Sport Bands Compatible for Apple Watch Ultra 2 Band SE iWatch Series 10 9 8 7 6 5 4 3 2 1 Black", "asin": "B09131JLC1", "price": "$5.21", "quantity": ""}, {"title": "DaQin 3 Pack Stretchy Solo Loop Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2", "asin": "B095W1SBNB", "price": "$7.99", "quantity": ""}, {"title": "DGege Sport Loop Band Compatible with Apple Watch Bands for Men 44mm 46mm 45mm 49mm 42mm 38mm 40mm 41mm Women,Stretch Adjustable Braided Nylon Straps for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE/Ultra", "asin": "B0D2H67XGX", "price": "$4.99", "quantity": ""}, {"title": "6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B0DPC29VLW", "price": "$12.99", "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": "2025-04-08T02:30:49.458Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-08T02:30:49.458Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-08T02:30:49.458Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>", "index": 2584, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-06T21:26:50.441Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"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\"product_details\": [{\"title\": \"Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap\"},\n{\"bullet_list\": \"\\u3010FIT FOR APPLE WATCH ALL MODELS\\u3011Lerobo Elastic Nylon Sport bands compatible with Apple Watch Bands 44mm 45mm 46mm 42mm 41mm 40mm 38mm 49mm, for Apple Watch SE SE2 & iWatch Series 10 Series 9 Series 8 Series 7 Series 6 Series 5 Series 4 Series 3 Series 2 Series 1 for Apple Watch Ultra Band 49mm Ultra 2 Band 49mm for Apple Watch Series 10, works with all versions for Apple Watch. (Note: Smart watch is not included.) \\u3010Breathable & Comfortable Nylon Material\\u3011Lerobo sport watch bands for iWatch bands Series 9 are made of skin-friendly woven nylon elastic material, lightweight and breathable, durable and comfortable for wearing. Elastic braided bracelet wristbands could prevent skin from irritation. Special braided design makes the bands for apple watch looks more youthful fashionable, than original strap. Suitable as a special gift for friends and family on birthdays, Christmas, Valentine's Day or holidays. \\u3010Super Stretchy & Size Adjustable\\u3011The adjustable stretchy nylon solo loop band with super stretchy. One size fits most wrist, 38mm/40mm/41mm/(42mm-Series 10) suits for apple watch 40mm 4.5 inch - 9.5 inch wrists, also works for 41mm/38mm,series 10 42mm.49mm/46mm/45mm/44mm/(42mm-Series 3 2 1) suits for apple watch 44mm 4.5 inch-9.5 inch wrists,also works for 46mm/45mm/42mm/49mm.Simply move the closure to adjust it to the exact size of your wrist.Free size for both women and men on most occasions \\u3010Security & Easy to Install\\u3011Lerobo replacement band come with watch lugs on both ends, which locks onto watch band interface precisely and securely. It can effectively prevent the sport bands from falling off and becoming loose. A secure stretch bracelet strap compatible with Apple Watch Band for men women. The installation is simple and direct, with one-click disassembly, no tool needed. \\u301024h Customer Service\\u3011Lerobo durable wristband replacement for apple watch se bands are available in a variety of colors to match different outfits and suit different occasions and moods. Any problems with our smart sport watch bands, please feel free to contact us. We will solve them for you within 24 hours.\"},\n{\"asin\": \"B0CKPMK2XH\"}],\n\"product_options\": [{\"Color\": \"Gray\"},\n{\"Size\": \"Select\"}],\n\"promotion_items\": [{\"title\": \"DaQin 3 Pack Stretchy Solo Loop Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2\", \"asin\": \"B095W1SBNB\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DPC29VLW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 42mm 44mm iWatch Series ...\", \"asin\": \"B098F37DJP\", \"price\": \"$10.07\", \"quantity\": \"\"},\n{\"title\": \"Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1\", \"asin\": \"B0BXCV38FZ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46m...\", \"asin\": \"B09K57JC8W\", \"price\": \"$7.57\", \"quantity\": \"\"},\n{\"title\": \"Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor\", \"asin\": \"B0DMNTM7VS\", \"price\": \"$6.38\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Adjustable Breathable Women Men Braided Strap Compatible for iWatch Series 10/9/8/7/6/5/4/3 SE Ultra 1/2\", \"asin\": \"B09K57JC8W\", \"price\": \"$7.57\", \"quantity\": \"\"},\n{\"title\": \"Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor\", \"asin\": \"B0DMNTM7VS\", \"price\": \"$6.38\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Compatible with Apple Watch Band 44mm 45mm 46mm 42mm 49mm Men Women,Soft Silicone Breathable Sport Bands Compatible for Apple Watch Ultra 2 Band SE iWatch Series 10 9 8 7 6 5 4 3 2 1 Black\", \"asin\": \"B09131JLC1\", \"price\": \"$5.21\", \"quantity\": \"\"},\n{\"title\": \"DaQin 3 Pack Stretchy Solo Loop Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2\", \"asin\": \"B095W1SBNB\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"DGege Sport Loop Band Compatible with Apple Watch Bands for Men 44mm 46mm 45mm 49mm 42mm 38mm 40mm 41mm Women,Stretch Adjustable Braided Nylon Straps for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE/Ultra\", \"asin\": \"B0D2H67XGX\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DPC29VLW\", \"price\": \"$12.99\", \"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\": \"2025-04-08T02:30:49.458Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-06T21:26:50.441Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"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\"product_details\": [{\"title\": \"Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap\"},\n{\"bullet_list\": \"\\u3010FIT FOR APPLE WATCH ALL MODELS\\u3011Lerobo Elastic Nylon Sport bands compatible with Apple Watch Bands 44mm 45mm 46mm 42mm 41mm 40mm 38mm 49mm, for Apple Watch SE SE2 & iWatch Series 10 Series 9 Series 8 Series 7 Series 6 Series 5 Series 4 Series 3 Series 2 Series 1 for Apple Watch Ultra Band 49mm Ultra 2 Band 49mm for Apple Watch Series 10, works with all versions for Apple Watch. (Note: Smart watch is not included.) \\u3010Breathable & Comfortable Nylon Material\\u3011Lerobo sport watch bands for iWatch bands Series 9 are made of skin-friendly woven nylon elastic material, lightweight and breathable, durable and comfortable for wearing. Elastic braided bracelet wristbands could prevent skin from irritation. Special braided design makes the bands for apple watch looks more youthful fashionable, than original strap. Suitable as a special gift for friends and family on birthdays, Christmas, Valentine's Day or holidays. \\u3010Super Stretchy & Size Adjustable\\u3011The adjustable stretchy nylon solo loop band with super stretchy. One size fits most wrist, 38mm/40mm/41mm/(42mm-Series 10) suits for apple watch 40mm 4.5 inch - 9.5 inch wrists, also works for 41mm/38mm,series 10 42mm.49mm/46mm/45mm/44mm/(42mm-Series 3 2 1) suits for apple watch 44mm 4.5 inch-9.5 inch wrists,also works for 46mm/45mm/42mm/49mm.Simply move the closure to adjust it to the exact size of your wrist.Free size for both women and men on most occasions \\u3010Security & Easy to Install\\u3011Lerobo replacement band come with watch lugs on both ends, which locks onto watch band interface precisely and securely. It can effectively prevent the sport bands from falling off and becoming loose. A secure stretch bracelet strap compatible with Apple Watch Band for men women. The installation is simple and direct, with one-click disassembly, no tool needed. \\u301024h Customer Service\\u3011Lerobo durable wristband replacement for apple watch se bands are available in a variety of colors to match different outfits and suit different occasions and moods. Any problems with our smart sport watch bands, please feel free to contact us. We will solve them for you within 24 hours.\"},\n{\"asin\": \"B0CKPMK2XH\"}],\n\"product_options\": [{\"Color\": \"Gray\"},\n{\"Size\": \"Select\"}],\n\"promotion_items\": [{\"title\": \"DaQin 3 Pack Stretchy Solo Loop Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2\", \"asin\": \"B095W1SBNB\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DPC29VLW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 42mm 44mm iWatch Series ...\", \"asin\": \"B098F37DJP\", \"price\": \"$10.07\", \"quantity\": \"\"},\n{\"title\": \"Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1\", \"asin\": \"B0BXCV38FZ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46m...\", \"asin\": \"B09K57JC8W\", \"price\": \"$7.57\", \"quantity\": \"\"},\n{\"title\": \"Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor\", \"asin\": \"B0DMNTM7VS\", \"price\": \"$6.38\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Adjustable Breathable Women Men Braided Strap Compatible for iWatch Series 10/9/8/7/6/5/4/3 SE Ultra 1/2\", \"asin\": \"B09K57JC8W\", \"price\": \"$7.57\", \"quantity\": \"\"},\n{\"title\": \"Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor\", \"asin\": \"B0DMNTM7VS\", \"price\": \"$6.38\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Compatible with Apple Watch Band 44mm 45mm 46mm 42mm 49mm Men Women,Soft Silicone Breathable Sport Bands Compatible for Apple Watch Ultra 2 Band SE iWatch Series 10 9 8 7 6 5 4 3 2 1 Black\", \"asin\": \"B09131JLC1\", \"price\": \"$5.21\", \"quantity\": \"\"},\n{\"title\": \"DaQin 3 Pack Stretchy Solo Loop Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2\", \"asin\": \"B095W1SBNB\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"DGege Sport Loop Band Compatible with Apple Watch Bands for Men 44mm 46mm 45mm 49mm 42mm 38mm 40mm 41mm Women,Stretch Adjustable Braided Nylon Straps for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE/Ultra\", \"asin\": \"B0D2H67XGX\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DPC29VLW\", \"price\": \"$12.99\", \"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\": \"2025-04-08T02:30:50.246Z\", // 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
2025-04-08T02:30:50.246Z
click
product_option
rule
train
2,585
2025-04-08T02:30:50.246Z
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": "2025-04-06T21:26:50.441Z", "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"} {"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"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} {"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"} {"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"} {"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"} {"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"} {"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"} {"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"} {"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:15:46.772Z", "action": "click_product", "action_argument": "B0043JTA7S"} {"timestamp": "2025-04-08T00:16:08.041Z", "action": "click_product", "action_argument": "B0777LRN9F"} {"timestamp": "2025-04-08T00:18:56.688Z", "action": "click_product", "action_argument": "B087MC1HW6"} {"timestamp": "2025-04-08T01:08:41.680Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray \u7f16\u7ec7"} {"timestamp": "2025-04-08T01:08:41.865Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:48.494Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray nylon"} {"timestamp": "2025-04-08T01:11:48.790Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:55.067Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:11:59.077Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-08T01:12:05.683Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:12:14.918Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:12.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:22.813Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:28.877Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:14:53.912Z", "action": "purchase", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T01:15:56.058Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:16:05.480Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:18:50.961Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:19:15.369Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:37.300Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:40.777Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:20:10.780Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:31:25.004Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:25.253Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:31.755Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 \u94f6"} {"timestamp": "2025-04-08T01:31:32.024Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:38.260Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 silver"} {"timestamp": "2025-04-08T01:31:38.516Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:42.383Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:43.603Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:43.858Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:12:01.493Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:12:24.164Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:12:35.377Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:37.752Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:39.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:40.989Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:42.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:44.115Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:45.754Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:57.777Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:20:17.611Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-08T02:20:17.649Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-08T02:24:25.794Z", "action": "click_product", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T02:24:27.519Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:25:15.270Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T02:26:57.406Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T02:27:00.610Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T02:27:37.905Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-08T02:27:52.506Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver light gray nylon"} {"timestamp": "2025-04-08T02:27:52.784Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:54.455Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:54.626Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:56.191Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:59.523Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 light gray nylon"} {"timestamp": "2025-04-08T02:27:59.802Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:28:19.403Z", "action": "click_product", "action_argument": "B095K39ZYQ"} {"timestamp": "2025-04-08T02:28:43.766Z", "action": "click_product", "action_argument": "B08ZSHTCTJ"} {"timestamp": "2025-04-08T02:28:52.692Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:28:58.483Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:29:03.504Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:30:15.209Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:30:41.679Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:30:49.458Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}], "cart_items": [{"title": "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 - 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(Note: Smart watch is not included.) \u3010Breathable & Comfortable Nylon Material\u3011Lerobo sport watch bands for iWatch bands Series 9 are made of skin-friendly woven nylon elastic material, lightweight and breathable, durable and comfortable for wearing. Elastic braided bracelet wristbands could prevent skin from irritation. Special braided design makes the bands for apple watch looks more youthful fashionable, than original strap. Suitable as a special gift for friends and family on birthdays, Christmas, Valentine's Day or holidays. \u3010Super Stretchy & Size Adjustable\u3011The adjustable stretchy nylon solo loop band with super stretchy. One size fits most wrist, 38mm/40mm/41mm/(42mm-Series 10) suits for apple watch 40mm 4.5 inch - 9.5 inch wrists, also works for 41mm/38mm,series 10 42mm.49mm/46mm/45mm/44mm/(42mm-Series 3 2 1) suits for apple watch 44mm 4.5 inch-9.5 inch wrists,also works for 46mm/45mm/42mm/49mm.Simply move the closure to adjust it to the exact size of your wrist.Free size for both women and men on most occasions \u3010Security & Easy to Install\u3011Lerobo replacement band come with watch lugs on both ends, which locks onto watch band interface precisely and securely. It can effectively prevent the sport bands from falling off and becoming loose. A secure stretch bracelet strap compatible with Apple Watch Band for men women. The installation is simple and direct, with one-click disassembly, no tool needed. \u301024h Customer Service\u3011Lerobo durable wristband replacement for apple watch se bands are available in a variety of colors to match different outfits and suit different occasions and moods. Any problems with our smart sport watch bands, please feel free to contact us. We will solve them for you within 24 hours."}, {"asin": "B0CKPMK2XH"}], "product_options": [{"Color": "Gray"}, {"Size": "Select"}], "promotion_items": [{"title": "DaQin 3 Pack Stretchy Solo Loop Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2", "asin": "B095W1SBNB", "price": "$7.99", "quantity": ""}, {"title": "6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B0DPC29VLW", "price": "$12.99", "quantity": ""}, {"title": "Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 42mm 44mm iWatch Series ...", "asin": "B098F37DJP", "price": "$10.07", "quantity": ""}, {"title": "Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1", "asin": "B0BXCV38FZ", "price": "$9.99", "quantity": ""}, {"title": "Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men", "asin": "B095K58Z9Y", "price": "$6.23", "quantity": ""}, {"title": "Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46m...", "asin": "B09K57JC8W", "price": "$7.57", "quantity": ""}, {"title": "Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor", "asin": "B0DMNTM7VS", "price": "$6.38", "quantity": ""}, {"title": "Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men", "asin": "B095K58Z9Y", "price": "$6.23", "quantity": ""}, {"title": "Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Adjustable Breathable Women Men Braided Strap Compatible for iWatch Series 10/9/8/7/6/5/4/3 SE Ultra 1/2", "asin": "B09K57JC8W", "price": "$7.57", "quantity": ""}, {"title": "Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor", "asin": "B0DMNTM7VS", "price": "$6.38", "quantity": ""}, {"title": "Lerobo Compatible with Apple Watch Band 44mm 45mm 46mm 42mm 49mm Men Women,Soft Silicone Breathable Sport Bands Compatible for Apple Watch Ultra 2 Band SE iWatch Series 10 9 8 7 6 5 4 3 2 1 Black", "asin": "B09131JLC1", "price": "$5.21", "quantity": ""}, {"title": "DaQin 3 Pack Stretchy Solo Loop Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2", "asin": "B095W1SBNB", "price": "$7.99", "quantity": ""}, {"title": "DGege Sport Loop Band Compatible with Apple Watch Bands for Men 44mm 46mm 45mm 49mm 42mm 38mm 40mm 41mm Women,Stretch Adjustable Braided Nylon Straps for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE/Ultra", "asin": "B0D2H67XGX", "price": "$4.99", "quantity": ""}, {"title": "6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra", "asin": "B0DPC29VLW", "price": "$12.99", "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": "2025-04-08T02:30:50.246Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-08T02:30:50.246Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-08T02:30:50.246Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>", "index": 2585, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-06T21:26:50.441Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"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\"product_details\": [{\"title\": \"Lerobo Braided Band Compatible with Apple Watch Series 10 9 8 7 46mm 45mm 41mm Ultra 2 49mm Series 6 5 SE 44mm 40mm Series 4 3 2 1 38mm 42mm Men iWatch Bands Women Stretchy Nylon Solo Loop Sport Strap\"},\n{\"bullet_list\": \"\\u3010FIT FOR APPLE WATCH ALL MODELS\\u3011Lerobo Elastic Nylon Sport bands compatible with Apple Watch Bands 44mm 45mm 46mm 42mm 41mm 40mm 38mm 49mm, for Apple Watch SE SE2 & iWatch Series 10 Series 9 Series 8 Series 7 Series 6 Series 5 Series 4 Series 3 Series 2 Series 1 for Apple Watch Ultra Band 49mm Ultra 2 Band 49mm for Apple Watch Series 10, works with all versions for Apple Watch. (Note: Smart watch is not included.) \\u3010Breathable & Comfortable Nylon Material\\u3011Lerobo sport watch bands for iWatch bands Series 9 are made of skin-friendly woven nylon elastic material, lightweight and breathable, durable and comfortable for wearing. Elastic braided bracelet wristbands could prevent skin from irritation. Special braided design makes the bands for apple watch looks more youthful fashionable, than original strap. Suitable as a special gift for friends and family on birthdays, Christmas, Valentine's Day or holidays. \\u3010Super Stretchy & Size Adjustable\\u3011The adjustable stretchy nylon solo loop band with super stretchy. One size fits most wrist, 38mm/40mm/41mm/(42mm-Series 10) suits for apple watch 40mm 4.5 inch - 9.5 inch wrists, also works for 41mm/38mm,series 10 42mm.49mm/46mm/45mm/44mm/(42mm-Series 3 2 1) suits for apple watch 44mm 4.5 inch-9.5 inch wrists,also works for 46mm/45mm/42mm/49mm.Simply move the closure to adjust it to the exact size of your wrist.Free size for both women and men on most occasions \\u3010Security & Easy to Install\\u3011Lerobo replacement band come with watch lugs on both ends, which locks onto watch band interface precisely and securely. It can effectively prevent the sport bands from falling off and becoming loose. A secure stretch bracelet strap compatible with Apple Watch Band for men women. The installation is simple and direct, with one-click disassembly, no tool needed. \\u301024h Customer Service\\u3011Lerobo durable wristband replacement for apple watch se bands are available in a variety of colors to match different outfits and suit different occasions and moods. Any problems with our smart sport watch bands, please feel free to contact us. We will solve them for you within 24 hours.\"},\n{\"asin\": \"B0CKPMK2XH\"}],\n\"product_options\": [{\"Color\": \"Gray\"},\n{\"Size\": \"Select\"}],\n\"promotion_items\": [{\"title\": \"DaQin 3 Pack Stretchy Solo Loop Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2\", \"asin\": \"B095W1SBNB\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DPC29VLW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 42mm 44mm iWatch Series ...\", \"asin\": \"B098F37DJP\", \"price\": \"$10.07\", \"quantity\": \"\"},\n{\"title\": \"Qimela Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm for Women Men,Sport Solo Loop Strap Stretchy Nylon Braided Wristband for iWatch Series 10 9 8 7 6 SE 5 4 3 Ultra 2 1\", \"asin\": \"B0BXCV38FZ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46m...\", \"asin\": \"B09K57JC8W\", \"price\": \"$7.57\", \"quantity\": \"\"},\n{\"title\": \"Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor\", \"asin\": \"B0DMNTM7VS\", \"price\": \"$6.38\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Nylon Stretchy Solo Loop Watch Band, Compatible with Apple Watch Series 1-10, SE, Ultra 38/40/41/42/44/45mm/46mm/49mm, Adjustable Replacement Strap for Women Men\", \"asin\": \"B095K58Z9Y\", \"price\": \"$6.23\", \"quantity\": \"\"},\n{\"title\": \"Nylon Sport Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm, Adjustable Breathable Women Men Braided Strap Compatible for iWatch Series 10/9/8/7/6/5/4/3 SE Ultra 1/2\", \"asin\": \"B09K57JC8W\", \"price\": \"$7.57\", \"quantity\": \"\"},\n{\"title\": \"Nylon Loop Sport Band Compatible with Apple Watch Bands for Women Men 40mm 44mm 45mm 46mm 49mm 38mm 42mm, iWatch Wrist Straps for Ultra 2, SE, Series 10 9 8 7, Breathable, Soft Band Ideal for Outdoor\", \"asin\": \"B0DMNTM7VS\", \"price\": \"$6.38\", \"quantity\": \"\"},\n{\"title\": \"Lerobo Compatible with Apple Watch Band 44mm 45mm 46mm 42mm 49mm Men Women,Soft Silicone Breathable Sport Bands Compatible for Apple Watch Ultra 2 Band SE iWatch Series 10 9 8 7 6 5 4 3 2 1 Black\", \"asin\": \"B09131JLC1\", \"price\": \"$5.21\", \"quantity\": \"\"},\n{\"title\": \"DaQin 3 Pack Stretchy Solo Loop Compatible with Apple Watch Band 44mm 42mm 40mm 38mm 45mm 46mm 41mm 49mm Men Women, Soft Nylon Elastic Braided Strap for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra 2\", \"asin\": \"B095W1SBNB\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"DGege Sport Loop Band Compatible with Apple Watch Bands for Men 44mm 46mm 45mm 49mm 42mm 38mm 40mm 41mm Women,Stretch Adjustable Braided Nylon Straps for iWatch Series 10/9/8/7/6/5/4/3/2/1/SE/Ultra\", \"asin\": \"B0D2H67XGX\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"6 Pack Nylon Sport Loop Band Compatible with Apple Watch Band 38mm 40mm 41mm 42mm 44mm 45mm 46mm 49mm Women Men, Soft Adjustable Braided Replacement Straps for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE Ultra\", \"asin\": \"B0DPC29VLW\", \"price\": \"$12.99\", \"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\": \"2025-04-08T02:30:50.246Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-07T00:42:23.928Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"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\"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\": \"2025-04-10T18:04:39.512Z\", // 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
2025-04-10T18:04:39.512Z
click
nav_bar
rule
train
2,586
2025-04-10T18:04:39.512Z
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": "2025-04-07T00:42:23.928Z", "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"} {"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"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} {"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"} {"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"} {"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"} {"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"} {"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"} {"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"} {"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:15:46.772Z", "action": "click_product", "action_argument": "B0043JTA7S"} {"timestamp": "2025-04-08T00:16:08.041Z", "action": "click_product", "action_argument": "B0777LRN9F"} {"timestamp": "2025-04-08T00:18:56.688Z", "action": "click_product", "action_argument": "B087MC1HW6"} {"timestamp": "2025-04-08T01:08:41.680Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray \u7f16\u7ec7"} {"timestamp": "2025-04-08T01:08:41.865Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:48.494Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray nylon"} {"timestamp": "2025-04-08T01:11:48.790Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:55.067Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:11:59.077Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-08T01:12:05.683Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:12:14.918Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:12.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:22.813Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:28.877Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:14:53.912Z", "action": "purchase", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T01:15:56.058Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:16:05.480Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:18:50.961Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:19:15.369Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:37.300Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:40.777Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:20:10.780Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:31:25.004Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:25.253Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:31.755Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 \u94f6"} {"timestamp": "2025-04-08T01:31:32.024Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:38.260Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 silver"} {"timestamp": "2025-04-08T01:31:38.516Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:42.383Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:43.603Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:43.858Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:12:01.493Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:12:24.164Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:12:35.377Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:37.752Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:39.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:40.989Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:42.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:44.115Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:45.754Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:57.777Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:20:17.611Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-08T02:20:17.649Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-08T02:24:25.794Z", "action": "click_product", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T02:24:27.519Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:25:15.270Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:26:57.406Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T02:27:00.610Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T02:27:37.905Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-08T02:27:52.506Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver light gray nylon"} {"timestamp": "2025-04-08T02:27:52.784Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:54.455Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:54.626Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:56.191Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:59.523Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 light gray nylon"} {"timestamp": "2025-04-08T02:27:59.802Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:28:19.403Z", "action": "click_product", "action_argument": "B095K39ZYQ"} {"timestamp": "2025-04-08T02:28:43.766Z", "action": "click_product", "action_argument": "B08ZSHTCTJ"} {"timestamp": "2025-04-08T02:28:52.692Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:28:58.483Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:29:03.504Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:30:15.209Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:30:41.679Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:30:49.458Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:30:50.246Z", "action": "click", "action_argument": "product_option"} <|memory_end|> <|action_start|> <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-10T18:04:39.512Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-10T18:04:39.512Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-10T18:04:39.512Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>", "index": 2586, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-07T00:42:23.928Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"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\"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\": \"2025-04-10T18:04:39.512Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-07T00:42:23.928Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"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\"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\": \"$206.62\", \"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\": \"$69.99\", \"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\": \"$20.69\", \"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\": \"$7.79\", \"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\"product_details\": [{\"title\": \"Men's T Shirts - Short Sleeves Crew Neck Ultra Soft 100% Combed Cotton T Shirts for Men Summer Basic Tops (3 Pack)\"},\n{\"price\": \"$34.99\"},\n{\"bullet_list\": \"PREMIUM 100% COMBED COTTON \\u2013 USQUARED t-shirts for men Crafted from high-quality combed cotton, these mens tshirts are ultra-soft, breathable, and durable. The natural cotton fibers provide superior comfort, moisture-wicking properties, and long-lasting color retention. CLASSIC & VERSATILE \\u2013 USQUARED men shirts has short sleeves, a solid color, and neat stitching. Simple, stylish, and perfect for any occasion. EASY TO STYLE \\u2013 Wear it alone or layer it up! This Usquared men's basic T-shirt pairs easily with jeans, chinos, or shorts for a casual look. Dress it up with a jacket or keep it relaxed with joggers. Pack of 3 \\u2013 Classic Colors for Every Style Upgrade your wardrobe with our premium-quality undershirts for men pack, offering three versatile and stylish T-shirts in multiple color options to match your look: \\u2714 Black (3-Pack) \\u2013 A timeless wardrobe essential \\u2714 Navy (3-Pack) \\u2013 A sophisticated deep blue for a modern touch \\u2714 White (3-Pack) \\u2013 A clean, fresh look that pairs with everything \\u2714 Mixed Pack (Black/Navy/White) \\u2013 One of each for ultimate versatility EASY CARE & PERFECT FIT \\u2013 True-to-size US fit. Machine washable and durable with no special care needed. Check our size chart for the best fit before ordering.\"},\n{\"asin\": \"B0DV58CYZB\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Large\"},\n{\"Color\": \"Pack of 3 Assorted\"}],\n\"promotion_items\": [{\"title\": \"netdraw Men's Ultra Soft Bamboo Viscose T-Shirt Curve Hem Lightweight Cooling Short Sleeve Shirt (Sage/Olive/Smoke Blue, Large)\", \"asin\": \"B0CFQG9FMD\", \"price\": \"$47.60\", \"quantity\": \"\"},\n{\"title\": \"BYLT Mens Drop-Cut Men's T Shirt \\u2013 Plain Tshirts for Men, Drop Cut Basic Crewneck Tee \\u2013 Soft Polyester, Cotton, and Spandex Blend \\u2013 Moisture Wicking, Wrinkle Resistant, Stretch Fit \\u2013 White, X-Large\", \"asin\": \"B0D75VYZCK\", \"price\": \"$30.00\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Big and Tall Shirts Cotton Short Sleeve Plus Size Tee Loose Fit Casual T Shirts Basic Oversized Tops(Black, Light Gray, Blue,3X-Large)\", \"asin\": \"B0DRF7WX5R\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Evervibe 4 Pack Men's Big & Tall Short Sleeve Tees, Crew Neck Cotton Blend T-Shirts Moisture Wicking Stretch Casual Gym Wear(Sand, White, Baihui Nan, Black,4X-Large)\", \"asin\": \"B0DS68KX2C\", \"price\": \"$46.99\", \"quantity\": \"\"},\n{\"title\": \"Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (4 Pack, Favorites, Large)\", \"asin\": \"B07NHW8Z3N\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt\", \"asin\": \"B0BZJ4HT6H\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Pair of Thieves Men's Slim Fit Crew Neck T-Shirts, 3 Pack Super Soft Tees, AMZ Exclusive White\", \"asin\": \"B08CS3C4PT\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"H2H Men's Cotton Blend Round Neck Basic T-Shirt Charcoal Darkblue OliveGreen US Medium (Pack of 3 CMTTS0198)\", \"asin\": \"B0DRN5XL9J\", \"price\": \"$41.99\", \"quantity\": \"\"},\n{\"title\": \"Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt\", \"asin\": \"B0C6M7VKVT\", \"price\": \"$44.98\", \"quantity\": \"\"},\n{\"title\": \"CF Men's Undershirts Bamboo Rayon Moisture Wicking T-Shirts Crewneck Soft Tees for Men Classic Slim Fit T-Shirt 3 or 5 Pack(5A,L)\", \"asin\": \"B0DFGLSPR1\", \"price\": \"$57.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Short Sleeve Shirts Casual Basic Tees Summer Tees Solid Layer Tops(Black, Navy Blue, Claret,X-Large)\", \"asin\": \"B0DS6D6BP5\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (4 Pack, Favorites, Large)\", \"asin\": \"B07NHW8Z3N\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"INTO THE AM Men's Fitted Crew Neck Logo Basic Tees 3-Pack - Modern Fit Fresh Classic Short Sleeve T-Shirts for Men (White, Small)\", \"asin\": \"B08GY8RRT9\", \"price\": \"$54.95\", \"quantity\": \"\"},\n{\"title\": \"DAVID ARCHY Men's Heavyweight T-Shirt Cotton Sorona Casual Plain Shirts Side Slit Tees Crewneck for Men 2-Pack(M, Black)\", \"asin\": \"B0D7D3YX5Q\", \"price\": \"$39.99\", \"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\": \"2025-04-10T18:05:22.346Z\", // 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
2025-04-10T18:05:22.346Z
click
product_option
rule
train
2,587
2025-04-10T18:05:22.346Z
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": "2025-04-07T00:42:23.928Z", "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"} {"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"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} {"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"} {"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"} {"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"} {"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"} {"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"} {"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"} {"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:15:46.772Z", "action": "click_product", "action_argument": "B0043JTA7S"} {"timestamp": "2025-04-08T00:16:08.041Z", "action": "click_product", "action_argument": "B0777LRN9F"} {"timestamp": "2025-04-08T00:18:56.688Z", "action": "click_product", "action_argument": "B087MC1HW6"} {"timestamp": "2025-04-08T01:08:41.680Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray \u7f16\u7ec7"} {"timestamp": "2025-04-08T01:08:41.865Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:48.494Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray nylon"} {"timestamp": "2025-04-08T01:11:48.790Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:55.067Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:11:59.077Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-08T01:12:05.683Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:12:14.918Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:12.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:22.813Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:28.877Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:14:53.912Z", "action": "purchase", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T01:15:56.058Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:16:05.480Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:18:50.961Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:19:15.369Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:37.300Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:40.777Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:20:10.780Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:31:25.004Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:25.253Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:31.755Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 \u94f6"} {"timestamp": "2025-04-08T01:31:32.024Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:38.260Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 silver"} {"timestamp": "2025-04-08T01:31:38.516Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:42.383Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:43.603Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:43.858Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:12:01.493Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:12:24.164Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:12:35.377Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:37.752Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:39.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:40.989Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:42.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:44.115Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:45.754Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:57.777Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:20:17.611Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-08T02:20:17.649Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-08T02:24:25.794Z", "action": "click_product", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T02:24:27.519Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:25:15.270Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:26:57.406Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T02:27:00.610Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T02:27:37.905Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-08T02:27:52.506Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver light gray nylon"} {"timestamp": "2025-04-08T02:27:52.784Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:54.455Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:54.626Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:56.191Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:59.523Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 light gray nylon"} {"timestamp": "2025-04-08T02:27:59.802Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:28:19.403Z", "action": "click_product", "action_argument": "B095K39ZYQ"} {"timestamp": "2025-04-08T02:28:43.766Z", "action": "click_product", "action_argument": "B08ZSHTCTJ"} {"timestamp": "2025-04-08T02:28:52.692Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:28:58.483Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:29:03.504Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:30:15.209Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:30:41.679Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:30:49.458Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:30:50.246Z", "action": "click", "action_argument": "product_option"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-10T18:04:39.512Z", "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": ""}], "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": "$206.62", "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": "$69.99", "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 - 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"action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-10T18:05:22.346Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-10T18:05:22.346Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>", "index": 2587, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-07T00:42:23.928Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"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\"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\": \"$206.62\", \"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\": \"$69.99\", \"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\": \"$20.69\", \"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\": \"$7.79\", \"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\"product_details\": [{\"title\": \"Men's T Shirts - Short Sleeves Crew Neck Ultra Soft 100% Combed Cotton T Shirts for Men Summer Basic Tops (3 Pack)\"},\n{\"price\": \"$34.99\"},\n{\"bullet_list\": \"PREMIUM 100% COMBED COTTON \\u2013 USQUARED t-shirts for men Crafted from high-quality combed cotton, these mens tshirts are ultra-soft, breathable, and durable. The natural cotton fibers provide superior comfort, moisture-wicking properties, and long-lasting color retention. CLASSIC & VERSATILE \\u2013 USQUARED men shirts has short sleeves, a solid color, and neat stitching. Simple, stylish, and perfect for any occasion. EASY TO STYLE \\u2013 Wear it alone or layer it up! This Usquared men's basic T-shirt pairs easily with jeans, chinos, or shorts for a casual look. Dress it up with a jacket or keep it relaxed with joggers. Pack of 3 \\u2013 Classic Colors for Every Style Upgrade your wardrobe with our premium-quality undershirts for men pack, offering three versatile and stylish T-shirts in multiple color options to match your look: \\u2714 Black (3-Pack) \\u2013 A timeless wardrobe essential \\u2714 Navy (3-Pack) \\u2013 A sophisticated deep blue for a modern touch \\u2714 White (3-Pack) \\u2013 A clean, fresh look that pairs with everything \\u2714 Mixed Pack (Black/Navy/White) \\u2013 One of each for ultimate versatility EASY CARE & PERFECT FIT \\u2013 True-to-size US fit. Machine washable and durable with no special care needed. Check our size chart for the best fit before ordering.\"},\n{\"asin\": \"B0DV58CYZB\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Large\"},\n{\"Color\": \"Pack of 3 Assorted\"}],\n\"promotion_items\": [{\"title\": \"netdraw Men's Ultra Soft Bamboo Viscose T-Shirt Curve Hem Lightweight Cooling Short Sleeve Shirt (Sage/Olive/Smoke Blue, Large)\", \"asin\": \"B0CFQG9FMD\", \"price\": \"$47.60\", \"quantity\": \"\"},\n{\"title\": \"BYLT Mens Drop-Cut Men's T Shirt \\u2013 Plain Tshirts for Men, Drop Cut Basic Crewneck Tee \\u2013 Soft Polyester, Cotton, and Spandex Blend \\u2013 Moisture Wicking, Wrinkle Resistant, Stretch Fit \\u2013 White, X-Large\", \"asin\": \"B0D75VYZCK\", \"price\": \"$30.00\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Big and Tall Shirts Cotton Short Sleeve Plus Size Tee Loose Fit Casual T Shirts Basic Oversized Tops(Black, Light Gray, Blue,3X-Large)\", \"asin\": \"B0DRF7WX5R\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Evervibe 4 Pack Men's Big & Tall Short Sleeve Tees, Crew Neck Cotton Blend T-Shirts Moisture Wicking Stretch Casual Gym Wear(Sand, White, Baihui Nan, Black,4X-Large)\", \"asin\": \"B0DS68KX2C\", \"price\": \"$46.99\", \"quantity\": \"\"},\n{\"title\": \"Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (4 Pack, Favorites, Large)\", \"asin\": \"B07NHW8Z3N\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt\", \"asin\": \"B0BZJ4HT6H\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Pair of Thieves Men's Slim Fit Crew Neck T-Shirts, 3 Pack Super Soft Tees, AMZ Exclusive White\", \"asin\": \"B08CS3C4PT\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"H2H Men's Cotton Blend Round Neck Basic T-Shirt Charcoal Darkblue OliveGreen US Medium (Pack of 3 CMTTS0198)\", \"asin\": \"B0DRN5XL9J\", \"price\": \"$41.99\", \"quantity\": \"\"},\n{\"title\": \"Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt\", \"asin\": \"B0C6M7VKVT\", \"price\": \"$44.98\", \"quantity\": \"\"},\n{\"title\": \"CF Men's Undershirts Bamboo Rayon Moisture Wicking T-Shirts Crewneck Soft Tees for Men Classic Slim Fit T-Shirt 3 or 5 Pack(5A,L)\", \"asin\": \"B0DFGLSPR1\", \"price\": \"$57.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Short Sleeve Shirts Casual Basic Tees Summer Tees Solid Layer Tops(Black, Navy Blue, Claret,X-Large)\", \"asin\": \"B0DS6D6BP5\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (4 Pack, Favorites, Large)\", \"asin\": \"B07NHW8Z3N\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"INTO THE AM Men's Fitted Crew Neck Logo Basic Tees 3-Pack - Modern Fit Fresh Classic Short Sleeve T-Shirts for Men (White, Small)\", \"asin\": \"B08GY8RRT9\", \"price\": \"$54.95\", \"quantity\": \"\"},\n{\"title\": \"DAVID ARCHY Men's Heavyweight T-Shirt Cotton Sorona Casual Plain Shirts Side Slit Tees Crewneck for Men 2-Pack(M, Black)\", \"asin\": \"B0D7D3YX5Q\", \"price\": \"$39.99\", \"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\": \"2025-04-10T18:05:22.346Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-07T00:42:23.928Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"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\": \"$206.62\", \"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\": \"$69.99\", \"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\": \"$20.69\", \"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\": \"$7.79\", \"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\"product_details\": [{\"title\": \"Men's T Shirts - Short Sleeves Crew Neck Ultra Soft 100% Combed Cotton T Shirts for Men Summer Basic Tops (3 Pack)\"},\n{\"price\": \"$34.99\"},\n{\"bullet_list\": \"PREMIUM 100% COMBED COTTON \\u2013 USQUARED t-shirts for men Crafted from high-quality combed cotton, these mens tshirts are ultra-soft, breathable, and durable. The natural cotton fibers provide superior comfort, moisture-wicking properties, and long-lasting color retention. CLASSIC & VERSATILE \\u2013 USQUARED men shirts has short sleeves, a solid color, and neat stitching. Simple, stylish, and perfect for any occasion. EASY TO STYLE \\u2013 Wear it alone or layer it up! This Usquared men's basic T-shirt pairs easily with jeans, chinos, or shorts for a casual look. Dress it up with a jacket or keep it relaxed with joggers. Pack of 3 \\u2013 Classic Colors for Every Style Upgrade your wardrobe with our premium-quality undershirts for men pack, offering three versatile and stylish T-shirts in multiple color options to match your look: \\u2714 Black (3-Pack) \\u2013 A timeless wardrobe essential \\u2714 Navy (3-Pack) \\u2013 A sophisticated deep blue for a modern touch \\u2714 White (3-Pack) \\u2013 A clean, fresh look that pairs with everything \\u2714 Mixed Pack (Black/Navy/White) \\u2013 One of each for ultimate versatility EASY CARE & PERFECT FIT \\u2013 True-to-size US fit. Machine washable and durable with no special care needed. Check our size chart for the best fit before ordering.\"},\n{\"asin\": \"B0DV59YK3K\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Large\"},\n{\"Color\": \"Pack of 3 White\"}],\n\"promotion_items\": [{\"title\": \"Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt\", \"asin\": \"B0BWDNFS36\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"netdraw Men's Ultra Soft Bamboo Viscose T-Shirt Curve Hem Lightweight Cooling Short Sleeve Shirt (Sage/Olive/Smoke Blue, Large)\", \"asin\": \"B0CFQG9FMD\", \"price\": \"$47.60\", \"quantity\": \"\"},\n{\"title\": \"Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Army Green, Dark Gray,Medium)\", \"asin\": \"B0DQLCPG4X\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"Evervibe 4 Pack Men's Big & Tall Short Sleeve Tees, Crew Neck Cotton Blend T-Shirts Moisture Wicking Stretch Casual Gym Wear(Sand, White, Baihui Nan, Black,4X-Large)\", \"asin\": \"B0DS68KX2C\", \"price\": \"$46.99\", \"quantity\": \"\"},\n{\"title\": \"Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (Everyday Pack, Large)\", \"asin\": \"B07PSMD1M1\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Big and Tall Shirts Cotton Short Sleeve Plus Size Tee Loose Fit Casual T Shirts Basic Oversized Tops(Black, Light Gray, Blue,3X-Large)\", \"asin\": \"B0DRF7WX5R\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Crew Neck Basic Casual Top Loose Fit Summer T Shirts(Black, White, Khaki,XL)\", \"asin\": \"B0DNFLX4Z7\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt\", \"asin\": \"B0BWDM94XN\", \"price\": \"$44.98\", \"quantity\": \"\"},\n{\"title\": \"H2H Men's Cotton Blend Round Neck Basic T-Shirt Charcoal Darkblue OliveGreen US Medium (Pack of 3 CMTTS0198)\", \"asin\": \"B0DRN5XL9J\", \"price\": \"$41.99\", \"quantity\": \"\"},\n{\"title\": \"CF Men's Undershirts Bamboo Rayon Moisture Wicking T-Shirts Crewneck Soft Tees for Men Classic Slim Fit T-Shirt 3 or 5 Pack(5A,L)\", \"asin\": \"B0DFGLSPR1\", \"price\": \"$57.99\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY Men's Basic T-Shirts Short Sleeve 3 Pack Crew Neck Casual Summer Cotton Tee Shirt\", \"asin\": \"B0DGKW3T52\", \"price\": \"$30.59\", \"quantity\": \"\"},\n{\"title\": \"Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (Everyday Pack, Large)\", \"asin\": \"B07PSMD1M1\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"DMOYALA Men Vintage Graphic Tees Washed Oversized Skull 3D Printed T-Shirts Casual Streetwear Shirt Summer Tops Grey/Vintage Printed L\", \"asin\": \"B0DZT8WR85\", \"price\": \"$28.99\", \"quantity\": \"\"},\n{\"title\": \"BYLT Mens Drop-Cut Men's T Shirt \\u2013 Plain Tshirts for Men, Drop Cut Basic Crewneck Tee \\u2013 Soft Polyester, Cotton, and Spandex Blend \\u2013 Moisture Wicking, Wrinkle Resistant, Stretch Fit \\u2013 Black, Large\", \"asin\": \"B0D75RZ8Y9\", \"price\": \"$30.00\", \"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\": \"2025-04-10T18:05:25.355Z\", // 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
2025-04-10T18:05:25.355Z
click
product_option
rule
train
2,588
2025-04-10T18:05:25.355Z
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": "2025-04-07T00:42:23.928Z", "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"} {"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"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} {"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"} {"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"} {"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"} {"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"} {"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"} {"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"} {"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:15:46.772Z", "action": "click_product", "action_argument": "B0043JTA7S"} {"timestamp": "2025-04-08T00:16:08.041Z", "action": "click_product", "action_argument": "B0777LRN9F"} {"timestamp": "2025-04-08T00:18:56.688Z", "action": "click_product", "action_argument": "B087MC1HW6"} {"timestamp": "2025-04-08T01:08:41.680Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray \u7f16\u7ec7"} {"timestamp": "2025-04-08T01:08:41.865Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:48.494Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray nylon"} {"timestamp": "2025-04-08T01:11:48.790Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:55.067Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:11:59.077Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-08T01:12:05.683Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:12:14.918Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:12.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:22.813Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:28.877Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:14:53.912Z", "action": "purchase", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T01:15:56.058Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:16:05.480Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:18:50.961Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:19:15.369Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:37.300Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:40.777Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:20:10.780Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:31:25.004Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:25.253Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:31.755Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 \u94f6"} {"timestamp": "2025-04-08T01:31:32.024Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:38.260Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 silver"} {"timestamp": "2025-04-08T01:31:38.516Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:42.383Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:43.603Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:43.858Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:12:01.493Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:12:24.164Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:12:35.377Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:37.752Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:39.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:40.989Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:42.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:44.115Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:45.754Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:57.777Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:20:17.611Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-08T02:20:17.649Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-08T02:24:25.794Z", "action": "click_product", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T02:24:27.519Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:25:15.270Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:26:57.406Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T02:27:00.610Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T02:27:37.905Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-08T02:27:52.506Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver light gray nylon"} {"timestamp": "2025-04-08T02:27:52.784Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:54.455Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:54.626Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:56.191Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:59.523Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 light gray nylon"} {"timestamp": "2025-04-08T02:27:59.802Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:28:19.403Z", "action": "click_product", "action_argument": "B095K39ZYQ"} {"timestamp": "2025-04-08T02:28:43.766Z", "action": "click_product", "action_argument": "B08ZSHTCTJ"} {"timestamp": "2025-04-08T02:28:52.692Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:28:58.483Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:29:03.504Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:30:15.209Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:30:41.679Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:30:49.458Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:30:50.246Z", "action": "click", "action_argument": "product_option"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-10T18:04:39.512Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-10T18:05:22.346Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}], "cart_items": [{"title": "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": "$206.62", "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": "$69.99", "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": "$20.69", "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": "$7.79", "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"}], "product_details": [{"title": "Men's T Shirts - Short Sleeves Crew Neck Ultra Soft 100% Combed Cotton T Shirts for Men Summer Basic Tops (3 Pack)"}, {"price": "$34.99"}, {"bullet_list": "PREMIUM 100% COMBED COTTON \u2013 USQUARED t-shirts for men Crafted from high-quality combed cotton, these mens tshirts are ultra-soft, breathable, and durable. The natural cotton fibers provide superior comfort, moisture-wicking properties, and long-lasting color retention. CLASSIC & VERSATILE \u2013 USQUARED men shirts has short sleeves, a solid color, and neat stitching. Simple, stylish, and perfect for any occasion. EASY TO STYLE \u2013 Wear it alone or layer it up! This Usquared men's basic T-shirt pairs easily with jeans, chinos, or shorts for a casual look. Dress it up with a jacket or keep it relaxed with joggers. Pack of 3 \u2013 Classic Colors for Every Style Upgrade your wardrobe with our premium-quality undershirts for men pack, offering three versatile and stylish T-shirts in multiple color options to match your look: \u2714 Black (3-Pack) \u2013 A timeless wardrobe essential \u2714 Navy (3-Pack) \u2013 A sophisticated deep blue for a modern touch \u2714 White (3-Pack) \u2013 A clean, fresh look that pairs with everything \u2714 Mixed Pack (Black/Navy/White) \u2013 One of each for ultimate versatility EASY CARE & PERFECT FIT \u2013 True-to-size US fit. Machine washable and durable with no special care needed. Check our size chart for the best fit before ordering."}, {"asin": "B0DV59YK3K"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "Large"}, {"Color": "Pack of 3 White"}], "promotion_items": [{"title": "Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt", "asin": "B0BWDNFS36", "price": "$39.99", "quantity": ""}, {"title": "netdraw Men's Ultra Soft Bamboo Viscose T-Shirt Curve Hem Lightweight Cooling Short Sleeve Shirt (Sage/Olive/Smoke Blue, Large)", "asin": "B0CFQG9FMD", "price": "$47.60", "quantity": ""}, {"title": "Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Army Green, Dark Gray,Medium)", "asin": "B0DQLCPG4X", "price": "$45.99", "quantity": ""}, {"title": "Evervibe 4 Pack Men's Big & Tall Short Sleeve Tees, Crew Neck Cotton Blend T-Shirts Moisture Wicking Stretch Casual Gym Wear(Sand, White, Baihui Nan, Black,4X-Large)", "asin": "B0DS68KX2C", "price": "$46.99", "quantity": ""}, {"title": "Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (Everyday Pack, Large)", "asin": "B07PSMD1M1", "price": "$39.99", "quantity": ""}, {"title": "Ficerd 3 Pack Men's Big and Tall Shirts Cotton Short Sleeve Plus Size Tee Loose Fit Casual T Shirts Basic Oversized Tops(Black, Light Gray, Blue,3X-Large)", "asin": "B0DRF7WX5R", "price": "$36.99", "quantity": ""}, {"title": "Ficerd 3 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Crew Neck Basic Casual Top Loose Fit Summer T Shirts(Black, White, Khaki,XL)", "asin": "B0DNFLX4Z7", "price": "$36.99", "quantity": ""}, {"title": "Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt", "asin": "B0BWDM94XN", "price": "$44.98", "quantity": ""}, {"title": "H2H Men's Cotton Blend Round Neck Basic T-Shirt Charcoal Darkblue OliveGreen US Medium (Pack of 3 CMTTS0198)", "asin": "B0DRN5XL9J", "price": "$41.99", "quantity": ""}, {"title": "CF Men's Undershirts Bamboo Rayon Moisture Wicking T-Shirts Crewneck Soft Tees for Men Classic Slim Fit T-Shirt 3 or 5 Pack(5A,L)", "asin": "B0DFGLSPR1", "price": "$57.99", "quantity": ""}, {"title": "COOFANDY Men's Basic T-Shirts Short Sleeve 3 Pack Crew Neck Casual Summer Cotton Tee Shirt", "asin": "B0DGKW3T52", "price": "$30.59", "quantity": ""}, {"title": "Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (Everyday Pack, Large)", "asin": "B07PSMD1M1", "price": "$39.99", "quantity": ""}, {"title": "DMOYALA Men Vintage Graphic Tees Washed Oversized Skull 3D Printed T-Shirts Casual Streetwear Shirt Summer Tops Grey/Vintage Printed L", "asin": "B0DZT8WR85", "price": "$28.99", "quantity": ""}, {"title": "BYLT Mens Drop-Cut Men's T Shirt \u2013 Plain Tshirts for Men, Drop Cut Basic Crewneck Tee \u2013 Soft Polyester, Cotton, and Spandex Blend \u2013 Moisture Wicking, Wrinkle Resistant, Stretch Fit \u2013 Black, Large", "asin": "B0D75RZ8Y9", "price": "$30.00", "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": "2025-04-10T18:05:25.355Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-10T18:05:25.355Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-10T18:05:25.355Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>", "index": 2588, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-07T00:42:23.928Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"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\": \"$206.62\", \"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\": \"$69.99\", \"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\": \"$20.69\", \"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\": \"$7.79\", \"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\"product_details\": [{\"title\": \"Men's T Shirts - Short Sleeves Crew Neck Ultra Soft 100% Combed Cotton T Shirts for Men Summer Basic Tops (3 Pack)\"},\n{\"price\": \"$34.99\"},\n{\"bullet_list\": \"PREMIUM 100% COMBED COTTON \\u2013 USQUARED t-shirts for men Crafted from high-quality combed cotton, these mens tshirts are ultra-soft, breathable, and durable. The natural cotton fibers provide superior comfort, moisture-wicking properties, and long-lasting color retention. CLASSIC & VERSATILE \\u2013 USQUARED men shirts has short sleeves, a solid color, and neat stitching. Simple, stylish, and perfect for any occasion. EASY TO STYLE \\u2013 Wear it alone or layer it up! This Usquared men's basic T-shirt pairs easily with jeans, chinos, or shorts for a casual look. Dress it up with a jacket or keep it relaxed with joggers. Pack of 3 \\u2013 Classic Colors for Every Style Upgrade your wardrobe with our premium-quality undershirts for men pack, offering three versatile and stylish T-shirts in multiple color options to match your look: \\u2714 Black (3-Pack) \\u2013 A timeless wardrobe essential \\u2714 Navy (3-Pack) \\u2013 A sophisticated deep blue for a modern touch \\u2714 White (3-Pack) \\u2013 A clean, fresh look that pairs with everything \\u2714 Mixed Pack (Black/Navy/White) \\u2013 One of each for ultimate versatility EASY CARE & PERFECT FIT \\u2013 True-to-size US fit. Machine washable and durable with no special care needed. Check our size chart for the best fit before ordering.\"},\n{\"asin\": \"B0DV59YK3K\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Large\"},\n{\"Color\": \"Pack of 3 White\"}],\n\"promotion_items\": [{\"title\": \"Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt\", \"asin\": \"B0BWDNFS36\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"netdraw Men's Ultra Soft Bamboo Viscose T-Shirt Curve Hem Lightweight Cooling Short Sleeve Shirt (Sage/Olive/Smoke Blue, Large)\", \"asin\": \"B0CFQG9FMD\", \"price\": \"$47.60\", \"quantity\": \"\"},\n{\"title\": \"Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Army Green, Dark Gray,Medium)\", \"asin\": \"B0DQLCPG4X\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"Evervibe 4 Pack Men's Big & Tall Short Sleeve Tees, Crew Neck Cotton Blend T-Shirts Moisture Wicking Stretch Casual Gym Wear(Sand, White, Baihui Nan, Black,4X-Large)\", \"asin\": \"B0DS68KX2C\", \"price\": \"$46.99\", \"quantity\": \"\"},\n{\"title\": \"Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (Everyday Pack, Large)\", \"asin\": \"B07PSMD1M1\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Big and Tall Shirts Cotton Short Sleeve Plus Size Tee Loose Fit Casual T Shirts Basic Oversized Tops(Black, Light Gray, Blue,3X-Large)\", \"asin\": \"B0DRF7WX5R\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Crew Neck Basic Casual Top Loose Fit Summer T Shirts(Black, White, Khaki,XL)\", \"asin\": \"B0DNFLX4Z7\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt\", \"asin\": \"B0BWDM94XN\", \"price\": \"$44.98\", \"quantity\": \"\"},\n{\"title\": \"H2H Men's Cotton Blend Round Neck Basic T-Shirt Charcoal Darkblue OliveGreen US Medium (Pack of 3 CMTTS0198)\", \"asin\": \"B0DRN5XL9J\", \"price\": \"$41.99\", \"quantity\": \"\"},\n{\"title\": \"CF Men's Undershirts Bamboo Rayon Moisture Wicking T-Shirts Crewneck Soft Tees for Men Classic Slim Fit T-Shirt 3 or 5 Pack(5A,L)\", \"asin\": \"B0DFGLSPR1\", \"price\": \"$57.99\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY Men's Basic T-Shirts Short Sleeve 3 Pack Crew Neck Casual Summer Cotton Tee Shirt\", \"asin\": \"B0DGKW3T52\", \"price\": \"$30.59\", \"quantity\": \"\"},\n{\"title\": \"Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (Everyday Pack, Large)\", \"asin\": \"B07PSMD1M1\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"DMOYALA Men Vintage Graphic Tees Washed Oversized Skull 3D Printed T-Shirts Casual Streetwear Shirt Summer Tops Grey/Vintage Printed L\", \"asin\": \"B0DZT8WR85\", \"price\": \"$28.99\", \"quantity\": \"\"},\n{\"title\": \"BYLT Mens Drop-Cut Men's T Shirt \\u2013 Plain Tshirts for Men, Drop Cut Basic Crewneck Tee \\u2013 Soft Polyester, Cotton, and Spandex Blend \\u2013 Moisture Wicking, Wrinkle Resistant, Stretch Fit \\u2013 Black, Large\", \"asin\": \"B0D75RZ8Y9\", \"price\": \"$30.00\", \"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\": \"2025-04-10T18:05:25.355Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-07T00:42:23.928Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"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\": \"$206.62\", \"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\": \"$69.99\", \"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\": \"$20.69\", \"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\": \"$7.79\", \"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\"product_details\": [{\"title\": \"Men's T Shirts - Short Sleeves Crew Neck Ultra Soft 100% Combed Cotton T Shirts for Men Summer Basic Tops (3 Pack)\"},\n{\"bullet_list\": \"PREMIUM 100% COMBED COTTON \\u2013 USQUARED t-shirts for men Crafted from high-quality combed cotton, these mens tshirts are ultra-soft, breathable, and durable. The natural cotton fibers provide superior comfort, moisture-wicking properties, and long-lasting color retention. CLASSIC & VERSATILE \\u2013 USQUARED men shirts has short sleeves, a solid color, and neat stitching. Simple, stylish, and perfect for any occasion. EASY TO STYLE \\u2013 Wear it alone or layer it up! This Usquared men's basic T-shirt pairs easily with jeans, chinos, or shorts for a casual look. Dress it up with a jacket or keep it relaxed with joggers. Pack of 3 \\u2013 Classic Colors for Every Style Upgrade your wardrobe with our premium-quality undershirts for men pack, offering three versatile and stylish T-shirts in multiple color options to match your look: \\u2714 Black (3-Pack) \\u2013 A timeless wardrobe essential \\u2714 Navy (3-Pack) \\u2013 A sophisticated deep blue for a modern touch \\u2714 White (3-Pack) \\u2013 A clean, fresh look that pairs with everything \\u2714 Mixed Pack (Black/Navy/White) \\u2013 One of each for ultimate versatility EASY CARE & PERFECT FIT \\u2013 True-to-size US fit. Machine washable and durable with no special care needed. Check our size chart for the best fit before ordering.\"},\n{\"asin\": \"B0DV5B8XBL\"}],\n\"product_options\": [{\"Size\": \"Select Size\"},\n{\"Color\": \"Pack of 3 White\"}],\n\"promotion_items\": [{\"title\": \"COOFANDY Men's T Shirts Short Sleeve Soft Crew Neck Tee Shirts 2-3 Pack Casual Summer Basic Tops\", \"asin\": \"B0DQNK5Q85\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Crew Neck Basic Casual Top Loose Fit Summer T Shirts(Black, White, Khaki,XL)\", \"asin\": \"B0DNFLX4Z7\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Navy Blue, Light Gray,3X-Large)\", \"asin\": \"B0DQLFLRSK\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Big and Tall Shirts Cotton Short Sleeve Plus Size Tee Loose Fit Casual T Shirts Basic Oversized Tops(Black, Mocha, Beige,4X-Large)\", \"asin\": \"B0DZBB2B54\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Evervibe 4 Pack Men's Big & Tall Short Sleeve Tees, Crew Neck Cotton Blend T-Shirts Moisture Wicking Stretch Casual Gym Wear(Sand, White, Baihui Nan, Black,4X-Large)\", \"asin\": \"B0DS68KX2C\", \"price\": \"$46.99\", \"quantity\": \"\"},\n{\"title\": \"USQUARED Men's Crew Neck Tee 100% Combed Lightweight Cotton T-Shirts (US, Alpha, XX-Large, Regular, Regular, Pack of 3 Assorted)\", \"asin\": \"B0DV59459L\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 5 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Summer Crew Neck Oversize Top Loose Fit Shirt Multipack(Black, Black, Black, Light Gray, White,Large)\", \"asin\": \"B0DRNW5TNP\", \"price\": \"$55.99\", \"quantity\": \"\"},\n{\"title\": \"Riyiper 3 Pack Men's Big and Tall T Shirts Waffle Casual Summer Crewneck Short Sleeve Tops Basic Knit Tee(White, Light Grey, Black,XX-Large)\", \"asin\": \"B0DS3Z4VP7\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"H2H Men Priceless Super Soft to The Touch Cotton Blended Crew Neck T-Shirt Black Darkblue Gray US Medium (Pack of 3 CMTTS0198)\", \"asin\": \"B0DRN78N7Z\", \"price\": \"$41.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 6 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Summer Crew Neck Oversize Top Loose Fit Shirt Multipack(Black, Black, Dark Gray, Light Gray, White, White,Medium)\", \"asin\": \"B0DRPDQ1D2\", \"price\": \"$62.99\", \"quantity\": \"\"},\n{\"title\": \"Evervibe 4 Pack Men's Big & Tall Short Sleeve Tees, Crew Neck Cotton Blend T-Shirts Moisture Wicking Stretch Casual Gym Wear(Sand, White, Baihui Nan, Black,4X-Large)\", \"asin\": \"B0DS68KX2C\", \"price\": \"$46.99\", \"quantity\": \"\"},\n{\"title\": \"Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt\", \"asin\": \"B0BWDM94XN\", \"price\": \"$44.98\", \"quantity\": \"\"},\n{\"title\": \"PINSPARK Mens 2 Pack UPF50+ Sun Protection Swim Surf Short Sleeve Athletic Shirts Rash Guard Quick Dry Performance Shirts\", \"asin\": \"B0DQ829C5N\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"CF Men's Undershirts Bamboo Rayon Moisture Wicking T-Shirts Crewneck Soft Tees for Men Classic Slim Fit T-Shirt 3 or 5 Pack(3E,S)\", \"asin\": \"B0DFGTBLPC\", \"price\": \"$37.99\", \"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\": \"2025-04-10T18:05:37.444Z\", // 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
2025-04-10T18:05:37.444Z
click
other
rule
train
2,589
2025-04-10T18:05:37.444Z
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": "2025-04-07T00:42:23.928Z", "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"} {"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"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} {"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"} {"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"} {"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"} {"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"} {"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"} {"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"} {"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:15:46.772Z", "action": "click_product", "action_argument": "B0043JTA7S"} {"timestamp": "2025-04-08T00:16:08.041Z", "action": "click_product", "action_argument": "B0777LRN9F"} {"timestamp": "2025-04-08T00:18:56.688Z", "action": "click_product", "action_argument": "B087MC1HW6"} {"timestamp": "2025-04-08T01:08:41.680Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray \u7f16\u7ec7"} {"timestamp": "2025-04-08T01:08:41.865Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:48.494Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray nylon"} {"timestamp": "2025-04-08T01:11:48.790Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:55.067Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:11:59.077Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-08T01:12:05.683Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:12:14.918Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:12.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:22.813Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:28.877Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:14:53.912Z", "action": "purchase", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T01:15:56.058Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:16:05.480Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:18:50.961Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:19:15.369Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:37.300Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:40.777Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:20:10.780Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:31:25.004Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:25.253Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:31.755Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 \u94f6"} {"timestamp": "2025-04-08T01:31:32.024Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:38.260Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 silver"} {"timestamp": "2025-04-08T01:31:38.516Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:42.383Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:43.603Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:43.858Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:12:01.493Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:12:24.164Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:12:35.377Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:37.752Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:39.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:40.989Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:42.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:44.115Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:45.754Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:57.777Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:20:17.611Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-08T02:20:17.649Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-08T02:24:25.794Z", "action": "click_product", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T02:24:27.519Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:25:15.270Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:26:57.406Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T02:27:00.610Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T02:27:37.905Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-08T02:27:52.506Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver light gray nylon"} {"timestamp": "2025-04-08T02:27:52.784Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:54.455Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:54.626Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:56.191Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:59.523Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 light gray nylon"} {"timestamp": "2025-04-08T02:27:59.802Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:28:19.403Z", "action": "click_product", "action_argument": "B095K39ZYQ"} {"timestamp": "2025-04-08T02:28:43.766Z", "action": "click_product", "action_argument": "B08ZSHTCTJ"} {"timestamp": "2025-04-08T02:28:52.692Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:28:58.483Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:29:03.504Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:30:15.209Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:30:41.679Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:30:49.458Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:30:50.246Z", "action": "click", "action_argument": "product_option"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-10T18:04:39.512Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-10T18:05:22.346Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T18:05:25.355Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}], "cart_items": [{"title": "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": "$206.62", "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": "$69.99", "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": "$20.69", "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": "$7.79", "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"}], "product_details": [{"title": "Men's T Shirts - Short Sleeves Crew Neck Ultra Soft 100% Combed Cotton T Shirts for Men Summer Basic Tops (3 Pack)"}, {"bullet_list": "PREMIUM 100% COMBED COTTON \u2013 USQUARED t-shirts for men Crafted from high-quality combed cotton, these mens tshirts are ultra-soft, breathable, and durable. The natural cotton fibers provide superior comfort, moisture-wicking properties, and long-lasting color retention. CLASSIC & VERSATILE \u2013 USQUARED men shirts has short sleeves, a solid color, and neat stitching. Simple, stylish, and perfect for any occasion. EASY TO STYLE \u2013 Wear it alone or layer it up! This Usquared men's basic T-shirt pairs easily with jeans, chinos, or shorts for a casual look. Dress it up with a jacket or keep it relaxed with joggers. Pack of 3 \u2013 Classic Colors for Every Style Upgrade your wardrobe with our premium-quality undershirts for men pack, offering three versatile and stylish T-shirts in multiple color options to match your look: \u2714 Black (3-Pack) \u2013 A timeless wardrobe essential \u2714 Navy (3-Pack) \u2013 A sophisticated deep blue for a modern touch \u2714 White (3-Pack) \u2013 A clean, fresh look that pairs with everything \u2714 Mixed Pack (Black/Navy/White) \u2013 One of each for ultimate versatility EASY CARE & PERFECT FIT \u2013 True-to-size US fit. Machine washable and durable with no special care needed. Check our size chart for the best fit before ordering."}, {"asin": "B0DV5B8XBL"}], "product_options": [{"Size": "Select Size"}, {"Color": "Pack of 3 White"}], "promotion_items": [{"title": "COOFANDY Men's T Shirts Short Sleeve Soft Crew Neck Tee Shirts 2-3 Pack Casual Summer Basic Tops", "asin": "B0DQNK5Q85", "price": "$39.99", "quantity": ""}, {"title": "Ficerd 3 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Crew Neck Basic Casual Top Loose Fit Summer T Shirts(Black, White, Khaki,XL)", "asin": "B0DNFLX4Z7", "price": "$36.99", "quantity": ""}, {"title": "Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Navy Blue, Light Gray,3X-Large)", "asin": "B0DQLFLRSK", "price": "$45.99", "quantity": ""}, {"title": "Ficerd 3 Pack Men's Big and Tall Shirts Cotton Short Sleeve Plus Size Tee Loose Fit Casual T Shirts Basic Oversized Tops(Black, Mocha, Beige,4X-Large)", "asin": "B0DZBB2B54", "price": "$36.99", "quantity": ""}, {"title": "Evervibe 4 Pack Men's Big & Tall Short Sleeve Tees, Crew Neck Cotton Blend T-Shirts Moisture Wicking Stretch Casual Gym Wear(Sand, White, Baihui Nan, Black,4X-Large)", "asin": "B0DS68KX2C", "price": "$46.99", "quantity": ""}, {"title": "USQUARED Men's Crew Neck Tee 100% Combed Lightweight Cotton T-Shirts (US, Alpha, XX-Large, Regular, Regular, Pack of 3 Assorted)", "asin": "B0DV59459L", "price": "$34.99", "quantity": ""}, {"title": "Ficerd 5 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Summer Crew Neck Oversize Top Loose Fit Shirt Multipack(Black, Black, Black, Light Gray, White,Large)", "asin": "B0DRNW5TNP", "price": "$55.99", "quantity": ""}, {"title": "Riyiper 3 Pack Men's Big and Tall T Shirts Waffle Casual Summer Crewneck Short Sleeve Tops Basic Knit Tee(White, Light Grey, Black,XX-Large)", "asin": "B0DS3Z4VP7", "price": "$36.99", "quantity": ""}, {"title": "H2H Men Priceless Super Soft to The Touch Cotton Blended Crew Neck T-Shirt Black Darkblue Gray US Medium (Pack of 3 CMTTS0198)", "asin": "B0DRN78N7Z", "price": "$41.99", "quantity": ""}, {"title": "Ficerd 6 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Summer Crew Neck Oversize Top Loose Fit Shirt Multipack(Black, Black, Dark Gray, Light Gray, White, White,Medium)", "asin": "B0DRPDQ1D2", "price": "$62.99", "quantity": ""}, {"title": "Evervibe 4 Pack Men's Big & Tall Short Sleeve Tees, Crew Neck Cotton Blend T-Shirts Moisture Wicking Stretch Casual Gym Wear(Sand, White, Baihui Nan, Black,4X-Large)", "asin": "B0DS68KX2C", "price": "$46.99", "quantity": ""}, {"title": "Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt", "asin": "B0BWDM94XN", "price": "$44.98", "quantity": ""}, {"title": "PINSPARK Mens 2 Pack UPF50+ Sun Protection Swim Surf Short Sleeve Athletic Shirts Rash Guard Quick Dry Performance Shirts", "asin": "B0DQ829C5N", "price": "$19.95", "quantity": ""}, {"title": "CF Men's Undershirts Bamboo Rayon Moisture Wicking T-Shirts Crewneck Soft Tees for Men Classic Slim Fit T-Shirt 3 or 5 Pack(3E,S)", "asin": "B0DFGTBLPC", "price": "$37.99", "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": "2025-04-10T18:05:37.444Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-10T18:05:37.444Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-10T18:05:37.444Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>", "index": 2589, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-07T00:42:23.928Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"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\": \"$206.62\", \"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\": \"$69.99\", \"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\": \"$20.69\", \"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\": \"$7.79\", \"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\"product_details\": [{\"title\": \"Men's T Shirts - Short Sleeves Crew Neck Ultra Soft 100% Combed Cotton T Shirts for Men Summer Basic Tops (3 Pack)\"},\n{\"bullet_list\": \"PREMIUM 100% COMBED COTTON \\u2013 USQUARED t-shirts for men Crafted from high-quality combed cotton, these mens tshirts are ultra-soft, breathable, and durable. The natural cotton fibers provide superior comfort, moisture-wicking properties, and long-lasting color retention. CLASSIC & VERSATILE \\u2013 USQUARED men shirts has short sleeves, a solid color, and neat stitching. Simple, stylish, and perfect for any occasion. EASY TO STYLE \\u2013 Wear it alone or layer it up! This Usquared men's basic T-shirt pairs easily with jeans, chinos, or shorts for a casual look. Dress it up with a jacket or keep it relaxed with joggers. Pack of 3 \\u2013 Classic Colors for Every Style Upgrade your wardrobe with our premium-quality undershirts for men pack, offering three versatile and stylish T-shirts in multiple color options to match your look: \\u2714 Black (3-Pack) \\u2013 A timeless wardrobe essential \\u2714 Navy (3-Pack) \\u2013 A sophisticated deep blue for a modern touch \\u2714 White (3-Pack) \\u2013 A clean, fresh look that pairs with everything \\u2714 Mixed Pack (Black/Navy/White) \\u2013 One of each for ultimate versatility EASY CARE & PERFECT FIT \\u2013 True-to-size US fit. Machine washable and durable with no special care needed. Check our size chart for the best fit before ordering.\"},\n{\"asin\": \"B0DV5B8XBL\"}],\n\"product_options\": [{\"Size\": \"Select Size\"},\n{\"Color\": \"Pack of 3 White\"}],\n\"promotion_items\": [{\"title\": \"COOFANDY Men's T Shirts Short Sleeve Soft Crew Neck Tee Shirts 2-3 Pack Casual Summer Basic Tops\", \"asin\": \"B0DQNK5Q85\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Crew Neck Basic Casual Top Loose Fit Summer T Shirts(Black, White, Khaki,XL)\", \"asin\": \"B0DNFLX4Z7\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Navy Blue, Light Gray,3X-Large)\", \"asin\": \"B0DQLFLRSK\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Big and Tall Shirts Cotton Short Sleeve Plus Size Tee Loose Fit Casual T Shirts Basic Oversized Tops(Black, Mocha, Beige,4X-Large)\", \"asin\": \"B0DZBB2B54\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Evervibe 4 Pack Men's Big & Tall Short Sleeve Tees, Crew Neck Cotton Blend T-Shirts Moisture Wicking Stretch Casual Gym Wear(Sand, White, Baihui Nan, Black,4X-Large)\", \"asin\": \"B0DS68KX2C\", \"price\": \"$46.99\", \"quantity\": \"\"},\n{\"title\": \"USQUARED Men's Crew Neck Tee 100% Combed Lightweight Cotton T-Shirts (US, Alpha, XX-Large, Regular, Regular, Pack of 3 Assorted)\", \"asin\": \"B0DV59459L\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 5 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Summer Crew Neck Oversize Top Loose Fit Shirt Multipack(Black, Black, Black, Light Gray, White,Large)\", \"asin\": \"B0DRNW5TNP\", \"price\": \"$55.99\", \"quantity\": \"\"},\n{\"title\": \"Riyiper 3 Pack Men's Big and Tall T Shirts Waffle Casual Summer Crewneck Short Sleeve Tops Basic Knit Tee(White, Light Grey, Black,XX-Large)\", \"asin\": \"B0DS3Z4VP7\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"H2H Men Priceless Super Soft to The Touch Cotton Blended Crew Neck T-Shirt Black Darkblue Gray US Medium (Pack of 3 CMTTS0198)\", \"asin\": \"B0DRN78N7Z\", \"price\": \"$41.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 6 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Summer Crew Neck Oversize Top Loose Fit Shirt Multipack(Black, Black, Dark Gray, Light Gray, White, White,Medium)\", \"asin\": \"B0DRPDQ1D2\", \"price\": \"$62.99\", \"quantity\": \"\"},\n{\"title\": \"Evervibe 4 Pack Men's Big & Tall Short Sleeve Tees, Crew Neck Cotton Blend T-Shirts Moisture Wicking Stretch Casual Gym Wear(Sand, White, Baihui Nan, Black,4X-Large)\", \"asin\": \"B0DS68KX2C\", \"price\": \"$46.99\", \"quantity\": \"\"},\n{\"title\": \"Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt\", \"asin\": \"B0BWDM94XN\", \"price\": \"$44.98\", \"quantity\": \"\"},\n{\"title\": \"PINSPARK Mens 2 Pack UPF50+ Sun Protection Swim Surf Short Sleeve Athletic Shirts Rash Guard Quick Dry Performance Shirts\", \"asin\": \"B0DQ829C5N\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"CF Men's Undershirts Bamboo Rayon Moisture Wicking T-Shirts Crewneck Soft Tees for Men Classic Slim Fit T-Shirt 3 or 5 Pack(3E,S)\", \"asin\": \"B0DFGTBLPC\", \"price\": \"$37.99\", \"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\": \"2025-04-10T18:05:37.444Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-07T00:42:23.928Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"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\": \"$206.62\", \"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\": \"$69.99\", \"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\": \"$20.69\", \"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\": \"$7.79\", \"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\"product_details\": [{\"title\": \"Men\\u2019s Loose Fit Cotton T-Shirts (3-Pack) \\u2013 Soft, Breathable, Mens Oversized T Shirt for Gym & Daily Workout.\"},\n{\"price\": \"$69.99\"},\n{\"bullet_list\": \"\\u2714 Loose Fit for Maximum Comfort \\u2013 Oversized tshirts for men Designed for relaxed, easy movement, these loose-fit t-shirts provide a breathable and non-restrictive feel, perfect for daily wear, workouts, or lounging. \\u2714 Soft & Durable Cotton Fabric \\u2013 Made from premium 100% BCI Combed cotton, these gym oversized shirts men offer all-day comfort, superior breathability, and durability, keeping you cool and fresh. \\u2714 No Shrink, No Fade \\u2013 Pre-shrunk and fade-resistant, ensuring these Premium boxy tees for men maintain their size, shape, and color even after multiple washes. \\u2714 Versatile 3-Pack Value \\u2013 Get more for less with this pack of 3 essential heavy weight tshirts for men, ideal for layering, casual wear, or gym sessions. Available in classic colors to match any wardrobe. \\u2714 Easy Care & Long-Lasting \\u2013 Machine washable and wrinkle-resistant, these t-shirts are built to last, requiring minimal maintenance while keeping you looking sharp.\"},\n{\"asin\": \"B0DVSTLPTP\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Large\"},\n{\"Color\": \"White Pack of 3\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"$25.00\", \"quantity\": \"\"},\n{\"title\": \"USQUARED Men's Crew Neck Tee 100% Combed Lightweight Cotton T-Shirts (US, Alpha, Medium, Regular, Regular, Pack of 3 Assorted)\", \"asin\": \"B0DV58CYZB\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"DMOYALA Men Vintage Graphic Tees Washed Oversized Skull 3D Printed T-Shirts Casual Streetwear Shirt Summer Tops Grey/Vintage Printed L\", \"asin\": \"B0DZT8WR85\", \"price\": \"$28.99\", \"quantity\": \"\"},\n{\"title\": \"MIDMX 3PCS Vintage Heavyweight Cotton T Shirts for Men Oversized T Shirts for Women Unisex Short Sleeves Street Casual Loose Acid Washed Tee\", \"asin\": \"B0DRG4BG72\", \"price\": \"$30.99\", \"quantity\": \"\"},\n{\"title\": \"Rhone Men's Origin Performance Tee - Ultrasoft Cotton Blend Fabric, Lightweight, Moisture-Wicking, Anti-Odor T-Shirt (White, Large)\", \"asin\": \"B0DQVT1XHK\", \"price\": \"$48.00\", \"quantity\": \"\"},\n{\"title\": \"INTO THE AM Premium Men's Fitted Crew Neck Plain Essential Tees - Modern Fit Fresh Classic Short Sleeve T-Shirts for Men (White, XX-Large)\", \"asin\": \"B08XTNY4PL\", \"price\": \"$25.95\", \"quantity\": \"\"},\n{\"title\": \"DAVID ARCHY Men's Heavyweight T-Shirt Cotton Sorona Casual Plain Shirts Curved Hem Tees Crewneck for Men 2-Pack(L, Ivory White)\", \"asin\": \"B0D7HJ8R74\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (4 Pack, Favorites, Large)\", \"asin\": \"B07NHW8Z3N\", \"price\": \"$44.99\", \"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\": \"2025-04-10T18:05:51.112Z\", // 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
2025-04-10T18:05:51.112Z
click
product_option
rule
train
2,590
2025-04-10T18:05:51.112Z
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": "2025-04-07T00:42:23.928Z", "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"} {"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"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} {"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"} {"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"} {"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"} {"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"} {"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"} {"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"} {"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:15:46.772Z", "action": "click_product", "action_argument": "B0043JTA7S"} {"timestamp": "2025-04-08T00:16:08.041Z", "action": "click_product", "action_argument": "B0777LRN9F"} {"timestamp": "2025-04-08T00:18:56.688Z", "action": "click_product", "action_argument": "B087MC1HW6"} {"timestamp": "2025-04-08T01:08:41.680Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray \u7f16\u7ec7"} {"timestamp": "2025-04-08T01:08:41.865Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:48.494Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray nylon"} {"timestamp": "2025-04-08T01:11:48.790Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:55.067Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:11:59.077Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-08T01:12:05.683Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:12:14.918Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:12.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:22.813Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:28.877Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:14:53.912Z", "action": "purchase", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T01:15:56.058Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:16:05.480Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:18:50.961Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:19:15.369Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:37.300Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:40.777Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:20:10.780Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:31:25.004Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:25.253Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:31.755Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 \u94f6"} {"timestamp": "2025-04-08T01:31:32.024Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:38.260Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 silver"} {"timestamp": "2025-04-08T01:31:38.516Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:42.383Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:43.603Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:43.858Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:12:01.493Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:12:24.164Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:12:35.377Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:37.752Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:39.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:40.989Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:42.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:44.115Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:45.754Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:57.777Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:20:17.611Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-08T02:20:17.649Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-08T02:24:25.794Z", "action": "click_product", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T02:24:27.519Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:25:15.270Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:26:57.406Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T02:27:00.610Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T02:27:37.905Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-08T02:27:52.506Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver light gray nylon"} {"timestamp": "2025-04-08T02:27:52.784Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:54.455Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:54.626Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:56.191Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:59.523Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 light gray nylon"} {"timestamp": "2025-04-08T02:27:59.802Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:28:19.403Z", "action": "click_product", "action_argument": "B095K39ZYQ"} {"timestamp": "2025-04-08T02:28:43.766Z", "action": "click_product", "action_argument": "B08ZSHTCTJ"} {"timestamp": "2025-04-08T02:28:52.692Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:28:58.483Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:29:03.504Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:30:15.209Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:30:41.679Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:30:49.458Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:30:50.246Z", "action": "click", "action_argument": "product_option"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-10T18:04:39.512Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-10T18:05:22.346Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T18:05:25.355Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T18:05:37.444Z", "action": "click", "action_argument": "other"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}], "cart_items": [{"title": "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": "$206.62", "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": "$69.99", "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": "$20.69", "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": "$7.79", "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"}], "product_details": [{"title": "Men\u2019s Loose Fit Cotton T-Shirts (3-Pack) \u2013 Soft, Breathable, Mens Oversized T Shirt for Gym & Daily Workout."}, {"price": "$69.99"}, {"bullet_list": "\u2714 Loose Fit for Maximum Comfort \u2013 Oversized tshirts for men Designed for relaxed, easy movement, these loose-fit t-shirts provide a breathable and non-restrictive feel, perfect for daily wear, workouts, or lounging. \u2714 Soft & Durable Cotton Fabric \u2013 Made from premium 100% BCI Combed cotton, these gym oversized shirts men offer all-day comfort, superior breathability, and durability, keeping you cool and fresh. \u2714 No Shrink, No Fade \u2013 Pre-shrunk and fade-resistant, ensuring these Premium boxy tees for men maintain their size, shape, and color even after multiple washes. \u2714 Versatile 3-Pack Value \u2013 Get more for less with this pack of 3 essential heavy weight tshirts for men, ideal for layering, casual wear, or gym sessions. Available in classic colors to match any wardrobe. \u2714 Easy Care & Long-Lasting \u2013 Machine washable and wrinkle-resistant, these t-shirts are built to last, requiring minimal maintenance while keeping you looking sharp."}, {"asin": "B0DVSTLPTP"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "Large"}, {"Color": "White Pack of 3"}], "promotion_items": [{"title": "", "asin": "", "price": "$25.00", "quantity": ""}, {"title": "USQUARED Men's Crew Neck Tee 100% Combed Lightweight Cotton T-Shirts (US, Alpha, Medium, Regular, Regular, Pack of 3 Assorted)", "asin": "B0DV58CYZB", "price": "$34.99", "quantity": ""}, {"title": "DMOYALA Men Vintage Graphic Tees Washed Oversized Skull 3D Printed T-Shirts Casual Streetwear Shirt Summer Tops Grey/Vintage Printed L", "asin": "B0DZT8WR85", "price": "$28.99", "quantity": ""}, {"title": "MIDMX 3PCS Vintage Heavyweight Cotton T Shirts for Men Oversized T Shirts for Women Unisex Short Sleeves Street Casual Loose Acid Washed Tee", "asin": "B0DRG4BG72", "price": "$30.99", "quantity": ""}, {"title": "Rhone Men's Origin Performance Tee - Ultrasoft Cotton Blend Fabric, Lightweight, Moisture-Wicking, Anti-Odor T-Shirt (White, Large)", "asin": "B0DQVT1XHK", "price": "$48.00", "quantity": ""}, {"title": "INTO THE AM Premium Men's Fitted Crew Neck Plain Essential Tees - Modern Fit Fresh Classic Short Sleeve T-Shirts for Men (White, XX-Large)", "asin": "B08XTNY4PL", "price": "$25.95", "quantity": ""}, {"title": "DAVID ARCHY Men's Heavyweight T-Shirt Cotton Sorona Casual Plain Shirts Curved Hem Tees Crewneck for Men 2-Pack(L, Ivory White)", "asin": "B0D7HJ8R74", "price": "$39.99", "quantity": ""}, {"title": "Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (4 Pack, Favorites, Large)", "asin": "B07NHW8Z3N", "price": "$44.99", "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": "2025-04-10T18:05:51.112Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-10T18:05:51.112Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-10T18:05:51.112Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>", "index": 2590, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-07T00:42:23.928Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"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\": \"$206.62\", \"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\": \"$69.99\", \"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\": \"$20.69\", \"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\": \"$7.79\", \"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\"product_details\": [{\"title\": \"Men\\u2019s Loose Fit Cotton T-Shirts (3-Pack) \\u2013 Soft, Breathable, Mens Oversized T Shirt for Gym & Daily Workout.\"},\n{\"price\": \"$69.99\"},\n{\"bullet_list\": \"\\u2714 Loose Fit for Maximum Comfort \\u2013 Oversized tshirts for men Designed for relaxed, easy movement, these loose-fit t-shirts provide a breathable and non-restrictive feel, perfect for daily wear, workouts, or lounging. \\u2714 Soft & Durable Cotton Fabric \\u2013 Made from premium 100% BCI Combed cotton, these gym oversized shirts men offer all-day comfort, superior breathability, and durability, keeping you cool and fresh. \\u2714 No Shrink, No Fade \\u2013 Pre-shrunk and fade-resistant, ensuring these Premium boxy tees for men maintain their size, shape, and color even after multiple washes. \\u2714 Versatile 3-Pack Value \\u2013 Get more for less with this pack of 3 essential heavy weight tshirts for men, ideal for layering, casual wear, or gym sessions. Available in classic colors to match any wardrobe. \\u2714 Easy Care & Long-Lasting \\u2013 Machine washable and wrinkle-resistant, these t-shirts are built to last, requiring minimal maintenance while keeping you looking sharp.\"},\n{\"asin\": \"B0DVSTLPTP\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Large\"},\n{\"Color\": \"White Pack of 3\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"$25.00\", \"quantity\": \"\"},\n{\"title\": \"USQUARED Men's Crew Neck Tee 100% Combed Lightweight Cotton T-Shirts (US, Alpha, Medium, Regular, Regular, Pack of 3 Assorted)\", \"asin\": \"B0DV58CYZB\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"DMOYALA Men Vintage Graphic Tees Washed Oversized Skull 3D Printed T-Shirts Casual Streetwear Shirt Summer Tops Grey/Vintage Printed L\", \"asin\": \"B0DZT8WR85\", \"price\": \"$28.99\", \"quantity\": \"\"},\n{\"title\": \"MIDMX 3PCS Vintage Heavyweight Cotton T Shirts for Men Oversized T Shirts for Women Unisex Short Sleeves Street Casual Loose Acid Washed Tee\", \"asin\": \"B0DRG4BG72\", \"price\": \"$30.99\", \"quantity\": \"\"},\n{\"title\": \"Rhone Men's Origin Performance Tee - Ultrasoft Cotton Blend Fabric, Lightweight, Moisture-Wicking, Anti-Odor T-Shirt (White, Large)\", \"asin\": \"B0DQVT1XHK\", \"price\": \"$48.00\", \"quantity\": \"\"},\n{\"title\": \"INTO THE AM Premium Men's Fitted Crew Neck Plain Essential Tees - Modern Fit Fresh Classic Short Sleeve T-Shirts for Men (White, XX-Large)\", \"asin\": \"B08XTNY4PL\", \"price\": \"$25.95\", \"quantity\": \"\"},\n{\"title\": \"DAVID ARCHY Men's Heavyweight T-Shirt Cotton Sorona Casual Plain Shirts Curved Hem Tees Crewneck for Men 2-Pack(L, Ivory White)\", \"asin\": \"B0D7HJ8R74\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (4 Pack, Favorites, Large)\", \"asin\": \"B07NHW8Z3N\", \"price\": \"$44.99\", \"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\": \"2025-04-10T18:05:51.112Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-07T00:42:23.928Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"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\": \"$206.62\", \"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\": \"$69.99\", \"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\": \"$20.69\", \"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\": \"$7.79\", \"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\"product_details\": [{\"title\": \"Men\\u2019s Loose Fit Cotton T-Shirts (3-Pack) \\u2013 Soft, Breathable, Mens Oversized T Shirt for Gym & Daily Workout.\"},\n{\"price\": \"$29.99\"},\n{\"bullet_list\": \"\\u2714 Loose Fit for Maximum Comfort \\u2013 Oversized tshirts for men Designed for relaxed, easy movement, these loose-fit t-shirts provide a breathable and non-restrictive feel, perfect for daily wear, workouts, or lounging. \\u2714 Soft & Durable Cotton Fabric \\u2013 Made from premium 100% BCI Combed cotton, these gym oversized shirts men offer all-day comfort, superior breathability, and durability, keeping you cool and fresh. \\u2714 No Shrink, No Fade \\u2013 Pre-shrunk and fade-resistant, ensuring these Premium boxy tees for men maintain their size, shape, and color even after multiple washes. \\u2714 Versatile 3-Pack Value \\u2013 Get more for less with this pack of 3 essential heavy weight tshirts for men, ideal for layering, casual wear, or gym sessions. Available in classic colors to match any wardrobe. \\u2714 Easy Care & Long-Lasting \\u2013 Machine washable and wrinkle-resistant, these t-shirts are built to last, requiring minimal maintenance while keeping you looking sharp.\"},\n{\"asin\": \"B0DVSWWNXP\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Large\"},\n{\"Color\": \"White Pack of 3\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"$25.00\", \"quantity\": \"\"},\n{\"title\": \"Evervibe 4 Pack Men's Big & Tall Short Sleeve Tees, Crew Neck Cotton Blend T-Shirts Moisture Wicking Stretch Casual Gym Wear(Sand, White, Baihui Nan, Black,4X-Large)\", \"asin\": \"B0DS68KX2C\", \"price\": \"$46.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Army Green, Dark Gray,Medium)\", \"asin\": \"B0DQLCPG4X\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"Evervibe 10 Pack Men's Big and Tall Shirt Short Sleeve Cotton Tee Loose Fit Top(Haze Blue, Blue, Pink, Green, Cream, White, Light Gray, Medium Gray, Dark Gray, Black,XX-Large)\", \"asin\": \"B0DRV6FLSZ\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 5 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Summer Crew Neck Oversize Top Loose Fit Shirt Multipack(Black, Black, Black, Light Gray, White,Large)\", \"asin\": \"B0DRNW5TNP\", \"price\": \"$55.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Crew Neck Basic Casual Top Loose Fit Summer T Shirts(Black, White, Khaki,XL)\", \"asin\": \"B0DNFLX4Z7\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Big and Tall Shirts Cotton Short Sleeve Plus Size Tee Loose Fit Casual T Shirts Basic Oversized Tops(Black, Mocha, Beige,4X-Large)\", \"asin\": \"B0DZBB2B54\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"JEMLDL Men's Casual Shirts Crew Neck T-Shirts Cotton Lightweigt Sweat Pullover Tops US 43 L White\", \"asin\": \"B0DSHQP37R\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 5 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Summer Crew Neck Oversize Top Loose Fit Shirt Multipack(Black, Black, Black, Light Gray, White,5X-Large)\", \"asin\": \"B0DRNWXRT1\", \"price\": \"$55.99\", \"quantity\": \"\"},\n{\"title\": \"Riyiper 3 Pack Men's Big and Tall T Shirts Waffle Casual Summer Crewneck Short Sleeve Tops Basic Knit Tee(White, Light Grey, Black,XX-Large)\", \"asin\": \"B0DS3Z4VP7\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"EDUARDO Men's Anyone-Over fit Multipack 3 Pcs Short-Sleeved T-Shirt (US, Alpha, Small, Regular, Regular, White)\", \"asin\": \"B0CLXNWSR7\", \"price\": \"$35.88\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 6 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Summer Crew Neck Oversize Top Loose Fit Shirt Multipack(Blue, Pink, Green, White, Light Gray, Dark Gray,Medium)\", \"asin\": \"B0DRPG77LP\", \"price\": \"$62.99\", \"quantity\": \"\"},\n{\"title\": \"H2H Mens Everyday Stlye Outfit Round Neck Basic T-Shirt White White White US XX-Large (Pack of 3 CMTTS0198)\", \"asin\": \"B0DRN7TSKQ\", \"price\": \"$41.99\", \"quantity\": \"\"},\n{\"title\": \"Evervibe 3 Pack Men's Big and Tall T-Shirts, Crew Neck Cotton Short Sleeve Tees Summer Side Slits Shirts Casual Basic Tops(Black, White, Khaki,XX-Large)\", \"asin\": \"B0DRCC9DJV\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd Men's Big and Tall Shirt Short Sleeve Summer Cotton Tee Crew Neck Oversize Top Casual Loose Fit Knitted T Shirt M-7XL(White,X-Large)\", \"asin\": \"B0DR2P6S2V\", \"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\": \"2025-04-10T18:06:02.544Z\", // 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
2025-04-10T18:06:02.544Z
click
nav_bar
rule
train
2,591
2025-04-10T18:06:02.544Z
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": "2025-04-07T00:42:23.928Z", "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"} {"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"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} {"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"} {"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"} {"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"} {"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"} {"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"} {"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"} {"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:15:46.772Z", "action": "click_product", "action_argument": "B0043JTA7S"} {"timestamp": "2025-04-08T00:16:08.041Z", "action": "click_product", "action_argument": "B0777LRN9F"} {"timestamp": "2025-04-08T00:18:56.688Z", "action": "click_product", "action_argument": "B087MC1HW6"} {"timestamp": "2025-04-08T01:08:41.680Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray \u7f16\u7ec7"} {"timestamp": "2025-04-08T01:08:41.865Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:48.494Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray nylon"} {"timestamp": "2025-04-08T01:11:48.790Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:55.067Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:11:59.077Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-08T01:12:05.683Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:12:14.918Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:12.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:22.813Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:28.877Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:14:53.912Z", "action": "purchase", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T01:15:56.058Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:16:05.480Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:18:50.961Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:19:15.369Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:37.300Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:40.777Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:20:10.780Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:31:25.004Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:25.253Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:31.755Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 \u94f6"} {"timestamp": "2025-04-08T01:31:32.024Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:38.260Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 silver"} {"timestamp": "2025-04-08T01:31:38.516Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:42.383Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:43.603Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:43.858Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:12:01.493Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:12:24.164Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:12:35.377Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:37.752Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:39.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:40.989Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:42.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:44.115Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:45.754Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:57.777Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:20:17.611Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-08T02:20:17.649Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-08T02:24:25.794Z", "action": "click_product", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T02:24:27.519Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:25:15.270Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:26:57.406Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T02:27:00.610Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T02:27:37.905Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-08T02:27:52.506Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver light gray nylon"} {"timestamp": "2025-04-08T02:27:52.784Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:54.455Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:54.626Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:56.191Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:59.523Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 light gray nylon"} {"timestamp": "2025-04-08T02:27:59.802Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:28:19.403Z", "action": "click_product", "action_argument": "B095K39ZYQ"} {"timestamp": "2025-04-08T02:28:43.766Z", "action": "click_product", "action_argument": "B08ZSHTCTJ"} {"timestamp": "2025-04-08T02:28:52.692Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:28:58.483Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:29:03.504Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:30:15.209Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:30:41.679Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:30:49.458Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:30:50.246Z", "action": "click", "action_argument": "product_option"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-10T18:04:39.512Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-10T18:05:22.346Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T18:05:25.355Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T18:05:37.444Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-10T18:05:51.112Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}], "cart_items": [{"title": "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": "$206.62", "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": "$69.99", "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": "$20.69", "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": "$7.79", "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"}], "product_details": [{"title": "Men\u2019s Loose Fit Cotton T-Shirts (3-Pack) \u2013 Soft, Breathable, Mens Oversized T Shirt for Gym & Daily Workout."}, {"price": "$29.99"}, {"bullet_list": "\u2714 Loose Fit for Maximum Comfort \u2013 Oversized tshirts for men Designed for relaxed, easy movement, these loose-fit t-shirts provide a breathable and non-restrictive feel, perfect for daily wear, workouts, or lounging. \u2714 Soft & Durable Cotton Fabric \u2013 Made from premium 100% BCI Combed cotton, these gym oversized shirts men offer all-day comfort, superior breathability, and durability, keeping you cool and fresh. \u2714 No Shrink, No Fade \u2013 Pre-shrunk and fade-resistant, ensuring these Premium boxy tees for men maintain their size, shape, and color even after multiple washes. \u2714 Versatile 3-Pack Value \u2013 Get more for less with this pack of 3 essential heavy weight tshirts for men, ideal for layering, casual wear, or gym sessions. Available in classic colors to match any wardrobe. \u2714 Easy Care & Long-Lasting \u2013 Machine washable and wrinkle-resistant, these t-shirts are built to last, requiring minimal maintenance while keeping you looking sharp."}, {"asin": "B0DVSWWNXP"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "Large"}, {"Color": "White Pack of 3"}], "promotion_items": [{"title": "", "asin": "", "price": "$25.00", "quantity": ""}, {"title": "Evervibe 4 Pack Men's Big & Tall Short Sleeve Tees, Crew Neck Cotton Blend T-Shirts Moisture Wicking Stretch Casual Gym Wear(Sand, White, Baihui Nan, Black,4X-Large)", "asin": "B0DS68KX2C", "price": "$46.99", "quantity": ""}, {"title": "Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Army Green, Dark Gray,Medium)", "asin": "B0DQLCPG4X", "price": "$45.99", "quantity": ""}, {"title": "Evervibe 10 Pack Men's Big and Tall Shirt Short Sleeve Cotton Tee Loose Fit Top(Haze Blue, Blue, Pink, Green, Cream, White, Light Gray, Medium Gray, Dark Gray, Black,XX-Large)", "asin": "B0DRV6FLSZ", "price": "$99.99", "quantity": ""}, {"title": "Ficerd 5 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Summer Crew Neck Oversize Top Loose Fit Shirt Multipack(Black, Black, Black, Light Gray, White,Large)", "asin": "B0DRNW5TNP", "price": "$55.99", "quantity": ""}, {"title": "Ficerd 3 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Crew Neck Basic Casual Top Loose Fit Summer T Shirts(Black, White, Khaki,XL)", "asin": "B0DNFLX4Z7", "price": "$36.99", "quantity": ""}, {"title": "Ficerd 3 Pack Men's Big and Tall Shirts Cotton Short Sleeve Plus Size Tee Loose Fit Casual T Shirts Basic Oversized Tops(Black, Mocha, Beige,4X-Large)", "asin": "B0DZBB2B54", "price": "$36.99", "quantity": ""}, {"title": "JEMLDL Men's Casual Shirts Crew Neck T-Shirts Cotton Lightweigt Sweat Pullover Tops US 43 L White", "asin": "B0DSHQP37R", "price": "$19.99", "quantity": ""}, {"title": "Ficerd 5 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Summer Crew Neck Oversize Top Loose Fit Shirt Multipack(Black, Black, Black, Light Gray, White,5X-Large)", "asin": "B0DRNWXRT1", "price": "$55.99", "quantity": ""}, {"title": "Riyiper 3 Pack Men's Big and Tall T Shirts Waffle Casual Summer Crewneck Short Sleeve Tops Basic Knit Tee(White, Light Grey, Black,XX-Large)", "asin": "B0DS3Z4VP7", "price": "$36.99", "quantity": ""}, {"title": "EDUARDO Men's Anyone-Over fit Multipack 3 Pcs Short-Sleeved T-Shirt (US, Alpha, Small, Regular, Regular, White)", "asin": "B0CLXNWSR7", "price": "$35.88", "quantity": ""}, {"title": "Ficerd 6 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Summer Crew Neck Oversize Top Loose Fit Shirt Multipack(Blue, Pink, Green, White, Light Gray, Dark Gray,Medium)", "asin": "B0DRPG77LP", "price": "$62.99", "quantity": ""}, {"title": "H2H Mens Everyday Stlye Outfit Round Neck Basic T-Shirt White White White US XX-Large (Pack of 3 CMTTS0198)", "asin": "B0DRN7TSKQ", "price": "$41.99", "quantity": ""}, {"title": "Evervibe 3 Pack Men's Big and Tall T-Shirts, Crew Neck Cotton Short Sleeve Tees Summer Side Slits Shirts Casual Basic Tops(Black, White, Khaki,XX-Large)", "asin": "B0DRCC9DJV", "price": "$37.99", "quantity": ""}, {"title": "Ficerd Men's Big and Tall Shirt Short Sleeve Summer Cotton Tee Crew Neck Oversize Top Casual Loose Fit Knitted T Shirt M-7XL(White,X-Large)", "asin": "B0DR2P6S2V", "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": "2025-04-10T18:06:02.544Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-10T18:06:02.544Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-10T18:06:02.544Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>", "index": 2591, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-07T00:42:23.928Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"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\": \"$206.62\", \"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\": \"$69.99\", \"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\": \"$20.69\", \"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\": \"$7.79\", \"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\"product_details\": [{\"title\": \"Men\\u2019s Loose Fit Cotton T-Shirts (3-Pack) \\u2013 Soft, Breathable, Mens Oversized T Shirt for Gym & Daily Workout.\"},\n{\"price\": \"$29.99\"},\n{\"bullet_list\": \"\\u2714 Loose Fit for Maximum Comfort \\u2013 Oversized tshirts for men Designed for relaxed, easy movement, these loose-fit t-shirts provide a breathable and non-restrictive feel, perfect for daily wear, workouts, or lounging. \\u2714 Soft & Durable Cotton Fabric \\u2013 Made from premium 100% BCI Combed cotton, these gym oversized shirts men offer all-day comfort, superior breathability, and durability, keeping you cool and fresh. \\u2714 No Shrink, No Fade \\u2013 Pre-shrunk and fade-resistant, ensuring these Premium boxy tees for men maintain their size, shape, and color even after multiple washes. \\u2714 Versatile 3-Pack Value \\u2013 Get more for less with this pack of 3 essential heavy weight tshirts for men, ideal for layering, casual wear, or gym sessions. Available in classic colors to match any wardrobe. \\u2714 Easy Care & Long-Lasting \\u2013 Machine washable and wrinkle-resistant, these t-shirts are built to last, requiring minimal maintenance while keeping you looking sharp.\"},\n{\"asin\": \"B0DVSWWNXP\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Large\"},\n{\"Color\": \"White Pack of 3\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"$25.00\", \"quantity\": \"\"},\n{\"title\": \"Evervibe 4 Pack Men's Big & Tall Short Sleeve Tees, Crew Neck Cotton Blend T-Shirts Moisture Wicking Stretch Casual Gym Wear(Sand, White, Baihui Nan, Black,4X-Large)\", \"asin\": \"B0DS68KX2C\", \"price\": \"$46.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Army Green, Dark Gray,Medium)\", \"asin\": \"B0DQLCPG4X\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"Evervibe 10 Pack Men's Big and Tall Shirt Short Sleeve Cotton Tee Loose Fit Top(Haze Blue, Blue, Pink, Green, Cream, White, Light Gray, Medium Gray, Dark Gray, Black,XX-Large)\", \"asin\": \"B0DRV6FLSZ\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 5 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Summer Crew Neck Oversize Top Loose Fit Shirt Multipack(Black, Black, Black, Light Gray, White,Large)\", \"asin\": \"B0DRNW5TNP\", \"price\": \"$55.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Crew Neck Basic Casual Top Loose Fit Summer T Shirts(Black, White, Khaki,XL)\", \"asin\": \"B0DNFLX4Z7\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Big and Tall Shirts Cotton Short Sleeve Plus Size Tee Loose Fit Casual T Shirts Basic Oversized Tops(Black, Mocha, Beige,4X-Large)\", \"asin\": \"B0DZBB2B54\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"JEMLDL Men's Casual Shirts Crew Neck T-Shirts Cotton Lightweigt Sweat Pullover Tops US 43 L White\", \"asin\": \"B0DSHQP37R\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 5 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Summer Crew Neck Oversize Top Loose Fit Shirt Multipack(Black, Black, Black, Light Gray, White,5X-Large)\", \"asin\": \"B0DRNWXRT1\", \"price\": \"$55.99\", \"quantity\": \"\"},\n{\"title\": \"Riyiper 3 Pack Men's Big and Tall T Shirts Waffle Casual Summer Crewneck Short Sleeve Tops Basic Knit Tee(White, Light Grey, Black,XX-Large)\", \"asin\": \"B0DS3Z4VP7\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"EDUARDO Men's Anyone-Over fit Multipack 3 Pcs Short-Sleeved T-Shirt (US, Alpha, Small, Regular, Regular, White)\", \"asin\": \"B0CLXNWSR7\", \"price\": \"$35.88\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 6 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Summer Crew Neck Oversize Top Loose Fit Shirt Multipack(Blue, Pink, Green, White, Light Gray, Dark Gray,Medium)\", \"asin\": \"B0DRPG77LP\", \"price\": \"$62.99\", \"quantity\": \"\"},\n{\"title\": \"H2H Mens Everyday Stlye Outfit Round Neck Basic T-Shirt White White White US XX-Large (Pack of 3 CMTTS0198)\", \"asin\": \"B0DRN7TSKQ\", \"price\": \"$41.99\", \"quantity\": \"\"},\n{\"title\": \"Evervibe 3 Pack Men's Big and Tall T-Shirts, Crew Neck Cotton Short Sleeve Tees Summer Side Slits Shirts Casual Basic Tops(Black, White, Khaki,XX-Large)\", \"asin\": \"B0DRCC9DJV\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd Men's Big and Tall Shirt Short Sleeve Summer Cotton Tee Crew Neck Oversize Top Casual Loose Fit Knitted T Shirt M-7XL(White,X-Large)\", \"asin\": \"B0DR2P6S2V\", \"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\": \"2025-04-10T18:06:02.544Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-07T00:42:23.928Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"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\"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\": \"$206.62\", \"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\": \"$69.99\", \"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\": \"$20.69\", \"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\": \"$7.79\", \"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\"product_details\": [{\"title\": \"Men\\u2019s Loose Fit Cotton T-Shirts (3-Pack) \\u2013 Soft, Breathable, Mens Oversized T Shirt for Gym & Daily Workout.\"},\n{\"price\": \"$29.99\"},\n{\"bullet_list\": \"\\u2714 Loose Fit for Maximum Comfort \\u2013 Oversized tshirts for men Designed for relaxed, easy movement, these loose-fit t-shirts provide a breathable and non-restrictive feel, perfect for daily wear, workouts, or lounging. \\u2714 Soft & Durable Cotton Fabric \\u2013 Made from premium 100% BCI Combed cotton, these gym oversized shirts men offer all-day comfort, superior breathability, and durability, keeping you cool and fresh. \\u2714 No Shrink, No Fade \\u2013 Pre-shrunk and fade-resistant, ensuring these Premium boxy tees for men maintain their size, shape, and color even after multiple washes. \\u2714 Versatile 3-Pack Value \\u2013 Get more for less with this pack of 3 essential heavy weight tshirts for men, ideal for layering, casual wear, or gym sessions. Available in classic colors to match any wardrobe. \\u2714 Easy Care & Long-Lasting \\u2013 Machine washable and wrinkle-resistant, these t-shirts are built to last, requiring minimal maintenance while keeping you looking sharp.\"},\n{\"asin\": \"B0DVSWWNXP\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Large\"},\n{\"Color\": \"White Pack of 3\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"$25.00\", \"quantity\": \"\"},\n{\"title\": \"Evervibe 4 Pack Men's Big & Tall Short Sleeve Tees, Crew Neck Cotton Blend T-Shirts Moisture Wicking Stretch Casual Gym Wear(Sand, White, Baihui Nan, Black,4X-Large)\", \"asin\": \"B0DS68KX2C\", \"price\": \"$46.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Army Green, Dark Gray,Medium)\", \"asin\": \"B0DQLCPG4X\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"Evervibe 10 Pack Men's Big and Tall Shirt Short Sleeve Cotton Tee Loose Fit Top(Haze Blue, Blue, Pink, Green, Cream, White, Light Gray, Medium Gray, Dark Gray, Black,XX-Large)\", \"asin\": \"B0DRV6FLSZ\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 5 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Summer Crew Neck Oversize Top Loose Fit Shirt Multipack(Black, Black, Black, Light Gray, White,Large)\", \"asin\": \"B0DRNW5TNP\", \"price\": \"$55.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Crew Neck Basic Casual Top Loose Fit Summer T Shirts(Black, White, Khaki,XL)\", \"asin\": \"B0DNFLX4Z7\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Big and Tall Shirts Cotton Short Sleeve Plus Size Tee Loose Fit Casual T Shirts Basic Oversized Tops(Black, Mocha, Beige,4X-Large)\", \"asin\": \"B0DZBB2B54\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"JEMLDL Men's Casual Shirts Crew Neck T-Shirts Cotton Lightweigt Sweat Pullover Tops US 43 L White\", \"asin\": \"B0DSHQP37R\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 5 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Summer Crew Neck Oversize Top Loose Fit Shirt Multipack(Black, Black, Black, Light Gray, White,5X-Large)\", \"asin\": \"B0DRNWXRT1\", \"price\": \"$55.99\", \"quantity\": \"\"},\n{\"title\": \"Riyiper 3 Pack Men's Big and Tall T Shirts Waffle Casual Summer Crewneck Short Sleeve Tops Basic Knit Tee(White, Light Grey, Black,XX-Large)\", \"asin\": \"B0DS3Z4VP7\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"EDUARDO Men's Anyone-Over fit Multipack 3 Pcs Short-Sleeved T-Shirt (US, Alpha, Small, Regular, Regular, White)\", \"asin\": \"B0CLXNWSR7\", \"price\": \"$35.88\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 6 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Summer Crew Neck Oversize Top Loose Fit Shirt Multipack(Blue, Pink, Green, White, Light Gray, Dark Gray,Medium)\", \"asin\": \"B0DRPG77LP\", \"price\": \"$62.99\", \"quantity\": \"\"},\n{\"title\": \"H2H Mens Everyday Stlye Outfit Round Neck Basic T-Shirt White White White US XX-Large (Pack of 3 CMTTS0198)\", \"asin\": \"B0DRN7TSKQ\", \"price\": \"$41.99\", \"quantity\": \"\"},\n{\"title\": \"Evervibe 3 Pack Men's Big and Tall T-Shirts, Crew Neck Cotton Short Sleeve Tees Summer Side Slits Shirts Casual Basic Tops(Black, White, Khaki,XX-Large)\", \"asin\": \"B0DRCC9DJV\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd Men's Big and Tall Shirt Short Sleeve Summer Cotton Tee Crew Neck Oversize Top Casual Loose Fit Knitted T Shirt M-7XL(White,X-Large)\", \"asin\": \"B0DR2P6S2V\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY Mens T Shirts Casual Short Sleeve Cotton Tee Shirts Hipster Hip Hop Longline T-Shirt Basic Summer Tops\", \"asin\": \"bf27b96e\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"GRACE KARIN Women's Satin Silk Blouse Lapel V Neck Long Sleeve Casual Work Blouse Shirts Pullover Tops\", \"asin\": \"140fbdd4\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Essentials Women's Slim-Fit Layering Long Sleeve Knit Rib V-Neck (Available in Plus Size), Pack of 2\", \"asin\": \"3e5f6c6f\", \"price\": \"$18.13\", \"quantity\": \"\"},\n{\"title\": \"Dokotoo Long Sleeve Shirts for Women 2024 Fashion Fall Ruffle Bubble Sleeve Casual Loose Tops and Blouses\", \"asin\": \"4047e86e\", \"price\": \"$20.28\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY Men's Casual Shirt Long Sleeve Casual Button Down Shirt for Men Summer Beach Wedding Shirt\", \"asin\": \"773e0f35\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"GRACE KARIN Women's 2025 Long Sleeve Peplum Dressy Shirt Office Bow Tie Work Blouses Tops Smocked Waist\", \"asin\": \"/promo/A1YVRD5G40GMTQ\", \"price\": \"$28.07\", \"quantity\": \"\"},\n{\"title\": \"Dokotoo Womens Fringe Vest 70s Hippie Costume Sleeveless Cowgirl Western Faux Suede Tassel Leather Outerwear\", \"asin\": \"07eb5ccc\", \"price\": \"$31.48\", \"quantity\": \"\"},\n{\"title\": \"True Classic Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men\", \"asin\": \"B0DTL65SYR\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"VEIISAR Men's Heavy Weight Crew Neck T-Shirt Mens Premium Cotton Tee - Pre Shrunk S-3XL\", \"asin\": \"B0CPSXCXY8\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Charles Wilson Men's 5 Pack Crew Neck T-Shirt\", \"asin\": \"B07DM6RKK1\", \"price\": \"$44.95\", \"quantity\": \"\"},\n{\"title\": \"Kingsted T-Shirts for Men Pack - Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee\", \"asin\": \"B0D4YQVQF4\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"EVERYDAY TEES Men's Heavy Cotton Tee (Pack of 12), Assorted Mixed Color Small to 5XL\", \"asin\": \"B0D4W5DXFW\", \"price\": \"$56.00\", \"quantity\": \"\"},\n{\"title\": \"Comfneat Men's 3-Pack Lightweight T-Shirts Cotton Crew Neck Regular Fit Solid Tee\", \"asin\": \"B0CGHTHQFK\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts\", \"asin\": \"B0DQLFJW81\", \"price\": \"$45.99\", \"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\": \"2025-04-10T18:06:42.362Z\", // 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
2025-04-10T18:06:42.362Z
click
page_related
rule
train
2,592
2025-04-10T18:06:42.362Z
click
page_related
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-07T00:42:23.928Z", "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"} {"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"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} {"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"} {"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"} {"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"} {"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"} {"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"} {"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"} {"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:15:46.772Z", "action": "click_product", "action_argument": "B0043JTA7S"} {"timestamp": "2025-04-08T00:16:08.041Z", "action": "click_product", "action_argument": "B0777LRN9F"} {"timestamp": "2025-04-08T00:18:56.688Z", "action": "click_product", "action_argument": "B087MC1HW6"} {"timestamp": "2025-04-08T01:08:41.680Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray \u7f16\u7ec7"} {"timestamp": "2025-04-08T01:08:41.865Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:48.494Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray nylon"} {"timestamp": "2025-04-08T01:11:48.790Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:55.067Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:11:59.077Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-08T01:12:05.683Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:12:14.918Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:12.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:22.813Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:28.877Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:14:53.912Z", "action": "purchase", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T01:15:56.058Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:16:05.480Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:18:50.961Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:19:15.369Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:37.300Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:40.777Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:20:10.780Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:31:25.004Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:25.253Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:31.755Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 \u94f6"} {"timestamp": "2025-04-08T01:31:32.024Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:38.260Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 silver"} {"timestamp": "2025-04-08T01:31:38.516Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:42.383Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:43.603Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:43.858Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:12:01.493Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:12:24.164Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:12:35.377Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:37.752Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:39.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:40.989Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:42.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:44.115Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:45.754Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:57.777Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:20:17.611Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-08T02:20:17.649Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-08T02:24:25.794Z", "action": "click_product", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T02:24:27.519Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:25:15.270Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:26:57.406Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T02:27:00.610Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T02:27:37.905Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-08T02:27:52.506Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver light gray nylon"} {"timestamp": "2025-04-08T02:27:52.784Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:54.455Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:54.626Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:56.191Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:59.523Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 light gray nylon"} {"timestamp": "2025-04-08T02:27:59.802Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:28:19.403Z", "action": "click_product", "action_argument": "B095K39ZYQ"} {"timestamp": "2025-04-08T02:28:43.766Z", "action": "click_product", "action_argument": "B08ZSHTCTJ"} {"timestamp": "2025-04-08T02:28:52.692Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:28:58.483Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:29:03.504Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:30:15.209Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:30:41.679Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:30:49.458Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:30:50.246Z", "action": "click", "action_argument": "product_option"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-10T18:04:39.512Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-10T18:05:22.346Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T18:05:25.355Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T18:05:37.444Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-10T18:05:51.112Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T18:06:02.544Z", "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": ""}], "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": "$206.62", "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 - 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Short Sleeve Crew Neck Plain Novelty T Shirt for Men", "asin": "B0DTL65SYR", "price": "$27.99", "quantity": ""}, {"title": "VEIISAR Men's Heavy Weight Crew Neck T-Shirt Mens Premium Cotton Tee - Pre Shrunk S-3XL", "asin": "B0CPSXCXY8", "price": "$26.99", "quantity": ""}, {"title": "Charles Wilson Men's 5 Pack Crew Neck T-Shirt", "asin": "B07DM6RKK1", "price": "$44.95", "quantity": ""}, {"title": "Kingsted T-Shirts for Men Pack - Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee", "asin": "B0D4YQVQF4", "price": "$11.99", "quantity": ""}, {"title": "EVERYDAY TEES Men's Heavy Cotton Tee (Pack of 12), Assorted Mixed Color Small to 5XL", "asin": "B0D4W5DXFW", "price": "$56.00", "quantity": ""}, {"title": "Comfneat Men's 3-Pack Lightweight T-Shirts Cotton Crew Neck Regular Fit Solid Tee", "asin": "B0CGHTHQFK", "price": "$26.99", "quantity": ""}, {"title": "Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts", "asin": "B0DQLFJW81", "price": "$45.99", "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": "2025-04-10T18:06:42.362Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-10T18:06:42.362Z\",\"action\": \"click\",\"acion_argument\": \"page_related\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-10T18:06:42.362Z\",\"action\": \"click\",\"acion_argument\": \"page_related\",}</answer>", "index": 2592, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-07T00:42:23.928Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"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\"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\": \"$206.62\", \"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\": \"$69.99\", \"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\": \"$20.69\", \"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\": \"$7.79\", \"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\"product_details\": [{\"title\": \"Men\\u2019s Loose Fit Cotton T-Shirts (3-Pack) \\u2013 Soft, Breathable, Mens Oversized T Shirt for Gym & Daily Workout.\"},\n{\"price\": \"$29.99\"},\n{\"bullet_list\": \"\\u2714 Loose Fit for Maximum Comfort \\u2013 Oversized tshirts for men Designed for relaxed, easy movement, these loose-fit t-shirts provide a breathable and non-restrictive feel, perfect for daily wear, workouts, or lounging. \\u2714 Soft & Durable Cotton Fabric \\u2013 Made from premium 100% BCI Combed cotton, these gym oversized shirts men offer all-day comfort, superior breathability, and durability, keeping you cool and fresh. \\u2714 No Shrink, No Fade \\u2013 Pre-shrunk and fade-resistant, ensuring these Premium boxy tees for men maintain their size, shape, and color even after multiple washes. \\u2714 Versatile 3-Pack Value \\u2013 Get more for less with this pack of 3 essential heavy weight tshirts for men, ideal for layering, casual wear, or gym sessions. Available in classic colors to match any wardrobe. \\u2714 Easy Care & Long-Lasting \\u2013 Machine washable and wrinkle-resistant, these t-shirts are built to last, requiring minimal maintenance while keeping you looking sharp.\"},\n{\"asin\": \"B0DVSWWNXP\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Large\"},\n{\"Color\": \"White Pack of 3\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"$25.00\", \"quantity\": \"\"},\n{\"title\": \"Evervibe 4 Pack Men's Big & Tall Short Sleeve Tees, Crew Neck Cotton Blend T-Shirts Moisture Wicking Stretch Casual Gym Wear(Sand, White, Baihui Nan, Black,4X-Large)\", \"asin\": \"B0DS68KX2C\", \"price\": \"$46.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Army Green, Dark Gray,Medium)\", \"asin\": \"B0DQLCPG4X\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"Evervibe 10 Pack Men's Big and Tall Shirt Short Sleeve Cotton Tee Loose Fit Top(Haze Blue, Blue, Pink, Green, Cream, White, Light Gray, Medium Gray, Dark Gray, Black,XX-Large)\", \"asin\": \"B0DRV6FLSZ\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 5 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Summer Crew Neck Oversize Top Loose Fit Shirt Multipack(Black, Black, Black, Light Gray, White,Large)\", \"asin\": \"B0DRNW5TNP\", \"price\": \"$55.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Crew Neck Basic Casual Top Loose Fit Summer T Shirts(Black, White, Khaki,XL)\", \"asin\": \"B0DNFLX4Z7\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Big and Tall Shirts Cotton Short Sleeve Plus Size Tee Loose Fit Casual T Shirts Basic Oversized Tops(Black, Mocha, Beige,4X-Large)\", \"asin\": \"B0DZBB2B54\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"JEMLDL Men's Casual Shirts Crew Neck T-Shirts Cotton Lightweigt Sweat Pullover Tops US 43 L White\", \"asin\": \"B0DSHQP37R\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 5 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Summer Crew Neck Oversize Top Loose Fit Shirt Multipack(Black, Black, Black, Light Gray, White,5X-Large)\", \"asin\": \"B0DRNWXRT1\", \"price\": \"$55.99\", \"quantity\": \"\"},\n{\"title\": \"Riyiper 3 Pack Men's Big and Tall T Shirts Waffle Casual Summer Crewneck Short Sleeve Tops Basic Knit Tee(White, Light Grey, Black,XX-Large)\", \"asin\": \"B0DS3Z4VP7\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"EDUARDO Men's Anyone-Over fit Multipack 3 Pcs Short-Sleeved T-Shirt (US, Alpha, Small, Regular, Regular, White)\", \"asin\": \"B0CLXNWSR7\", \"price\": \"$35.88\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 6 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Summer Crew Neck Oversize Top Loose Fit Shirt Multipack(Blue, Pink, Green, White, Light Gray, Dark Gray,Medium)\", \"asin\": \"B0DRPG77LP\", \"price\": \"$62.99\", \"quantity\": \"\"},\n{\"title\": \"H2H Mens Everyday Stlye Outfit Round Neck Basic T-Shirt White White White US XX-Large (Pack of 3 CMTTS0198)\", \"asin\": \"B0DRN7TSKQ\", \"price\": \"$41.99\", \"quantity\": \"\"},\n{\"title\": \"Evervibe 3 Pack Men's Big and Tall T-Shirts, Crew Neck Cotton Short Sleeve Tees Summer Side Slits Shirts Casual Basic Tops(Black, White, Khaki,XX-Large)\", \"asin\": \"B0DRCC9DJV\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd Men's Big and Tall Shirt Short Sleeve Summer Cotton Tee Crew Neck Oversize Top Casual Loose Fit Knitted T Shirt M-7XL(White,X-Large)\", \"asin\": \"B0DR2P6S2V\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY Mens T Shirts Casual Short Sleeve Cotton Tee Shirts Hipster Hip Hop Longline T-Shirt Basic Summer Tops\", \"asin\": \"bf27b96e\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"GRACE KARIN Women's Satin Silk Blouse Lapel V Neck Long Sleeve Casual Work Blouse Shirts Pullover Tops\", \"asin\": \"140fbdd4\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Essentials Women's Slim-Fit Layering Long Sleeve Knit Rib V-Neck (Available in Plus Size), Pack of 2\", \"asin\": \"3e5f6c6f\", \"price\": \"$18.13\", \"quantity\": \"\"},\n{\"title\": \"Dokotoo Long Sleeve Shirts for Women 2024 Fashion Fall Ruffle Bubble Sleeve Casual Loose Tops and Blouses\", \"asin\": \"4047e86e\", \"price\": \"$20.28\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY Men's Casual Shirt Long Sleeve Casual Button Down Shirt for Men Summer Beach Wedding Shirt\", \"asin\": \"773e0f35\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"GRACE KARIN Women's 2025 Long Sleeve Peplum Dressy Shirt Office Bow Tie Work Blouses Tops Smocked Waist\", \"asin\": \"/promo/A1YVRD5G40GMTQ\", \"price\": \"$28.07\", \"quantity\": \"\"},\n{\"title\": \"Dokotoo Womens Fringe Vest 70s Hippie Costume Sleeveless Cowgirl Western Faux Suede Tassel Leather Outerwear\", \"asin\": \"07eb5ccc\", \"price\": \"$31.48\", \"quantity\": \"\"},\n{\"title\": \"True Classic Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men\", \"asin\": \"B0DTL65SYR\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"VEIISAR Men's Heavy Weight Crew Neck T-Shirt Mens Premium Cotton Tee - Pre Shrunk S-3XL\", \"asin\": \"B0CPSXCXY8\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Charles Wilson Men's 5 Pack Crew Neck T-Shirt\", \"asin\": \"B07DM6RKK1\", \"price\": \"$44.95\", \"quantity\": \"\"},\n{\"title\": \"Kingsted T-Shirts for Men Pack - Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee\", \"asin\": \"B0D4YQVQF4\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"EVERYDAY TEES Men's Heavy Cotton Tee (Pack of 12), Assorted Mixed Color Small to 5XL\", \"asin\": \"B0D4W5DXFW\", \"price\": \"$56.00\", \"quantity\": \"\"},\n{\"title\": \"Comfneat Men's 3-Pack Lightweight T-Shirts Cotton Crew Neck Regular Fit Solid Tee\", \"asin\": \"B0CGHTHQFK\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts\", \"asin\": \"B0DQLFJW81\", \"price\": \"$45.99\", \"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\": \"2025-04-10T18:06:42.362Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-07T00:42:23.928Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"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\": \"$206.62\", \"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\": \"$69.99\", \"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\": \"$20.69\", \"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\": \"$7.79\", \"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\"product_details\": [{\"title\": \"Men\\u2019s Loose Fit Cotton T-Shirts (3-Pack) \\u2013 Soft, Breathable, Mens Oversized T Shirt for Gym & Daily Workout.\"},\n{\"price\": \"$29.99\"},\n{\"bullet_list\": \"\\u2714 Loose Fit for Maximum Comfort \\u2013 Oversized tshirts for men Designed for relaxed, easy movement, these loose-fit t-shirts provide a breathable and non-restrictive feel, perfect for daily wear, workouts, or lounging. \\u2714 Soft & Durable Cotton Fabric \\u2013 Made from premium 100% BCI Combed cotton, these gym oversized shirts men offer all-day comfort, superior breathability, and durability, keeping you cool and fresh. \\u2714 No Shrink, No Fade \\u2013 Pre-shrunk and fade-resistant, ensuring these Premium boxy tees for men maintain their size, shape, and color even after multiple washes. \\u2714 Versatile 3-Pack Value \\u2013 Get more for less with this pack of 3 essential heavy weight tshirts for men, ideal for layering, casual wear, or gym sessions. Available in classic colors to match any wardrobe. \\u2714 Easy Care & Long-Lasting \\u2013 Machine washable and wrinkle-resistant, these t-shirts are built to last, requiring minimal maintenance while keeping you looking sharp.\"},\n{\"asin\": \"B0DVSWWNXP\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Large\"},\n{\"Color\": \"White Pack of 3\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"$25.00\", \"quantity\": \"\"},\n{\"title\": \"Evervibe 4 Pack Men's Big & Tall Short Sleeve Tees, Crew Neck Cotton Blend T-Shirts Moisture Wicking Stretch Casual Gym Wear(Sand, White, Baihui Nan, Black,4X-Large)\", \"asin\": \"B0DS68KX2C\", \"price\": \"$46.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Army Green, Dark Gray,Medium)\", \"asin\": \"B0DQLCPG4X\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"Evervibe 10 Pack Men's Big and Tall Shirt Short Sleeve Cotton Tee Loose Fit Top(Haze Blue, Blue, Pink, Green, Cream, White, Light Gray, Medium Gray, Dark Gray, Black,XX-Large)\", \"asin\": \"B0DRV6FLSZ\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 5 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Summer Crew Neck Oversize Top Loose Fit Shirt Multipack(Black, Black, Black, Light Gray, White,Large)\", \"asin\": \"B0DRNW5TNP\", \"price\": \"$55.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Crew Neck Basic Casual Top Loose Fit Summer T Shirts(Black, White, Khaki,XL)\", \"asin\": \"B0DNFLX4Z7\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Big and Tall Shirts Cotton Short Sleeve Plus Size Tee Loose Fit Casual T Shirts Basic Oversized Tops(Black, Mocha, Beige,4X-Large)\", \"asin\": \"B0DZBB2B54\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"JEMLDL Men's Casual Shirts Crew Neck T-Shirts Cotton Lightweigt Sweat Pullover Tops US 43 L White\", \"asin\": \"B0DSHQP37R\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 5 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Summer Crew Neck Oversize Top Loose Fit Shirt Multipack(Black, Black, Black, Light Gray, White,5X-Large)\", \"asin\": \"B0DRNWXRT1\", \"price\": \"$55.99\", \"quantity\": \"\"},\n{\"title\": \"Riyiper 3 Pack Men's Big and Tall T Shirts Waffle Casual Summer Crewneck Short Sleeve Tops Basic Knit Tee(White, Light Grey, Black,XX-Large)\", \"asin\": \"B0DS3Z4VP7\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"EDUARDO Men's Anyone-Over fit Multipack 3 Pcs Short-Sleeved T-Shirt (US, Alpha, Small, Regular, Regular, White)\", \"asin\": \"B0CLXNWSR7\", \"price\": \"$35.88\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 6 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Summer Crew Neck Oversize Top Loose Fit Shirt Multipack(Blue, Pink, Green, White, Light Gray, Dark Gray,Medium)\", \"asin\": \"B0DRPG77LP\", \"price\": \"$62.99\", \"quantity\": \"\"},\n{\"title\": \"H2H Mens Everyday Stlye Outfit Round Neck Basic T-Shirt White White White US XX-Large (Pack of 3 CMTTS0198)\", \"asin\": \"B0DRN7TSKQ\", \"price\": \"$41.99\", \"quantity\": \"\"},\n{\"title\": \"Evervibe 3 Pack Men's Big and Tall T-Shirts, Crew Neck Cotton Short Sleeve Tees Summer Side Slits Shirts Casual Basic Tops(Black, White, Khaki,XX-Large)\", \"asin\": \"B0DRCC9DJV\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd Men's Big and Tall Shirt Short Sleeve Summer Cotton Tee Crew Neck Oversize Top Casual Loose Fit Knitted T Shirt M-7XL(White,X-Large)\", \"asin\": \"B0DR2P6S2V\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY Mens T Shirts Casual Short Sleeve Cotton Tee Shirts Hipster Hip Hop Longline T-Shirt Basic Summer Tops\", \"asin\": \"bf27b96e\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"GRACE KARIN Women's Satin Silk Blouse Lapel V Neck Long Sleeve Casual Work Blouse Shirts Pullover Tops\", \"asin\": \"140fbdd4\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Essentials Women's Slim-Fit Layering Long Sleeve Knit Rib V-Neck (Available in Plus Size), Pack of 2\", \"asin\": \"3e5f6c6f\", \"price\": \"$18.13\", \"quantity\": \"\"},\n{\"title\": \"Dokotoo Long Sleeve Shirts for Women 2024 Fashion Fall Ruffle Bubble Sleeve Casual Loose Tops and Blouses\", \"asin\": \"4047e86e\", \"price\": \"$20.28\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY Men's Casual Shirt Long Sleeve Casual Button Down Shirt for Men Summer Beach Wedding Shirt\", \"asin\": \"773e0f35\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"GRACE KARIN Women's 2025 Long Sleeve Peplum Dressy Shirt Office Bow Tie Work Blouses Tops Smocked Waist\", \"asin\": \"/promo/A1YVRD5G40GMTQ\", \"price\": \"$28.07\", \"quantity\": \"\"},\n{\"title\": \"Dokotoo Womens Fringe Vest 70s Hippie Costume Sleeveless Cowgirl Western Faux Suede Tassel Leather Outerwear\", \"asin\": \"07eb5ccc\", \"price\": \"$31.48\", \"quantity\": \"\"},\n{\"title\": \"True Classic Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men\", \"asin\": \"B0DTL65SYR\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"VEIISAR Men's Heavy Weight Crew Neck T-Shirt Mens Premium Cotton Tee - Pre Shrunk S-3XL\", \"asin\": \"B0CPSXCXY8\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Charles Wilson Men's 5 Pack Crew Neck T-Shirt\", \"asin\": \"B07DM6RKK1\", \"price\": \"$44.95\", \"quantity\": \"\"},\n{\"title\": \"Kingsted T-Shirts for Men Pack - Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee\", \"asin\": \"B0D4YQVQF4\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"EVERYDAY TEES Men's Heavy Cotton Tee (Pack of 12), Assorted Mixed Color Small to 5XL\", \"asin\": \"B0D4W5DXFW\", \"price\": \"$56.00\", \"quantity\": \"\"},\n{\"title\": \"Comfneat Men's 3-Pack Lightweight T-Shirts Cotton Crew Neck Regular Fit Solid Tee\", \"asin\": \"B0CGHTHQFK\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts\", \"asin\": \"B0DQLFJW81\", \"price\": \"$45.99\", \"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\": \"2025-04-10T18:06:45.015Z\", // 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
2025-04-10T18:06:45.015Z
click
page_related
rule
train
2,593
2025-04-10T18:06:45.015Z
click
page_related
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-07T00:42:23.928Z", "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"} {"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"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} {"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"} {"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"} {"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"} {"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"} {"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"} {"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"} {"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:15:46.772Z", "action": "click_product", "action_argument": "B0043JTA7S"} {"timestamp": "2025-04-08T00:16:08.041Z", "action": "click_product", "action_argument": "B0777LRN9F"} {"timestamp": "2025-04-08T00:18:56.688Z", "action": "click_product", "action_argument": "B087MC1HW6"} {"timestamp": "2025-04-08T01:08:41.680Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray \u7f16\u7ec7"} {"timestamp": "2025-04-08T01:08:41.865Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:48.494Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray nylon"} {"timestamp": "2025-04-08T01:11:48.790Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:55.067Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:11:59.077Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-08T01:12:05.683Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:12:14.918Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:12.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:22.813Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:28.877Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:14:53.912Z", "action": "purchase", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T01:15:56.058Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:16:05.480Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:18:50.961Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:19:15.369Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:37.300Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:40.777Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:20:10.780Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:31:25.004Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:25.253Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:31.755Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 \u94f6"} {"timestamp": "2025-04-08T01:31:32.024Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:38.260Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 silver"} {"timestamp": "2025-04-08T01:31:38.516Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:42.383Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:43.603Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:43.858Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:12:01.493Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:12:24.164Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:12:35.377Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:37.752Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:39.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:40.989Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:42.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:44.115Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:45.754Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:57.777Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:20:17.611Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-08T02:20:17.649Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-08T02:24:25.794Z", "action": "click_product", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T02:24:27.519Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:25:15.270Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:26:57.406Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T02:27:00.610Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T02:27:37.905Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-08T02:27:52.506Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver light gray nylon"} {"timestamp": "2025-04-08T02:27:52.784Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:54.455Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:54.626Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:56.191Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:59.523Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 light gray nylon"} {"timestamp": "2025-04-08T02:27:59.802Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:28:19.403Z", "action": "click_product", "action_argument": "B095K39ZYQ"} {"timestamp": "2025-04-08T02:28:43.766Z", "action": "click_product", "action_argument": "B08ZSHTCTJ"} {"timestamp": "2025-04-08T02:28:52.692Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:28:58.483Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:29:03.504Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:30:15.209Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:30:41.679Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:30:49.458Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:30:50.246Z", "action": "click", "action_argument": "product_option"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-10T18:04:39.512Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-10T18:05:22.346Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T18:05:25.355Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T18:05:37.444Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-10T18:05:51.112Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T18:06:02.544Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-10T18:06:42.362Z", "action": "click", "action_argument": "page_related"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}], "cart_items": [{"title": "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": "$206.62", "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 - 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Short Sleeve Crew Neck Plain Novelty T Shirt for Men", "asin": "B0DTL65SYR", "price": "$27.99", "quantity": ""}, {"title": "VEIISAR Men's Heavy Weight Crew Neck T-Shirt Mens Premium Cotton Tee - Pre Shrunk S-3XL", "asin": "B0CPSXCXY8", "price": "$26.99", "quantity": ""}, {"title": "Charles Wilson Men's 5 Pack Crew Neck T-Shirt", "asin": "B07DM6RKK1", "price": "$44.95", "quantity": ""}, {"title": "Kingsted T-Shirts for Men Pack - Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee", "asin": "B0D4YQVQF4", "price": "$11.99", "quantity": ""}, {"title": "EVERYDAY TEES Men's Heavy Cotton Tee (Pack of 12), Assorted Mixed Color Small to 5XL", "asin": "B0D4W5DXFW", "price": "$56.00", "quantity": ""}, {"title": "Comfneat Men's 3-Pack Lightweight T-Shirts Cotton Crew Neck Regular Fit Solid Tee", "asin": "B0CGHTHQFK", "price": "$26.99", "quantity": ""}, {"title": "Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts", "asin": "B0DQLFJW81", "price": "$45.99", "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": "2025-04-10T18:06:45.015Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-10T18:06:45.015Z\",\"action\": \"click\",\"acion_argument\": \"page_related\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-10T18:06:45.015Z\",\"action\": \"click\",\"acion_argument\": \"page_related\",}</answer>", "index": 2593, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-07T00:42:23.928Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"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\": \"$206.62\", \"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\": \"$69.99\", \"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\": \"$20.69\", \"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\": \"$7.79\", \"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\"product_details\": [{\"title\": \"Men\\u2019s Loose Fit Cotton T-Shirts (3-Pack) \\u2013 Soft, Breathable, Mens Oversized T Shirt for Gym & Daily Workout.\"},\n{\"price\": \"$29.99\"},\n{\"bullet_list\": \"\\u2714 Loose Fit for Maximum Comfort \\u2013 Oversized tshirts for men Designed for relaxed, easy movement, these loose-fit t-shirts provide a breathable and non-restrictive feel, perfect for daily wear, workouts, or lounging. \\u2714 Soft & Durable Cotton Fabric \\u2013 Made from premium 100% BCI Combed cotton, these gym oversized shirts men offer all-day comfort, superior breathability, and durability, keeping you cool and fresh. \\u2714 No Shrink, No Fade \\u2013 Pre-shrunk and fade-resistant, ensuring these Premium boxy tees for men maintain their size, shape, and color even after multiple washes. \\u2714 Versatile 3-Pack Value \\u2013 Get more for less with this pack of 3 essential heavy weight tshirts for men, ideal for layering, casual wear, or gym sessions. Available in classic colors to match any wardrobe. \\u2714 Easy Care & Long-Lasting \\u2013 Machine washable and wrinkle-resistant, these t-shirts are built to last, requiring minimal maintenance while keeping you looking sharp.\"},\n{\"asin\": \"B0DVSWWNXP\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Large\"},\n{\"Color\": \"White Pack of 3\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"$25.00\", \"quantity\": \"\"},\n{\"title\": \"Evervibe 4 Pack Men's Big & Tall Short Sleeve Tees, Crew Neck Cotton Blend T-Shirts Moisture Wicking Stretch Casual Gym Wear(Sand, White, Baihui Nan, Black,4X-Large)\", \"asin\": \"B0DS68KX2C\", \"price\": \"$46.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Army Green, Dark Gray,Medium)\", \"asin\": \"B0DQLCPG4X\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"Evervibe 10 Pack Men's Big and Tall Shirt Short Sleeve Cotton Tee Loose Fit Top(Haze Blue, Blue, Pink, Green, Cream, White, Light Gray, Medium Gray, Dark Gray, Black,XX-Large)\", \"asin\": \"B0DRV6FLSZ\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 5 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Summer Crew Neck Oversize Top Loose Fit Shirt Multipack(Black, Black, Black, Light Gray, White,Large)\", \"asin\": \"B0DRNW5TNP\", \"price\": \"$55.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Crew Neck Basic Casual Top Loose Fit Summer T Shirts(Black, White, Khaki,XL)\", \"asin\": \"B0DNFLX4Z7\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Big and Tall Shirts Cotton Short Sleeve Plus Size Tee Loose Fit Casual T Shirts Basic Oversized Tops(Black, Mocha, Beige,4X-Large)\", \"asin\": \"B0DZBB2B54\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"JEMLDL Men's Casual Shirts Crew Neck T-Shirts Cotton Lightweigt Sweat Pullover Tops US 43 L White\", \"asin\": \"B0DSHQP37R\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 5 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Summer Crew Neck Oversize Top Loose Fit Shirt Multipack(Black, Black, Black, Light Gray, White,5X-Large)\", \"asin\": \"B0DRNWXRT1\", \"price\": \"$55.99\", \"quantity\": \"\"},\n{\"title\": \"Riyiper 3 Pack Men's Big and Tall T Shirts Waffle Casual Summer Crewneck Short Sleeve Tops Basic Knit Tee(White, Light Grey, Black,XX-Large)\", \"asin\": \"B0DS3Z4VP7\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"EDUARDO Men's Anyone-Over fit Multipack 3 Pcs Short-Sleeved T-Shirt (US, Alpha, Small, Regular, Regular, White)\", \"asin\": \"B0CLXNWSR7\", \"price\": \"$35.88\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 6 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Summer Crew Neck Oversize Top Loose Fit Shirt Multipack(Blue, Pink, Green, White, Light Gray, Dark Gray,Medium)\", \"asin\": \"B0DRPG77LP\", \"price\": \"$62.99\", \"quantity\": \"\"},\n{\"title\": \"H2H Mens Everyday Stlye Outfit Round Neck Basic T-Shirt White White White US XX-Large (Pack of 3 CMTTS0198)\", \"asin\": \"B0DRN7TSKQ\", \"price\": \"$41.99\", \"quantity\": \"\"},\n{\"title\": \"Evervibe 3 Pack Men's Big and Tall T-Shirts, Crew Neck Cotton Short Sleeve Tees Summer Side Slits Shirts Casual Basic Tops(Black, White, Khaki,XX-Large)\", \"asin\": \"B0DRCC9DJV\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd Men's Big and Tall Shirt Short Sleeve Summer Cotton Tee Crew Neck Oversize Top Casual Loose Fit Knitted T Shirt M-7XL(White,X-Large)\", \"asin\": \"B0DR2P6S2V\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY Mens T Shirts Casual Short Sleeve Cotton Tee Shirts Hipster Hip Hop Longline T-Shirt Basic Summer Tops\", \"asin\": \"bf27b96e\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"GRACE KARIN Women's Satin Silk Blouse Lapel V Neck Long Sleeve Casual Work Blouse Shirts Pullover Tops\", \"asin\": \"140fbdd4\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Essentials Women's Slim-Fit Layering Long Sleeve Knit Rib V-Neck (Available in Plus Size), Pack of 2\", \"asin\": \"3e5f6c6f\", \"price\": \"$18.13\", \"quantity\": \"\"},\n{\"title\": \"Dokotoo Long Sleeve Shirts for Women 2024 Fashion Fall Ruffle Bubble Sleeve Casual Loose Tops and Blouses\", \"asin\": \"4047e86e\", \"price\": \"$20.28\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY Men's Casual Shirt Long Sleeve Casual Button Down Shirt for Men Summer Beach Wedding Shirt\", \"asin\": \"773e0f35\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"GRACE KARIN Women's 2025 Long Sleeve Peplum Dressy Shirt Office Bow Tie Work Blouses Tops Smocked Waist\", \"asin\": \"/promo/A1YVRD5G40GMTQ\", \"price\": \"$28.07\", \"quantity\": \"\"},\n{\"title\": \"Dokotoo Womens Fringe Vest 70s Hippie Costume Sleeveless Cowgirl Western Faux Suede Tassel Leather Outerwear\", \"asin\": \"07eb5ccc\", \"price\": \"$31.48\", \"quantity\": \"\"},\n{\"title\": \"True Classic Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men\", \"asin\": \"B0DTL65SYR\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"VEIISAR Men's Heavy Weight Crew Neck T-Shirt Mens Premium Cotton Tee - Pre Shrunk S-3XL\", \"asin\": \"B0CPSXCXY8\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Charles Wilson Men's 5 Pack Crew Neck T-Shirt\", \"asin\": \"B07DM6RKK1\", \"price\": \"$44.95\", \"quantity\": \"\"},\n{\"title\": \"Kingsted T-Shirts for Men Pack - Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee\", \"asin\": \"B0D4YQVQF4\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"EVERYDAY TEES Men's Heavy Cotton Tee (Pack of 12), Assorted Mixed Color Small to 5XL\", \"asin\": \"B0D4W5DXFW\", \"price\": \"$56.00\", \"quantity\": \"\"},\n{\"title\": \"Comfneat Men's 3-Pack Lightweight T-Shirts Cotton Crew Neck Regular Fit Solid Tee\", \"asin\": \"B0CGHTHQFK\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts\", \"asin\": \"B0DQLFJW81\", \"price\": \"$45.99\", \"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\": \"2025-04-10T18:06:45.015Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-07T00:42:23.928Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"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\": \"$206.62\", \"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\": \"$69.99\", \"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\": \"$20.69\", \"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\": \"$7.79\", \"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\"product_details\": [{\"title\": \"Men\\u2019s Loose Fit Cotton T-Shirts (3-Pack) \\u2013 Soft, Breathable, Mens Oversized T Shirt for Gym & Daily Workout.\"},\n{\"price\": \"$29.99\"},\n{\"bullet_list\": \"\\u2714 Loose Fit for Maximum Comfort \\u2013 Oversized tshirts for men Designed for relaxed, easy movement, these loose-fit t-shirts provide a breathable and non-restrictive feel, perfect for daily wear, workouts, or lounging. \\u2714 Soft & Durable Cotton Fabric \\u2013 Made from premium 100% BCI Combed cotton, these gym oversized shirts men offer all-day comfort, superior breathability, and durability, keeping you cool and fresh. \\u2714 No Shrink, No Fade \\u2013 Pre-shrunk and fade-resistant, ensuring these Premium boxy tees for men maintain their size, shape, and color even after multiple washes. \\u2714 Versatile 3-Pack Value \\u2013 Get more for less with this pack of 3 essential heavy weight tshirts for men, ideal for layering, casual wear, or gym sessions. Available in classic colors to match any wardrobe. \\u2714 Easy Care & Long-Lasting \\u2013 Machine washable and wrinkle-resistant, these t-shirts are built to last, requiring minimal maintenance while keeping you looking sharp.\"},\n{\"asin\": \"B0DVSWWNXP\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Large\"},\n{\"Color\": \"White Pack of 3\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"$25.00\", \"quantity\": \"\"},\n{\"title\": \"Evervibe 4 Pack Men's Big & Tall Short Sleeve Tees, Crew Neck Cotton Blend T-Shirts Moisture Wicking Stretch Casual Gym Wear(Sand, White, Baihui Nan, Black,4X-Large)\", \"asin\": \"B0DS68KX2C\", \"price\": \"$46.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Army Green, Dark Gray,Medium)\", \"asin\": \"B0DQLCPG4X\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"Evervibe 10 Pack Men's Big and Tall Shirt Short Sleeve Cotton Tee Loose Fit Top(Haze Blue, Blue, Pink, Green, Cream, White, Light Gray, Medium Gray, Dark Gray, Black,XX-Large)\", \"asin\": \"B0DRV6FLSZ\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 5 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Summer Crew Neck Oversize Top Loose Fit Shirt Multipack(Black, Black, Black, Light Gray, White,Large)\", \"asin\": \"B0DRNW5TNP\", \"price\": \"$55.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Crew Neck Basic Casual Top Loose Fit Summer T Shirts(Black, White, Khaki,XL)\", \"asin\": \"B0DNFLX4Z7\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Big and Tall Shirts Cotton Short Sleeve Plus Size Tee Loose Fit Casual T Shirts Basic Oversized Tops(Black, Mocha, Beige,4X-Large)\", \"asin\": \"B0DZBB2B54\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"JEMLDL Men's Casual Shirts Crew Neck T-Shirts Cotton Lightweigt Sweat Pullover Tops US 43 L White\", \"asin\": \"B0DSHQP37R\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 5 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Summer Crew Neck Oversize Top Loose Fit Shirt Multipack(Black, Black, Black, Light Gray, White,5X-Large)\", \"asin\": \"B0DRNWXRT1\", \"price\": \"$55.99\", \"quantity\": \"\"},\n{\"title\": \"Riyiper 3 Pack Men's Big and Tall T Shirts Waffle Casual Summer Crewneck Short Sleeve Tops Basic Knit Tee(White, Light Grey, Black,XX-Large)\", \"asin\": \"B0DS3Z4VP7\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"EDUARDO Men's Anyone-Over fit Multipack 3 Pcs Short-Sleeved T-Shirt (US, Alpha, Small, Regular, Regular, White)\", \"asin\": \"B0CLXNWSR7\", \"price\": \"$35.88\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 6 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Summer Crew Neck Oversize Top Loose Fit Shirt Multipack(Blue, Pink, Green, White, Light Gray, Dark Gray,Medium)\", \"asin\": \"B0DRPG77LP\", \"price\": \"$62.99\", \"quantity\": \"\"},\n{\"title\": \"H2H Mens Everyday Stlye Outfit Round Neck Basic T-Shirt White White White US XX-Large (Pack of 3 CMTTS0198)\", \"asin\": \"B0DRN7TSKQ\", \"price\": \"$41.99\", \"quantity\": \"\"},\n{\"title\": \"Evervibe 3 Pack Men's Big and Tall T-Shirts, Crew Neck Cotton Short Sleeve Tees Summer Side Slits Shirts Casual Basic Tops(Black, White, Khaki,XX-Large)\", \"asin\": \"B0DRCC9DJV\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd Men's Big and Tall Shirt Short Sleeve Summer Cotton Tee Crew Neck Oversize Top Casual Loose Fit Knitted T Shirt M-7XL(White,X-Large)\", \"asin\": \"B0DR2P6S2V\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY Mens T Shirts Casual Short Sleeve Cotton Tee Shirts Hipster Hip Hop Longline T-Shirt Basic Summer Tops\", \"asin\": \"bf27b96e\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"GRACE KARIN Women's Satin Silk Blouse Lapel V Neck Long Sleeve Casual Work Blouse Shirts Pullover Tops\", \"asin\": \"140fbdd4\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Essentials Women's Slim-Fit Layering Long Sleeve Knit Rib V-Neck (Available in Plus Size), Pack of 2\", \"asin\": \"3e5f6c6f\", \"price\": \"$18.13\", \"quantity\": \"\"},\n{\"title\": \"Dokotoo Long Sleeve Shirts for Women 2024 Fashion Fall Ruffle Bubble Sleeve Casual Loose Tops and Blouses\", \"asin\": \"4047e86e\", \"price\": \"$20.28\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY Men's Casual Shirt Long Sleeve Casual Button Down Shirt for Men Summer Beach Wedding Shirt\", \"asin\": \"773e0f35\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"GRACE KARIN Women's 2025 Long Sleeve Peplum Dressy Shirt Office Bow Tie Work Blouses Tops Smocked Waist\", \"asin\": \"/promo/A1YVRD5G40GMTQ\", \"price\": \"$28.07\", \"quantity\": \"\"},\n{\"title\": \"Dokotoo Womens Fringe Vest 70s Hippie Costume Sleeveless Cowgirl Western Faux Suede Tassel Leather Outerwear\", \"asin\": \"07eb5ccc\", \"price\": \"$31.48\", \"quantity\": \"\"},\n{\"title\": \"True Classic Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men\", \"asin\": \"B0DTL65SYR\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"VEIISAR Men's Heavy Weight Crew Neck T-Shirt Mens Premium Cotton Tee - Pre Shrunk S-3XL\", \"asin\": \"B0CPSXCXY8\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Charles Wilson Men's 5 Pack Crew Neck T-Shirt\", \"asin\": \"B07DM6RKK1\", \"price\": \"$44.95\", \"quantity\": \"\"},\n{\"title\": \"Kingsted T-Shirts for Men Pack - Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee\", \"asin\": \"B0D4YQVQF4\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"EVERYDAY TEES Men's Heavy Cotton Tee (Pack of 12), Assorted Mixed Color Small to 5XL\", \"asin\": \"B0D4W5DXFW\", \"price\": \"$56.00\", \"quantity\": \"\"},\n{\"title\": \"Comfneat Men's 3-Pack Lightweight T-Shirts Cotton Crew Neck Regular Fit Solid Tee\", \"asin\": \"B0CGHTHQFK\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts\", \"asin\": \"B0DQLFJW81\", \"price\": \"$45.99\", \"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\": \"2025-04-10T18:06:46.337Z\", // 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
2025-04-10T18:06:46.337Z
click
other
rule
train
2,594
2025-04-10T18:06:46.337Z
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": "2025-04-07T00:42:23.928Z", "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"} {"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"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} {"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"} {"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"} {"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"} {"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"} {"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"} {"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"} {"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:15:46.772Z", "action": "click_product", "action_argument": "B0043JTA7S"} {"timestamp": "2025-04-08T00:16:08.041Z", "action": "click_product", "action_argument": "B0777LRN9F"} {"timestamp": "2025-04-08T00:18:56.688Z", "action": "click_product", "action_argument": "B087MC1HW6"} {"timestamp": "2025-04-08T01:08:41.680Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray \u7f16\u7ec7"} {"timestamp": "2025-04-08T01:08:41.865Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:48.494Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray nylon"} {"timestamp": "2025-04-08T01:11:48.790Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:55.067Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:11:59.077Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-08T01:12:05.683Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:12:14.918Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:12.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:22.813Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:28.877Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:14:53.912Z", "action": "purchase", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T01:15:56.058Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:16:05.480Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:18:50.961Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:19:15.369Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:37.300Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:40.777Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:20:10.780Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:31:25.004Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:25.253Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:31.755Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 \u94f6"} {"timestamp": "2025-04-08T01:31:32.024Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:38.260Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 silver"} {"timestamp": "2025-04-08T01:31:38.516Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:42.383Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:43.603Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:43.858Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:12:01.493Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:12:24.164Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:12:35.377Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:37.752Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:39.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:40.989Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:42.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:44.115Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:45.754Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:57.777Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:20:17.611Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-08T02:20:17.649Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-08T02:24:25.794Z", "action": "click_product", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T02:24:27.519Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:25:15.270Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:26:57.406Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T02:27:00.610Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T02:27:37.905Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-08T02:27:52.506Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver light gray nylon"} {"timestamp": "2025-04-08T02:27:52.784Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:54.455Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:54.626Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:56.191Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:59.523Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 light gray nylon"} {"timestamp": "2025-04-08T02:27:59.802Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:28:19.403Z", "action": "click_product", "action_argument": "B095K39ZYQ"} {"timestamp": "2025-04-08T02:28:43.766Z", "action": "click_product", "action_argument": "B08ZSHTCTJ"} {"timestamp": "2025-04-08T02:28:52.692Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:28:58.483Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:29:03.504Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:30:15.209Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:30:41.679Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:30:49.458Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:30:50.246Z", "action": "click", "action_argument": "product_option"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-10T18:04:39.512Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-10T18:05:22.346Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T18:05:25.355Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T18:05:37.444Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-10T18:05:51.112Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T18:06:02.544Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-10T18:06:42.362Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-10T18:06:45.015Z", "action": "click", "action_argument": "page_related"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}], "cart_items": [{"title": "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": "$206.62", "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 - 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"action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-10T18:06:46.337Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-10T18:06:46.337Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>", "index": 2594, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-07T00:42:23.928Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"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\": \"$206.62\", \"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\": \"$69.99\", \"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\": \"$20.69\", \"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\": \"$7.79\", \"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\"product_details\": [{\"title\": \"Men\\u2019s Loose Fit Cotton T-Shirts (3-Pack) \\u2013 Soft, Breathable, Mens Oversized T Shirt for Gym & Daily Workout.\"},\n{\"price\": \"$29.99\"},\n{\"bullet_list\": \"\\u2714 Loose Fit for Maximum Comfort \\u2013 Oversized tshirts for men Designed for relaxed, easy movement, these loose-fit t-shirts provide a breathable and non-restrictive feel, perfect for daily wear, workouts, or lounging. \\u2714 Soft & Durable Cotton Fabric \\u2013 Made from premium 100% BCI Combed cotton, these gym oversized shirts men offer all-day comfort, superior breathability, and durability, keeping you cool and fresh. \\u2714 No Shrink, No Fade \\u2013 Pre-shrunk and fade-resistant, ensuring these Premium boxy tees for men maintain their size, shape, and color even after multiple washes. \\u2714 Versatile 3-Pack Value \\u2013 Get more for less with this pack of 3 essential heavy weight tshirts for men, ideal for layering, casual wear, or gym sessions. Available in classic colors to match any wardrobe. \\u2714 Easy Care & Long-Lasting \\u2013 Machine washable and wrinkle-resistant, these t-shirts are built to last, requiring minimal maintenance while keeping you looking sharp.\"},\n{\"asin\": \"B0DVSWWNXP\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Large\"},\n{\"Color\": \"White Pack of 3\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"$25.00\", \"quantity\": \"\"},\n{\"title\": \"Evervibe 4 Pack Men's Big & Tall Short Sleeve Tees, Crew Neck Cotton Blend T-Shirts Moisture Wicking Stretch Casual Gym Wear(Sand, White, Baihui Nan, Black,4X-Large)\", \"asin\": \"B0DS68KX2C\", \"price\": \"$46.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Army Green, Dark Gray,Medium)\", \"asin\": \"B0DQLCPG4X\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"Evervibe 10 Pack Men's Big and Tall Shirt Short Sleeve Cotton Tee Loose Fit Top(Haze Blue, Blue, Pink, Green, Cream, White, Light Gray, Medium Gray, Dark Gray, Black,XX-Large)\", \"asin\": \"B0DRV6FLSZ\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 5 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Summer Crew Neck Oversize Top Loose Fit Shirt Multipack(Black, Black, Black, Light Gray, White,Large)\", \"asin\": \"B0DRNW5TNP\", \"price\": \"$55.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Crew Neck Basic Casual Top Loose Fit Summer T Shirts(Black, White, Khaki,XL)\", \"asin\": \"B0DNFLX4Z7\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Big and Tall Shirts Cotton Short Sleeve Plus Size Tee Loose Fit Casual T Shirts Basic Oversized Tops(Black, Mocha, Beige,4X-Large)\", \"asin\": \"B0DZBB2B54\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"JEMLDL Men's Casual Shirts Crew Neck T-Shirts Cotton Lightweigt Sweat Pullover Tops US 43 L White\", \"asin\": \"B0DSHQP37R\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 5 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Summer Crew Neck Oversize Top Loose Fit Shirt Multipack(Black, Black, Black, Light Gray, White,5X-Large)\", \"asin\": \"B0DRNWXRT1\", \"price\": \"$55.99\", \"quantity\": \"\"},\n{\"title\": \"Riyiper 3 Pack Men's Big and Tall T Shirts Waffle Casual Summer Crewneck Short Sleeve Tops Basic Knit Tee(White, Light Grey, Black,XX-Large)\", \"asin\": \"B0DS3Z4VP7\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"EDUARDO Men's Anyone-Over fit Multipack 3 Pcs Short-Sleeved T-Shirt (US, Alpha, Small, Regular, Regular, White)\", \"asin\": \"B0CLXNWSR7\", \"price\": \"$35.88\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 6 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Summer Crew Neck Oversize Top Loose Fit Shirt Multipack(Blue, Pink, Green, White, Light Gray, Dark Gray,Medium)\", \"asin\": \"B0DRPG77LP\", \"price\": \"$62.99\", \"quantity\": \"\"},\n{\"title\": \"H2H Mens Everyday Stlye Outfit Round Neck Basic T-Shirt White White White US XX-Large (Pack of 3 CMTTS0198)\", \"asin\": \"B0DRN7TSKQ\", \"price\": \"$41.99\", \"quantity\": \"\"},\n{\"title\": \"Evervibe 3 Pack Men's Big and Tall T-Shirts, Crew Neck Cotton Short Sleeve Tees Summer Side Slits Shirts Casual Basic Tops(Black, White, Khaki,XX-Large)\", \"asin\": \"B0DRCC9DJV\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd Men's Big and Tall Shirt Short Sleeve Summer Cotton Tee Crew Neck Oversize Top Casual Loose Fit Knitted T Shirt M-7XL(White,X-Large)\", \"asin\": \"B0DR2P6S2V\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY Mens T Shirts Casual Short Sleeve Cotton Tee Shirts Hipster Hip Hop Longline T-Shirt Basic Summer Tops\", \"asin\": \"bf27b96e\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"GRACE KARIN Women's Satin Silk Blouse Lapel V Neck Long Sleeve Casual Work Blouse Shirts Pullover Tops\", \"asin\": \"140fbdd4\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Essentials Women's Slim-Fit Layering Long Sleeve Knit Rib V-Neck (Available in Plus Size), Pack of 2\", \"asin\": \"3e5f6c6f\", \"price\": \"$18.13\", \"quantity\": \"\"},\n{\"title\": \"Dokotoo Long Sleeve Shirts for Women 2024 Fashion Fall Ruffle Bubble Sleeve Casual Loose Tops and Blouses\", \"asin\": \"4047e86e\", \"price\": \"$20.28\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY Men's Casual Shirt Long Sleeve Casual Button Down Shirt for Men Summer Beach Wedding Shirt\", \"asin\": \"773e0f35\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"GRACE KARIN Women's 2025 Long Sleeve Peplum Dressy Shirt Office Bow Tie Work Blouses Tops Smocked Waist\", \"asin\": \"/promo/A1YVRD5G40GMTQ\", \"price\": \"$28.07\", \"quantity\": \"\"},\n{\"title\": \"Dokotoo Womens Fringe Vest 70s Hippie Costume Sleeveless Cowgirl Western Faux Suede Tassel Leather Outerwear\", \"asin\": \"07eb5ccc\", \"price\": \"$31.48\", \"quantity\": \"\"},\n{\"title\": \"True Classic Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men\", \"asin\": \"B0DTL65SYR\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"VEIISAR Men's Heavy Weight Crew Neck T-Shirt Mens Premium Cotton Tee - Pre Shrunk S-3XL\", \"asin\": \"B0CPSXCXY8\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Charles Wilson Men's 5 Pack Crew Neck T-Shirt\", \"asin\": \"B07DM6RKK1\", \"price\": \"$44.95\", \"quantity\": \"\"},\n{\"title\": \"Kingsted T-Shirts for Men Pack - Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee\", \"asin\": \"B0D4YQVQF4\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"EVERYDAY TEES Men's Heavy Cotton Tee (Pack of 12), Assorted Mixed Color Small to 5XL\", \"asin\": \"B0D4W5DXFW\", \"price\": \"$56.00\", \"quantity\": \"\"},\n{\"title\": \"Comfneat Men's 3-Pack Lightweight T-Shirts Cotton Crew Neck Regular Fit Solid Tee\", \"asin\": \"B0CGHTHQFK\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts\", \"asin\": \"B0DQLFJW81\", \"price\": \"$45.99\", \"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\": \"2025-04-10T18:06:46.337Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-07T00:42:23.928Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"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\": \"$206.62\", \"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\": \"$69.99\", \"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\": \"$20.69\", \"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\": \"$7.79\", \"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\"product_details\": [{\"title\": \"Men\\u2019s Loose Fit Cotton T-Shirts (3-Pack) \\u2013 Soft, Breathable, Mens Oversized T Shirt for Gym & Daily Workout.\"},\n{\"price\": \"$29.99\"},\n{\"bullet_list\": \"\\u2714 Loose Fit for Maximum Comfort \\u2013 Oversized tshirts for men Designed for relaxed, easy movement, these loose-fit t-shirts provide a breathable and non-restrictive feel, perfect for daily wear, workouts, or lounging. \\u2714 Soft & Durable Cotton Fabric \\u2013 Made from premium 100% BCI Combed cotton, these gym oversized shirts men offer all-day comfort, superior breathability, and durability, keeping you cool and fresh. \\u2714 No Shrink, No Fade \\u2013 Pre-shrunk and fade-resistant, ensuring these Premium boxy tees for men maintain their size, shape, and color even after multiple washes. \\u2714 Versatile 3-Pack Value \\u2013 Get more for less with this pack of 3 essential heavy weight tshirts for men, ideal for layering, casual wear, or gym sessions. Available in classic colors to match any wardrobe. \\u2714 Easy Care & Long-Lasting \\u2013 Machine washable and wrinkle-resistant, these t-shirts are built to last, requiring minimal maintenance while keeping you looking sharp.\"},\n{\"asin\": \"B0DVSWWNXP\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Large\"},\n{\"Color\": \"White Pack of 3\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"$25.00\", \"quantity\": \"\"},\n{\"title\": \"Evervibe 4 Pack Men's Big & Tall Short Sleeve Tees, Crew Neck Cotton Blend T-Shirts Moisture Wicking Stretch Casual Gym Wear(Sand, White, Baihui Nan, Black,4X-Large)\", \"asin\": \"B0DS68KX2C\", \"price\": \"$46.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Army Green, Dark Gray,Medium)\", \"asin\": \"B0DQLCPG4X\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"Evervibe 10 Pack Men's Big and Tall Shirt Short Sleeve Cotton Tee Loose Fit Top(Haze Blue, Blue, Pink, Green, Cream, White, Light Gray, Medium Gray, Dark Gray, Black,XX-Large)\", \"asin\": \"B0DRV6FLSZ\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 5 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Summer Crew Neck Oversize Top Loose Fit Shirt Multipack(Black, Black, Black, Light Gray, White,Large)\", \"asin\": \"B0DRNW5TNP\", \"price\": \"$55.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Crew Neck Basic Casual Top Loose Fit Summer T Shirts(Black, White, Khaki,XL)\", \"asin\": \"B0DNFLX4Z7\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Big and Tall Shirts Cotton Short Sleeve Plus Size Tee Loose Fit Casual T Shirts Basic Oversized Tops(Black, Mocha, Beige,4X-Large)\", \"asin\": \"B0DZBB2B54\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"JEMLDL Men's Casual Shirts Crew Neck T-Shirts Cotton Lightweigt Sweat Pullover Tops US 43 L White\", \"asin\": \"B0DSHQP37R\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 5 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Summer Crew Neck Oversize Top Loose Fit Shirt Multipack(Black, Black, Black, Light Gray, White,5X-Large)\", \"asin\": \"B0DRNWXRT1\", \"price\": \"$55.99\", \"quantity\": \"\"},\n{\"title\": \"Riyiper 3 Pack Men's Big and Tall T Shirts Waffle Casual Summer Crewneck Short Sleeve Tops Basic Knit Tee(White, Light Grey, Black,XX-Large)\", \"asin\": \"B0DS3Z4VP7\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"EDUARDO Men's Anyone-Over fit Multipack 3 Pcs Short-Sleeved T-Shirt (US, Alpha, Small, Regular, Regular, White)\", \"asin\": \"B0CLXNWSR7\", \"price\": \"$35.88\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 6 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Summer Crew Neck Oversize Top Loose Fit Shirt Multipack(Blue, Pink, Green, White, Light Gray, Dark Gray,Medium)\", \"asin\": \"B0DRPG77LP\", \"price\": \"$62.99\", \"quantity\": \"\"},\n{\"title\": \"H2H Mens Everyday Stlye Outfit Round Neck Basic T-Shirt White White White US XX-Large (Pack of 3 CMTTS0198)\", \"asin\": \"B0DRN7TSKQ\", \"price\": \"$41.99\", \"quantity\": \"\"},\n{\"title\": \"Evervibe 3 Pack Men's Big and Tall T-Shirts, Crew Neck Cotton Short Sleeve Tees Summer Side Slits Shirts Casual Basic Tops(Black, White, Khaki,XX-Large)\", \"asin\": \"B0DRCC9DJV\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd Men's Big and Tall Shirt Short Sleeve Summer Cotton Tee Crew Neck Oversize Top Casual Loose Fit Knitted T Shirt M-7XL(White,X-Large)\", \"asin\": \"B0DR2P6S2V\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY Mens T Shirts Casual Short Sleeve Cotton Tee Shirts Hipster Hip Hop Longline T-Shirt Basic Summer Tops\", \"asin\": \"bf27b96e\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"GRACE KARIN Women's Satin Silk Blouse Lapel V Neck Long Sleeve Casual Work Blouse Shirts Pullover Tops\", \"asin\": \"140fbdd4\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Essentials Women's Slim-Fit Layering Long Sleeve Knit Rib V-Neck (Available in Plus Size), Pack of 2\", \"asin\": \"3e5f6c6f\", \"price\": \"$18.13\", \"quantity\": \"\"},\n{\"title\": \"Dokotoo Long Sleeve Shirts for Women 2024 Fashion Fall Ruffle Bubble Sleeve Casual Loose Tops and Blouses\", \"asin\": \"4047e86e\", \"price\": \"$20.28\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY Men's Casual Shirt Long Sleeve Casual Button Down Shirt for Men Summer Beach Wedding Shirt\", \"asin\": \"773e0f35\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"GRACE KARIN Women's 2025 Long Sleeve Peplum Dressy Shirt Office Bow Tie Work Blouses Tops Smocked Waist\", \"asin\": \"/promo/A1YVRD5G40GMTQ\", \"price\": \"$28.07\", \"quantity\": \"\"},\n{\"title\": \"Dokotoo Womens Fringe Vest 70s Hippie Costume Sleeveless Cowgirl Western Faux Suede Tassel Leather Outerwear\", \"asin\": \"07eb5ccc\", \"price\": \"$31.48\", \"quantity\": \"\"},\n{\"title\": \"True Classic Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men\", \"asin\": \"B0DTL65SYR\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"VEIISAR Men's Heavy Weight Crew Neck T-Shirt Mens Premium Cotton Tee - Pre Shrunk S-3XL\", \"asin\": \"B0CPSXCXY8\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Charles Wilson Men's 5 Pack Crew Neck T-Shirt\", \"asin\": \"B07DM6RKK1\", \"price\": \"$44.95\", \"quantity\": \"\"},\n{\"title\": \"Kingsted T-Shirts for Men Pack - Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee\", \"asin\": \"B0D4YQVQF4\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"EVERYDAY TEES Men's Heavy Cotton Tee (Pack of 12), Assorted Mixed Color Small to 5XL\", \"asin\": \"B0D4W5DXFW\", \"price\": \"$56.00\", \"quantity\": \"\"},\n{\"title\": \"Comfneat Men's 3-Pack Lightweight T-Shirts Cotton Crew Neck Regular Fit Solid Tee\", \"asin\": \"B0CGHTHQFK\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts\", \"asin\": \"B0DQLFJW81\", \"price\": \"$45.99\", \"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\": \"2025-04-10T18:10:54.266Z\", // 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
2025-04-10T18:10:54.266Z
click
review
rule
train
2,595
2025-04-10T18:10:54.266Z
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": "2025-04-07T00:42:23.928Z", "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"} {"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"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} {"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"} {"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"} {"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"} {"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"} {"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"} {"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"} {"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:15:46.772Z", "action": "click_product", "action_argument": "B0043JTA7S"} {"timestamp": "2025-04-08T00:16:08.041Z", "action": "click_product", "action_argument": "B0777LRN9F"} {"timestamp": "2025-04-08T00:18:56.688Z", "action": "click_product", "action_argument": "B087MC1HW6"} {"timestamp": "2025-04-08T01:08:41.680Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray \u7f16\u7ec7"} {"timestamp": "2025-04-08T01:08:41.865Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:48.494Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray nylon"} {"timestamp": "2025-04-08T01:11:48.790Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:55.067Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:11:59.077Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-08T01:12:05.683Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:12:14.918Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:12.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:22.813Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:28.877Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:14:53.912Z", "action": "purchase", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T01:15:56.058Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:16:05.480Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:18:50.961Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:19:15.369Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:37.300Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:40.777Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:20:10.780Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:31:25.004Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:25.253Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:31.755Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 \u94f6"} {"timestamp": "2025-04-08T01:31:32.024Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:38.260Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 silver"} {"timestamp": "2025-04-08T01:31:38.516Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:42.383Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:43.603Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:43.858Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:12:01.493Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:12:24.164Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:12:35.377Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:37.752Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:39.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:40.989Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:42.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:44.115Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:45.754Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:57.777Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:20:17.611Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-08T02:20:17.649Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-08T02:24:25.794Z", "action": "click_product", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T02:24:27.519Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:25:15.270Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:26:57.406Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T02:27:00.610Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T02:27:37.905Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-08T02:27:52.506Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver light gray nylon"} {"timestamp": "2025-04-08T02:27:52.784Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:54.455Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:54.626Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:56.191Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:59.523Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 light gray nylon"} {"timestamp": "2025-04-08T02:27:59.802Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:28:19.403Z", "action": "click_product", "action_argument": "B095K39ZYQ"} {"timestamp": "2025-04-08T02:28:43.766Z", "action": "click_product", "action_argument": "B08ZSHTCTJ"} {"timestamp": "2025-04-08T02:28:52.692Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:28:58.483Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:29:03.504Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:30:15.209Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:30:41.679Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:30:49.458Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:30:50.246Z", "action": "click", "action_argument": "product_option"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-10T18:04:39.512Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-10T18:05:22.346Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T18:05:25.355Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T18:05:37.444Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-10T18:05:51.112Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T18:06:02.544Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-10T18:06:42.362Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-10T18:06:45.015Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-10T18:06:46.337Z", "action": "click", "action_argument": "other"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}], "cart_items": [{"title": "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": "$206.62", "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 - 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Short Sleeve Crew Neck Plain Novelty T Shirt for Men", "asin": "B0DTL65SYR", "price": "$27.99", "quantity": ""}, {"title": "VEIISAR Men's Heavy Weight Crew Neck T-Shirt Mens Premium Cotton Tee - Pre Shrunk S-3XL", "asin": "B0CPSXCXY8", "price": "$26.99", "quantity": ""}, {"title": "Charles Wilson Men's 5 Pack Crew Neck T-Shirt", "asin": "B07DM6RKK1", "price": "$44.95", "quantity": ""}, {"title": "Kingsted T-Shirts for Men Pack - Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee", "asin": "B0D4YQVQF4", "price": "$11.99", "quantity": ""}, {"title": "EVERYDAY TEES Men's Heavy Cotton Tee (Pack of 12), Assorted Mixed Color Small to 5XL", "asin": "B0D4W5DXFW", "price": "$56.00", "quantity": ""}, {"title": "Comfneat Men's 3-Pack Lightweight T-Shirts Cotton Crew Neck Regular Fit Solid Tee", "asin": "B0CGHTHQFK", "price": "$26.99", "quantity": ""}, {"title": "Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts", "asin": "B0DQLFJW81", "price": "$45.99", "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": "2025-04-10T18:10:54.266Z", // 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>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-10T18:10:54.266Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-10T18:10:54.266Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "index": 2595, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-07T00:42:23.928Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"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\": \"$206.62\", \"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\": \"$69.99\", \"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\": \"$20.69\", \"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\": \"$7.79\", \"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\"product_details\": [{\"title\": \"Men\\u2019s Loose Fit Cotton T-Shirts (3-Pack) \\u2013 Soft, Breathable, Mens Oversized T Shirt for Gym & Daily Workout.\"},\n{\"price\": \"$29.99\"},\n{\"bullet_list\": \"\\u2714 Loose Fit for Maximum Comfort \\u2013 Oversized tshirts for men Designed for relaxed, easy movement, these loose-fit t-shirts provide a breathable and non-restrictive feel, perfect for daily wear, workouts, or lounging. \\u2714 Soft & Durable Cotton Fabric \\u2013 Made from premium 100% BCI Combed cotton, these gym oversized shirts men offer all-day comfort, superior breathability, and durability, keeping you cool and fresh. \\u2714 No Shrink, No Fade \\u2013 Pre-shrunk and fade-resistant, ensuring these Premium boxy tees for men maintain their size, shape, and color even after multiple washes. \\u2714 Versatile 3-Pack Value \\u2013 Get more for less with this pack of 3 essential heavy weight tshirts for men, ideal for layering, casual wear, or gym sessions. Available in classic colors to match any wardrobe. \\u2714 Easy Care & Long-Lasting \\u2013 Machine washable and wrinkle-resistant, these t-shirts are built to last, requiring minimal maintenance while keeping you looking sharp.\"},\n{\"asin\": \"B0DVSWWNXP\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Large\"},\n{\"Color\": \"White Pack of 3\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"$25.00\", \"quantity\": \"\"},\n{\"title\": \"Evervibe 4 Pack Men's Big & Tall Short Sleeve Tees, Crew Neck Cotton Blend T-Shirts Moisture Wicking Stretch Casual Gym Wear(Sand, White, Baihui Nan, Black,4X-Large)\", \"asin\": \"B0DS68KX2C\", \"price\": \"$46.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Army Green, Dark Gray,Medium)\", \"asin\": \"B0DQLCPG4X\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"Evervibe 10 Pack Men's Big and Tall Shirt Short Sleeve Cotton Tee Loose Fit Top(Haze Blue, Blue, Pink, Green, Cream, White, Light Gray, Medium Gray, Dark Gray, Black,XX-Large)\", \"asin\": \"B0DRV6FLSZ\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 5 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Summer Crew Neck Oversize Top Loose Fit Shirt Multipack(Black, Black, Black, Light Gray, White,Large)\", \"asin\": \"B0DRNW5TNP\", \"price\": \"$55.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Crew Neck Basic Casual Top Loose Fit Summer T Shirts(Black, White, Khaki,XL)\", \"asin\": \"B0DNFLX4Z7\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Big and Tall Shirts Cotton Short Sleeve Plus Size Tee Loose Fit Casual T Shirts Basic Oversized Tops(Black, Mocha, Beige,4X-Large)\", \"asin\": \"B0DZBB2B54\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"JEMLDL Men's Casual Shirts Crew Neck T-Shirts Cotton Lightweigt Sweat Pullover Tops US 43 L White\", \"asin\": \"B0DSHQP37R\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 5 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Summer Crew Neck Oversize Top Loose Fit Shirt Multipack(Black, Black, Black, Light Gray, White,5X-Large)\", \"asin\": \"B0DRNWXRT1\", \"price\": \"$55.99\", \"quantity\": \"\"},\n{\"title\": \"Riyiper 3 Pack Men's Big and Tall T Shirts Waffle Casual Summer Crewneck Short Sleeve Tops Basic Knit Tee(White, Light Grey, Black,XX-Large)\", \"asin\": \"B0DS3Z4VP7\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"EDUARDO Men's Anyone-Over fit Multipack 3 Pcs Short-Sleeved T-Shirt (US, Alpha, Small, Regular, Regular, White)\", \"asin\": \"B0CLXNWSR7\", \"price\": \"$35.88\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 6 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Summer Crew Neck Oversize Top Loose Fit Shirt Multipack(Blue, Pink, Green, White, Light Gray, Dark Gray,Medium)\", \"asin\": \"B0DRPG77LP\", \"price\": \"$62.99\", \"quantity\": \"\"},\n{\"title\": \"H2H Mens Everyday Stlye Outfit Round Neck Basic T-Shirt White White White US XX-Large (Pack of 3 CMTTS0198)\", \"asin\": \"B0DRN7TSKQ\", \"price\": \"$41.99\", \"quantity\": \"\"},\n{\"title\": \"Evervibe 3 Pack Men's Big and Tall T-Shirts, Crew Neck Cotton Short Sleeve Tees Summer Side Slits Shirts Casual Basic Tops(Black, White, Khaki,XX-Large)\", \"asin\": \"B0DRCC9DJV\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd Men's Big and Tall Shirt Short Sleeve Summer Cotton Tee Crew Neck Oversize Top Casual Loose Fit Knitted T Shirt M-7XL(White,X-Large)\", \"asin\": \"B0DR2P6S2V\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY Mens T Shirts Casual Short Sleeve Cotton Tee Shirts Hipster Hip Hop Longline T-Shirt Basic Summer Tops\", \"asin\": \"bf27b96e\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"GRACE KARIN Women's Satin Silk Blouse Lapel V Neck Long Sleeve Casual Work Blouse Shirts Pullover Tops\", \"asin\": \"140fbdd4\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Essentials Women's Slim-Fit Layering Long Sleeve Knit Rib V-Neck (Available in Plus Size), Pack of 2\", \"asin\": \"3e5f6c6f\", \"price\": \"$18.13\", \"quantity\": \"\"},\n{\"title\": \"Dokotoo Long Sleeve Shirts for Women 2024 Fashion Fall Ruffle Bubble Sleeve Casual Loose Tops and Blouses\", \"asin\": \"4047e86e\", \"price\": \"$20.28\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY Men's Casual Shirt Long Sleeve Casual Button Down Shirt for Men Summer Beach Wedding Shirt\", \"asin\": \"773e0f35\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"GRACE KARIN Women's 2025 Long Sleeve Peplum Dressy Shirt Office Bow Tie Work Blouses Tops Smocked Waist\", \"asin\": \"/promo/A1YVRD5G40GMTQ\", \"price\": \"$28.07\", \"quantity\": \"\"},\n{\"title\": \"Dokotoo Womens Fringe Vest 70s Hippie Costume Sleeveless Cowgirl Western Faux Suede Tassel Leather Outerwear\", \"asin\": \"07eb5ccc\", \"price\": \"$31.48\", \"quantity\": \"\"},\n{\"title\": \"True Classic Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men\", \"asin\": \"B0DTL65SYR\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"VEIISAR Men's Heavy Weight Crew Neck T-Shirt Mens Premium Cotton Tee - Pre Shrunk S-3XL\", \"asin\": \"B0CPSXCXY8\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Charles Wilson Men's 5 Pack Crew Neck T-Shirt\", \"asin\": \"B07DM6RKK1\", \"price\": \"$44.95\", \"quantity\": \"\"},\n{\"title\": \"Kingsted T-Shirts for Men Pack - Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee\", \"asin\": \"B0D4YQVQF4\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"EVERYDAY TEES Men's Heavy Cotton Tee (Pack of 12), Assorted Mixed Color Small to 5XL\", \"asin\": \"B0D4W5DXFW\", \"price\": \"$56.00\", \"quantity\": \"\"},\n{\"title\": \"Comfneat Men's 3-Pack Lightweight T-Shirts Cotton Crew Neck Regular Fit Solid Tee\", \"asin\": \"B0CGHTHQFK\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts\", \"asin\": \"B0DQLFJW81\", \"price\": \"$45.99\", \"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\": \"2025-04-10T18:10:54.266Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-07T00:42:23.928Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"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\": \"$206.62\", \"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\": \"$69.99\", \"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\": \"$20.69\", \"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\": \"$7.79\", \"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\"product_details\": [{\"title\": \"Men\\u2019s Loose Fit Cotton T-Shirts (3-Pack) \\u2013 Soft, Breathable, Mens Oversized T Shirt for Gym & Daily Workout.\"},\n{\"price\": \"$29.99\"},\n{\"bullet_list\": \"\\u2714 Loose Fit for Maximum Comfort \\u2013 Oversized tshirts for men Designed for relaxed, easy movement, these loose-fit t-shirts provide a breathable and non-restrictive feel, perfect for daily wear, workouts, or lounging. \\u2714 Soft & Durable Cotton Fabric \\u2013 Made from premium 100% BCI Combed cotton, these gym oversized shirts men offer all-day comfort, superior breathability, and durability, keeping you cool and fresh. \\u2714 No Shrink, No Fade \\u2013 Pre-shrunk and fade-resistant, ensuring these Premium boxy tees for men maintain their size, shape, and color even after multiple washes. \\u2714 Versatile 3-Pack Value \\u2013 Get more for less with this pack of 3 essential heavy weight tshirts for men, ideal for layering, casual wear, or gym sessions. Available in classic colors to match any wardrobe. \\u2714 Easy Care & Long-Lasting \\u2013 Machine washable and wrinkle-resistant, these t-shirts are built to last, requiring minimal maintenance while keeping you looking sharp.\"},\n{\"asin\": \"B0DVSWWNXP\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Medium\"},\n{\"Color\": \"White Pack of 3\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"$25.00\", \"quantity\": \"\"},\n{\"title\": \"Evervibe 4 Pack Men's Big & Tall Short Sleeve Tees, Crew Neck Cotton Blend T-Shirts Moisture Wicking Stretch Casual Gym Wear(Sand, White, Baihui Nan, Black,4X-Large)\", \"asin\": \"B0DS68KX2C\", \"price\": \"$46.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Army Green, Dark Gray,Medium)\", \"asin\": \"B0DQLCPG4X\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"Evervibe 10 Pack Men's Big and Tall Shirt Short Sleeve Cotton Tee Loose Fit Top(Haze Blue, Blue, Pink, Green, Cream, White, Light Gray, Medium Gray, Dark Gray, Black,XX-Large)\", \"asin\": \"B0DRV6FLSZ\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 5 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Summer Crew Neck Oversize Top Loose Fit Shirt Multipack(Black, Black, Black, Light Gray, White,Large)\", \"asin\": \"B0DRNW5TNP\", \"price\": \"$55.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Crew Neck Basic Casual Top Loose Fit Summer T Shirts(Black, White, Khaki,XL)\", \"asin\": \"B0DNFLX4Z7\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Big and Tall Shirts Cotton Short Sleeve Plus Size Tee Loose Fit Casual T Shirts Basic Oversized Tops(Black, Mocha, Beige,4X-Large)\", \"asin\": \"B0DZBB2B54\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"JEMLDL Men's Casual Shirts Crew Neck T-Shirts Cotton Lightweigt Sweat Pullover Tops US 43 L White\", \"asin\": \"B0DSHQP37R\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 5 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Summer Crew Neck Oversize Top Loose Fit Shirt Multipack(Black, Black, Black, Light Gray, White,5X-Large)\", \"asin\": \"B0DRNWXRT1\", \"price\": \"$55.99\", \"quantity\": \"\"},\n{\"title\": \"Riyiper 3 Pack Men's Big and Tall T Shirts Waffle Casual Summer Crewneck Short Sleeve Tops Basic Knit Tee(White, Light Grey, Black,XX-Large)\", \"asin\": \"B0DS3Z4VP7\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"EDUARDO Men's Anyone-Over fit Multipack 3 Pcs Short-Sleeved T-Shirt (US, Alpha, Small, Regular, Regular, White)\", \"asin\": \"B0CLXNWSR7\", \"price\": \"$35.88\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 6 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Summer Crew Neck Oversize Top Loose Fit Shirt Multipack(Blue, Pink, Green, White, Light Gray, Dark Gray,Medium)\", \"asin\": \"B0DRPG77LP\", \"price\": \"$62.99\", \"quantity\": \"\"},\n{\"title\": \"H2H Mens Everyday Stlye Outfit Round Neck Basic T-Shirt White White White US XX-Large (Pack of 3 CMTTS0198)\", \"asin\": \"B0DRN7TSKQ\", \"price\": \"$41.99\", \"quantity\": \"\"},\n{\"title\": \"Evervibe 3 Pack Men's Big and Tall T-Shirts, Crew Neck Cotton Short Sleeve Tees Summer Side Slits Shirts Casual Basic Tops(Black, White, Khaki,XX-Large)\", \"asin\": \"B0DRCC9DJV\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd Men's Big and Tall Shirt Short Sleeve Summer Cotton Tee Crew Neck Oversize Top Casual Loose Fit Knitted T Shirt M-7XL(White,X-Large)\", \"asin\": \"B0DR2P6S2V\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY Mens T Shirts Casual Short Sleeve Cotton Tee Shirts Hipster Hip Hop Longline T-Shirt Basic Summer Tops\", \"asin\": \"bf27b96e\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"GRACE KARIN Women's Satin Silk Blouse Lapel V Neck Long Sleeve Casual Work Blouse Shirts Pullover Tops\", \"asin\": \"140fbdd4\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Essentials Women's Slim-Fit Layering Long Sleeve Knit Rib V-Neck (Available in Plus Size), Pack of 2\", \"asin\": \"3e5f6c6f\", \"price\": \"$18.13\", \"quantity\": \"\"},\n{\"title\": \"Dokotoo Long Sleeve Shirts for Women 2024 Fashion Fall Ruffle Bubble Sleeve Casual Loose Tops and Blouses\", \"asin\": \"4047e86e\", \"price\": \"$20.28\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY Men's Casual Shirt Long Sleeve Casual Button Down Shirt for Men Summer Beach Wedding Shirt\", \"asin\": \"773e0f35\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"GRACE KARIN Women's 2025 Long Sleeve Peplum Dressy Shirt Office Bow Tie Work Blouses Tops Smocked Waist\", \"asin\": \"/promo/A1YVRD5G40GMTQ\", \"price\": \"$28.07\", \"quantity\": \"\"},\n{\"title\": \"Dokotoo Womens Fringe Vest 70s Hippie Costume Sleeveless Cowgirl Western Faux Suede Tassel Leather Outerwear\", \"asin\": \"07eb5ccc\", \"price\": \"$31.48\", \"quantity\": \"\"},\n{\"title\": \"True Classic Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men\", \"asin\": \"B0DTL65SYR\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"VEIISAR Men's Heavy Weight Crew Neck T-Shirt Mens Premium Cotton Tee - Pre Shrunk S-3XL\", \"asin\": \"B0CPSXCXY8\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Charles Wilson Men's 5 Pack Crew Neck T-Shirt\", \"asin\": \"B07DM6RKK1\", \"price\": \"$44.95\", \"quantity\": \"\"},\n{\"title\": \"Kingsted T-Shirts for Men Pack - Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee\", \"asin\": \"B0D4YQVQF4\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"EVERYDAY TEES Men's Heavy Cotton Tee (Pack of 12), Assorted Mixed Color Small to 5XL\", \"asin\": \"B0D4W5DXFW\", \"price\": \"$56.00\", \"quantity\": \"\"},\n{\"title\": \"Comfneat Men's 3-Pack Lightweight T-Shirts Cotton Crew Neck Regular Fit Solid Tee\", \"asin\": \"B0CGHTHQFK\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts\", \"asin\": \"B0DQLFJW81\", \"price\": \"$45.99\", \"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\": \"2025-04-10T18:10:55.877Z\", // 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
2025-04-10T18:10:55.877Z
click
product_option
rule
train
2,596
2025-04-10T18:10:55.877Z
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": "2025-04-07T00:42:23.928Z", "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"} {"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"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} {"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"} {"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"} {"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"} {"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"} {"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"} {"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"} {"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:15:46.772Z", "action": "click_product", "action_argument": "B0043JTA7S"} {"timestamp": "2025-04-08T00:16:08.041Z", "action": "click_product", "action_argument": "B0777LRN9F"} {"timestamp": "2025-04-08T00:18:56.688Z", "action": "click_product", "action_argument": "B087MC1HW6"} {"timestamp": "2025-04-08T01:08:41.680Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray \u7f16\u7ec7"} {"timestamp": "2025-04-08T01:08:41.865Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:48.494Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray nylon"} {"timestamp": "2025-04-08T01:11:48.790Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:55.067Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:11:59.077Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-08T01:12:05.683Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:12:14.918Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:12.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:22.813Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:28.877Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:14:53.912Z", "action": "purchase", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T01:15:56.058Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:16:05.480Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:18:50.961Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:19:15.369Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:37.300Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:40.777Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:20:10.780Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:31:25.004Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:25.253Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:31.755Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 \u94f6"} {"timestamp": "2025-04-08T01:31:32.024Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:38.260Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 silver"} {"timestamp": "2025-04-08T01:31:38.516Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:42.383Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:43.603Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:43.858Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:12:01.493Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:12:24.164Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:12:35.377Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:37.752Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:39.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:40.989Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:42.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:44.115Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:45.754Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:57.777Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:20:17.611Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-08T02:20:17.649Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-08T02:24:25.794Z", "action": "click_product", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T02:24:27.519Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:25:15.270Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:26:57.406Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T02:27:00.610Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T02:27:37.905Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-08T02:27:52.506Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver light gray nylon"} {"timestamp": "2025-04-08T02:27:52.784Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:54.455Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:54.626Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:56.191Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:59.523Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 light gray nylon"} {"timestamp": "2025-04-08T02:27:59.802Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:28:19.403Z", "action": "click_product", "action_argument": "B095K39ZYQ"} {"timestamp": "2025-04-08T02:28:43.766Z", "action": "click_product", "action_argument": "B08ZSHTCTJ"} {"timestamp": "2025-04-08T02:28:52.692Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:28:58.483Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:29:03.504Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:30:15.209Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:30:41.679Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:30:49.458Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:30:50.246Z", "action": "click", "action_argument": "product_option"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-10T18:04:39.512Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-10T18:05:22.346Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T18:05:25.355Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T18:05:37.444Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-10T18:05:51.112Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T18:06:02.544Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-10T18:06:42.362Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-10T18:06:45.015Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-10T18:06:46.337Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-10T18:10:54.266Z", "action": "click", "action_argument": "review"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}], "cart_items": [{"title": "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": "$206.62", "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": "$69.99", "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": "$20.69", "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": "$7.79", "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"}], "product_details": [{"title": "Men\u2019s Loose Fit Cotton T-Shirts (3-Pack) \u2013 Soft, Breathable, Mens Oversized T Shirt for Gym & Daily Workout."}, {"price": "$29.99"}, {"bullet_list": "\u2714 Loose Fit for Maximum Comfort \u2013 Oversized tshirts for men Designed for relaxed, easy movement, these loose-fit t-shirts provide a breathable and non-restrictive feel, perfect for daily wear, workouts, or lounging. \u2714 Soft & Durable Cotton Fabric \u2013 Made from premium 100% BCI Combed cotton, these gym oversized shirts men offer all-day comfort, superior breathability, and durability, keeping you cool and fresh. \u2714 No Shrink, No Fade \u2013 Pre-shrunk and fade-resistant, ensuring these Premium boxy tees for men maintain their size, shape, and color even after multiple washes. \u2714 Versatile 3-Pack Value \u2013 Get more for less with this pack of 3 essential heavy weight tshirts for men, ideal for layering, casual wear, or gym sessions. Available in classic colors to match any wardrobe. \u2714 Easy Care & Long-Lasting \u2013 Machine washable and wrinkle-resistant, these t-shirts are built to last, requiring minimal maintenance while keeping you looking sharp."}, {"asin": "B0DVSWWNXP"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "Medium"}, {"Color": "White Pack of 3"}], "promotion_items": [{"title": "", "asin": "", "price": "$25.00", "quantity": ""}, {"title": "Evervibe 4 Pack Men's Big & Tall Short Sleeve Tees, Crew Neck Cotton Blend T-Shirts Moisture Wicking Stretch Casual Gym Wear(Sand, White, Baihui Nan, Black,4X-Large)", "asin": "B0DS68KX2C", "price": "$46.99", "quantity": ""}, {"title": "Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Army Green, Dark Gray,Medium)", "asin": "B0DQLCPG4X", "price": "$45.99", "quantity": ""}, {"title": "Evervibe 10 Pack Men's Big and Tall Shirt Short Sleeve Cotton Tee Loose Fit Top(Haze Blue, Blue, Pink, Green, Cream, White, Light Gray, Medium Gray, Dark Gray, Black,XX-Large)", "asin": "B0DRV6FLSZ", "price": "$99.99", "quantity": ""}, {"title": "Ficerd 5 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Summer Crew Neck Oversize Top Loose Fit Shirt Multipack(Black, Black, Black, Light Gray, White,Large)", "asin": "B0DRNW5TNP", "price": "$55.99", "quantity": ""}, {"title": "Ficerd 3 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Crew Neck Basic Casual Top Loose Fit Summer T Shirts(Black, White, Khaki,XL)", "asin": "B0DNFLX4Z7", "price": "$36.99", "quantity": ""}, {"title": "Ficerd 3 Pack Men's Big and Tall Shirts Cotton Short Sleeve Plus Size Tee Loose Fit Casual T Shirts Basic Oversized Tops(Black, Mocha, Beige,4X-Large)", "asin": "B0DZBB2B54", "price": "$36.99", "quantity": ""}, {"title": "JEMLDL Men's Casual Shirts Crew Neck T-Shirts Cotton Lightweigt Sweat Pullover Tops US 43 L White", "asin": "B0DSHQP37R", "price": "$19.99", "quantity": ""}, {"title": "Ficerd 5 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Summer Crew Neck Oversize Top Loose Fit Shirt Multipack(Black, Black, Black, Light Gray, White,5X-Large)", "asin": "B0DRNWXRT1", "price": "$55.99", "quantity": ""}, {"title": "Riyiper 3 Pack Men's Big and Tall T Shirts Waffle Casual Summer Crewneck Short Sleeve Tops Basic Knit Tee(White, Light Grey, Black,XX-Large)", "asin": "B0DS3Z4VP7", "price": "$36.99", "quantity": ""}, {"title": "EDUARDO Men's Anyone-Over fit Multipack 3 Pcs Short-Sleeved T-Shirt (US, Alpha, Small, Regular, Regular, White)", "asin": "B0CLXNWSR7", "price": "$35.88", "quantity": ""}, {"title": "Ficerd 6 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Summer Crew Neck Oversize Top Loose Fit Shirt Multipack(Blue, Pink, Green, White, Light Gray, Dark Gray,Medium)", "asin": "B0DRPG77LP", "price": "$62.99", "quantity": ""}, {"title": "H2H Mens Everyday Stlye Outfit Round Neck Basic T-Shirt White White White US XX-Large (Pack of 3 CMTTS0198)", "asin": "B0DRN7TSKQ", "price": "$41.99", "quantity": ""}, {"title": "Evervibe 3 Pack Men's Big and Tall T-Shirts, Crew Neck Cotton Short Sleeve Tees Summer Side Slits Shirts Casual Basic Tops(Black, White, Khaki,XX-Large)", "asin": "B0DRCC9DJV", "price": "$37.99", "quantity": ""}, {"title": "Ficerd Men's Big and Tall Shirt Short Sleeve Summer Cotton Tee Crew Neck Oversize Top Casual Loose Fit Knitted T Shirt M-7XL(White,X-Large)", "asin": "B0DR2P6S2V", "price": "$16.99", "quantity": ""}, {"title": "COOFANDY Mens T Shirts Casual Short Sleeve Cotton Tee Shirts Hipster Hip Hop Longline T-Shirt Basic Summer Tops", "asin": "bf27b96e", "price": "$19.99", "quantity": ""}, {"title": "GRACE KARIN Women's Satin Silk Blouse Lapel V Neck Long Sleeve Casual Work Blouse Shirts Pullover Tops", "asin": "140fbdd4", "price": "$22.99", "quantity": ""}, {"title": "Amazon Essentials Women's Slim-Fit Layering Long Sleeve Knit Rib V-Neck (Available in Plus Size), Pack of 2", "asin": "3e5f6c6f", "price": "$18.13", "quantity": ""}, {"title": "Dokotoo Long Sleeve Shirts for Women 2024 Fashion Fall Ruffle Bubble Sleeve Casual Loose Tops and Blouses", "asin": "4047e86e", "price": "$20.28", "quantity": ""}, {"title": "COOFANDY Men's Casual Shirt Long Sleeve Casual Button Down Shirt for Men Summer Beach Wedding Shirt", "asin": "773e0f35", "price": "$19.99", "quantity": ""}, {"title": "GRACE KARIN Women's 2025 Long Sleeve Peplum Dressy Shirt Office Bow Tie Work Blouses Tops Smocked Waist", "asin": "/promo/A1YVRD5G40GMTQ", "price": "$28.07", "quantity": ""}, {"title": "Dokotoo Womens Fringe Vest 70s Hippie Costume Sleeveless Cowgirl Western Faux Suede Tassel Leather Outerwear", "asin": "07eb5ccc", "price": "$31.48", "quantity": ""}, {"title": "True Classic Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men", "asin": "B0DTL65SYR", "price": "$27.99", "quantity": ""}, {"title": "VEIISAR Men's Heavy Weight Crew Neck T-Shirt Mens Premium Cotton Tee - Pre Shrunk S-3XL", "asin": "B0CPSXCXY8", "price": "$26.99", "quantity": ""}, {"title": "Charles Wilson Men's 5 Pack Crew Neck T-Shirt", "asin": "B07DM6RKK1", "price": "$44.95", "quantity": ""}, {"title": "Kingsted T-Shirts for Men Pack - Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee", "asin": "B0D4YQVQF4", "price": "$11.99", "quantity": ""}, {"title": "EVERYDAY TEES Men's Heavy Cotton Tee (Pack of 12), Assorted Mixed Color Small to 5XL", "asin": "B0D4W5DXFW", "price": "$56.00", "quantity": ""}, {"title": "Comfneat Men's 3-Pack Lightweight T-Shirts Cotton Crew Neck Regular Fit Solid Tee", "asin": "B0CGHTHQFK", "price": "$26.99", "quantity": ""}, {"title": "Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts", "asin": "B0DQLFJW81", "price": "$45.99", "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": "2025-04-10T18:10:55.877Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-10T18:10:55.877Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-10T18:10:55.877Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>", "index": 2596, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-07T00:42:23.928Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"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\": \"$206.62\", \"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\": \"$69.99\", \"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\": \"$20.69\", \"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\": \"$7.79\", \"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\"product_details\": [{\"title\": \"Men\\u2019s Loose Fit Cotton T-Shirts (3-Pack) \\u2013 Soft, Breathable, Mens Oversized T Shirt for Gym & Daily Workout.\"},\n{\"price\": \"$29.99\"},\n{\"bullet_list\": \"\\u2714 Loose Fit for Maximum Comfort \\u2013 Oversized tshirts for men Designed for relaxed, easy movement, these loose-fit t-shirts provide a breathable and non-restrictive feel, perfect for daily wear, workouts, or lounging. \\u2714 Soft & Durable Cotton Fabric \\u2013 Made from premium 100% BCI Combed cotton, these gym oversized shirts men offer all-day comfort, superior breathability, and durability, keeping you cool and fresh. \\u2714 No Shrink, No Fade \\u2013 Pre-shrunk and fade-resistant, ensuring these Premium boxy tees for men maintain their size, shape, and color even after multiple washes. \\u2714 Versatile 3-Pack Value \\u2013 Get more for less with this pack of 3 essential heavy weight tshirts for men, ideal for layering, casual wear, or gym sessions. Available in classic colors to match any wardrobe. \\u2714 Easy Care & Long-Lasting \\u2013 Machine washable and wrinkle-resistant, these t-shirts are built to last, requiring minimal maintenance while keeping you looking sharp.\"},\n{\"asin\": \"B0DVSWWNXP\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Medium\"},\n{\"Color\": \"White Pack of 3\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"$25.00\", \"quantity\": \"\"},\n{\"title\": \"Evervibe 4 Pack Men's Big & Tall Short Sleeve Tees, Crew Neck Cotton Blend T-Shirts Moisture Wicking Stretch Casual Gym Wear(Sand, White, Baihui Nan, Black,4X-Large)\", \"asin\": \"B0DS68KX2C\", \"price\": \"$46.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Army Green, Dark Gray,Medium)\", \"asin\": \"B0DQLCPG4X\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"Evervibe 10 Pack Men's Big and Tall Shirt Short Sleeve Cotton Tee Loose Fit Top(Haze Blue, Blue, Pink, Green, Cream, White, Light Gray, Medium Gray, Dark Gray, Black,XX-Large)\", \"asin\": \"B0DRV6FLSZ\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 5 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Summer Crew Neck Oversize Top Loose Fit Shirt Multipack(Black, Black, Black, Light Gray, White,Large)\", \"asin\": \"B0DRNW5TNP\", \"price\": \"$55.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Crew Neck Basic Casual Top Loose Fit Summer T Shirts(Black, White, Khaki,XL)\", \"asin\": \"B0DNFLX4Z7\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Big and Tall Shirts Cotton Short Sleeve Plus Size Tee Loose Fit Casual T Shirts Basic Oversized Tops(Black, Mocha, Beige,4X-Large)\", \"asin\": \"B0DZBB2B54\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"JEMLDL Men's Casual Shirts Crew Neck T-Shirts Cotton Lightweigt Sweat Pullover Tops US 43 L White\", \"asin\": \"B0DSHQP37R\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 5 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Summer Crew Neck Oversize Top Loose Fit Shirt Multipack(Black, Black, Black, Light Gray, White,5X-Large)\", \"asin\": \"B0DRNWXRT1\", \"price\": \"$55.99\", \"quantity\": \"\"},\n{\"title\": \"Riyiper 3 Pack Men's Big and Tall T Shirts Waffle Casual Summer Crewneck Short Sleeve Tops Basic Knit Tee(White, Light Grey, Black,XX-Large)\", \"asin\": \"B0DS3Z4VP7\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"EDUARDO Men's Anyone-Over fit Multipack 3 Pcs Short-Sleeved T-Shirt (US, Alpha, Small, Regular, Regular, White)\", \"asin\": \"B0CLXNWSR7\", \"price\": \"$35.88\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 6 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Summer Crew Neck Oversize Top Loose Fit Shirt Multipack(Blue, Pink, Green, White, Light Gray, Dark Gray,Medium)\", \"asin\": \"B0DRPG77LP\", \"price\": \"$62.99\", \"quantity\": \"\"},\n{\"title\": \"H2H Mens Everyday Stlye Outfit Round Neck Basic T-Shirt White White White US XX-Large (Pack of 3 CMTTS0198)\", \"asin\": \"B0DRN7TSKQ\", \"price\": \"$41.99\", \"quantity\": \"\"},\n{\"title\": \"Evervibe 3 Pack Men's Big and Tall T-Shirts, Crew Neck Cotton Short Sleeve Tees Summer Side Slits Shirts Casual Basic Tops(Black, White, Khaki,XX-Large)\", \"asin\": \"B0DRCC9DJV\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd Men's Big and Tall Shirt Short Sleeve Summer Cotton Tee Crew Neck Oversize Top Casual Loose Fit Knitted T Shirt M-7XL(White,X-Large)\", \"asin\": \"B0DR2P6S2V\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY Mens T Shirts Casual Short Sleeve Cotton Tee Shirts Hipster Hip Hop Longline T-Shirt Basic Summer Tops\", \"asin\": \"bf27b96e\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"GRACE KARIN Women's Satin Silk Blouse Lapel V Neck Long Sleeve Casual Work Blouse Shirts Pullover Tops\", \"asin\": \"140fbdd4\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Essentials Women's Slim-Fit Layering Long Sleeve Knit Rib V-Neck (Available in Plus Size), Pack of 2\", \"asin\": \"3e5f6c6f\", \"price\": \"$18.13\", \"quantity\": \"\"},\n{\"title\": \"Dokotoo Long Sleeve Shirts for Women 2024 Fashion Fall Ruffle Bubble Sleeve Casual Loose Tops and Blouses\", \"asin\": \"4047e86e\", \"price\": \"$20.28\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY Men's Casual Shirt Long Sleeve Casual Button Down Shirt for Men Summer Beach Wedding Shirt\", \"asin\": \"773e0f35\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"GRACE KARIN Women's 2025 Long Sleeve Peplum Dressy Shirt Office Bow Tie Work Blouses Tops Smocked Waist\", \"asin\": \"/promo/A1YVRD5G40GMTQ\", \"price\": \"$28.07\", \"quantity\": \"\"},\n{\"title\": \"Dokotoo Womens Fringe Vest 70s Hippie Costume Sleeveless Cowgirl Western Faux Suede Tassel Leather Outerwear\", \"asin\": \"07eb5ccc\", \"price\": \"$31.48\", \"quantity\": \"\"},\n{\"title\": \"True Classic Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men\", \"asin\": \"B0DTL65SYR\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"VEIISAR Men's Heavy Weight Crew Neck T-Shirt Mens Premium Cotton Tee - Pre Shrunk S-3XL\", \"asin\": \"B0CPSXCXY8\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Charles Wilson Men's 5 Pack Crew Neck T-Shirt\", \"asin\": \"B07DM6RKK1\", \"price\": \"$44.95\", \"quantity\": \"\"},\n{\"title\": \"Kingsted T-Shirts for Men Pack - Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee\", \"asin\": \"B0D4YQVQF4\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"EVERYDAY TEES Men's Heavy Cotton Tee (Pack of 12), Assorted Mixed Color Small to 5XL\", \"asin\": \"B0D4W5DXFW\", \"price\": \"$56.00\", \"quantity\": \"\"},\n{\"title\": \"Comfneat Men's 3-Pack Lightweight T-Shirts Cotton Crew Neck Regular Fit Solid Tee\", \"asin\": \"B0CGHTHQFK\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts\", \"asin\": \"B0DQLFJW81\", \"price\": \"$45.99\", \"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\": \"2025-04-10T18:10:55.877Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-07T00:42:23.928Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"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\": \"$206.62\", \"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\": \"$69.99\", \"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\": \"$20.69\", \"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\": \"$7.79\", \"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\"product_details\": [{\"title\": \"Men\\u2019s Loose Fit Cotton T-Shirts (3-Pack) \\u2013 Soft, Breathable, Mens Oversized T Shirt for Gym & Daily Workout.\"},\n{\"price\": \"$39.99\"},\n{\"bullet_list\": \"\\u2714 Loose Fit for Maximum Comfort \\u2013 Oversized tshirts for men Designed for relaxed, easy movement, these loose-fit t-shirts provide a breathable and non-restrictive feel, perfect for daily wear, workouts, or lounging. \\u2714 Soft & Durable Cotton Fabric \\u2013 Made from premium 100% BCI Combed cotton, these gym oversized shirts men offer all-day comfort, superior breathability, and durability, keeping you cool and fresh. \\u2714 No Shrink, No Fade \\u2013 Pre-shrunk and fade-resistant, ensuring these Premium boxy tees for men maintain their size, shape, and color even after multiple washes. \\u2714 Versatile 3-Pack Value \\u2013 Get more for less with this pack of 3 essential heavy weight tshirts for men, ideal for layering, casual wear, or gym sessions. Available in classic colors to match any wardrobe. \\u2714 Easy Care & Long-Lasting \\u2013 Machine washable and wrinkle-resistant, these t-shirts are built to last, requiring minimal maintenance while keeping you looking sharp.\"},\n{\"asin\": \"B0DVSW7QH1\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Medium\"},\n{\"Color\": \"White Pack of 3\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"$25.00\", \"quantity\": \"\"},\n{\"title\": \"USQUARED Men's Crew Neck Tee 100% Combed Lightweight Cotton T-Shirts (US, Alpha, Medium, Regular, Regular, Pack of 3 Assorted)\", \"asin\": \"B0DV58CYZB\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"DMOYALA Men Vintage Graphic Tees Washed Oversized Skull 3D Printed T-Shirts Casual Streetwear Shirt Summer Tops Grey/Vintage Printed L\", \"asin\": \"B0DZT8WR85\", \"price\": \"$28.99\", \"quantity\": \"\"},\n{\"title\": \"Rhone Men's Origin Performance Tee - Ultrasoft Cotton Blend Fabric, Lightweight, Moisture-Wicking, Anti-Odor T-Shirt (White, Large)\", \"asin\": \"B0DQVT1XHK\", \"price\": \"$48.00\", \"quantity\": \"\"},\n{\"title\": \"INTO THE AM Men's Fitted Crew Neck Logo Basic Tees 3-Pack - Modern Fit Fresh Classic Short Sleeve T-Shirts for Men (White, Small)\", \"asin\": \"B08GY8RRT9\", \"price\": \"$54.95\", \"quantity\": \"\"},\n{\"title\": \"MIDMX 3PCS Vintage Heavyweight Cotton T Shirts for Men Oversized T Shirts for Women Unisex Short Sleeves Street Casual Loose Acid Washed Tee\", \"asin\": \"B0DRG4BG72\", \"price\": \"$30.99\", \"quantity\": \"\"},\n{\"title\": \"DAVID ARCHY Men's Heavyweight T-Shirt Cotton Sorona Casual Plain Shirts Curved Hem Tees Crewneck for Men 2-Pack(L, Ivory White)\", \"asin\": \"B0D7HJ8R74\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt\", \"asin\": \"B0BWDNFS36\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY Mens T Shirts Casual Short Sleeve Cotton Tee Shirts Hipster Hip Hop Longline T-Shirt Basic Summer Tops\", \"asin\": \"bf27b96e\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"GRACE KARIN Women's Satin Silk Blouse Lapel V Neck Long Sleeve Casual Work Blouse Shirts Pullover Tops\", \"asin\": \"140fbdd4\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Essentials Women's Slim-Fit Layering Long Sleeve Knit Rib V-Neck (Available in Plus Size), Pack of 2\", \"asin\": \"3e5f6c6f\", \"price\": \"$18.13\", \"quantity\": \"\"},\n{\"title\": \"Dokotoo Long Sleeve Shirts for Women 2024 Fashion Fall Ruffle Bubble Sleeve Casual Loose Tops and Blouses\", \"asin\": \"4047e86e\", \"price\": \"$20.28\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY Men's Casual Shirt Long Sleeve Casual Button Down Shirt for Men Summer Beach Wedding Shirt\", \"asin\": \"773e0f35\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"GRACE KARIN Women's 2025 Long Sleeve Peplum Dressy Shirt Office Bow Tie Work Blouses Tops Smocked Waist\", \"asin\": \"/promo/A1YVRD5G40GMTQ\", \"price\": \"$28.07\", \"quantity\": \"\"},\n{\"title\": \"Dokotoo Womens Fringe Vest 70s Hippie Costume Sleeveless Cowgirl Western Faux Suede Tassel Leather Outerwear\", \"asin\": \"07eb5ccc\", \"price\": \"$31.48\", \"quantity\": \"\"},\n{\"title\": \"True Classic Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men\", \"asin\": \"B0DTL65SYR\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"VEIISAR Men's Heavy Weight Crew Neck T-Shirt Mens Premium Cotton Tee - Pre Shrunk S-3XL\", \"asin\": \"B0CPSXCXY8\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Charles Wilson Men's 5 Pack Crew Neck T-Shirt\", \"asin\": \"B07DM6RKK1\", \"price\": \"$44.95\", \"quantity\": \"\"},\n{\"title\": \"Kingsted T-Shirts for Men Pack - Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee\", \"asin\": \"B0D4YQVQF4\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"EVERYDAY TEES Men's Heavy Cotton Tee (Pack of 12), Assorted Mixed Color Small to 5XL\", \"asin\": \"B0D4W5DXFW\", \"price\": \"$56.00\", \"quantity\": \"\"},\n{\"title\": \"Comfneat Men's 3-Pack Lightweight T-Shirts Cotton Crew Neck Regular Fit Solid Tee\", \"asin\": \"B0CGHTHQFK\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts\", \"asin\": \"B0DQLFJW81\", \"price\": \"$45.99\", \"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\": \"2025-04-10T18:11:40.646Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-10T18:11:40.646Z
purchase
B0DVSW7QH1
rule
train
2,597
2025-04-10T18:11:40.646Z
purchase
B0DVSW7QH1
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"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"} {"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"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} {"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"} {"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"} {"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"} {"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"} {"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"} {"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"} {"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:15:46.772Z", "action": "click_product", "action_argument": "B0043JTA7S"} {"timestamp": "2025-04-08T00:16:08.041Z", "action": "click_product", "action_argument": "B0777LRN9F"} {"timestamp": "2025-04-08T00:18:56.688Z", "action": "click_product", "action_argument": "B087MC1HW6"} {"timestamp": "2025-04-08T01:08:41.680Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray \u7f16\u7ec7"} {"timestamp": "2025-04-08T01:08:41.865Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:48.494Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver Gray nylon"} {"timestamp": "2025-04-08T01:11:48.790Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:11:55.067Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:11:59.077Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-08T01:12:05.683Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:12:14.918Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:12.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:22.813Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:13:28.877Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:14:53.912Z", "action": "purchase", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T01:15:56.058Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:16:05.480Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:18:50.961Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:19:15.369Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:37.300Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:40.777Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:20:10.780Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:31:25.004Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:25.253Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:31.755Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 \u94f6"} {"timestamp": "2025-04-08T01:31:32.024Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:38.260Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 silver"} {"timestamp": "2025-04-08T01:31:38.516Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:42.383Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:43.603Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:43.858Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:12:01.493Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:12:24.164Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:12:35.377Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:37.752Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:39.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:40.989Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:42.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:44.115Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:45.754Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:57.777Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:20:17.611Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-08T02:20:17.649Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-08T02:24:25.794Z", "action": "click_product", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T02:24:27.519Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:25:15.270Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:26:57.406Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T02:27:00.610Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T02:27:37.905Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-08T02:27:52.506Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver light gray nylon"} {"timestamp": "2025-04-08T02:27:52.784Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:54.455Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:54.626Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:56.191Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:59.523Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 light gray nylon"} {"timestamp": "2025-04-08T02:27:59.802Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:28:19.403Z", "action": "click_product", "action_argument": "B095K39ZYQ"} {"timestamp": "2025-04-08T02:28:43.766Z", "action": "click_product", "action_argument": "B08ZSHTCTJ"} {"timestamp": "2025-04-08T02:28:52.692Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:28:58.483Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:29:03.504Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:30:15.209Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:30:41.679Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:30:49.458Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:30:50.246Z", "action": "click", "action_argument": "product_option"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-10T18:04:39.512Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-10T18:05:22.346Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T18:05:25.355Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T18:05:37.444Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-10T18:05:51.112Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T18:06:02.544Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-10T18:06:42.362Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-10T18:06:45.015Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-10T18:06:46.337Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-10T18:10:54.266Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T18:10:55.877Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}], "cart_items": [{"title": "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": "$206.62", "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": "$69.99", "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": "$20.69", "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": "$7.79", "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"}], "product_details": [{"title": "Men\u2019s Loose Fit Cotton T-Shirts (3-Pack) \u2013 Soft, Breathable, Mens Oversized T Shirt for Gym & Daily Workout."}, {"price": "$39.99"}, {"bullet_list": "\u2714 Loose Fit for Maximum Comfort \u2013 Oversized tshirts for men Designed for relaxed, easy movement, these loose-fit t-shirts provide a breathable and non-restrictive feel, perfect for daily wear, workouts, or lounging. \u2714 Soft & Durable Cotton Fabric \u2013 Made from premium 100% BCI Combed cotton, these gym oversized shirts men offer all-day comfort, superior breathability, and durability, keeping you cool and fresh. \u2714 No Shrink, No Fade \u2013 Pre-shrunk and fade-resistant, ensuring these Premium boxy tees for men maintain their size, shape, and color even after multiple washes. \u2714 Versatile 3-Pack Value \u2013 Get more for less with this pack of 3 essential heavy weight tshirts for men, ideal for layering, casual wear, or gym sessions. Available in classic colors to match any wardrobe. \u2714 Easy Care & Long-Lasting \u2013 Machine washable and wrinkle-resistant, these t-shirts are built to last, requiring minimal maintenance while keeping you looking sharp."}, {"asin": "B0DVSW7QH1"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "Medium"}, {"Color": "White Pack of 3"}], "promotion_items": [{"title": "", "asin": "", "price": "$25.00", "quantity": ""}, {"title": "USQUARED Men's Crew Neck Tee 100% Combed Lightweight Cotton T-Shirts (US, Alpha, Medium, Regular, Regular, Pack of 3 Assorted)", "asin": "B0DV58CYZB", "price": "$34.99", "quantity": ""}, {"title": "DMOYALA Men Vintage Graphic Tees Washed Oversized Skull 3D Printed T-Shirts Casual Streetwear Shirt Summer Tops Grey/Vintage Printed L", "asin": "B0DZT8WR85", "price": "$28.99", "quantity": ""}, {"title": "Rhone Men's Origin Performance Tee - Ultrasoft Cotton Blend Fabric, Lightweight, Moisture-Wicking, Anti-Odor T-Shirt (White, Large)", "asin": "B0DQVT1XHK", "price": "$48.00", "quantity": ""}, {"title": "INTO THE AM Men's Fitted Crew Neck Logo Basic Tees 3-Pack - Modern Fit Fresh Classic Short Sleeve T-Shirts for Men (White, Small)", "asin": "B08GY8RRT9", "price": "$54.95", "quantity": ""}, {"title": "MIDMX 3PCS Vintage Heavyweight Cotton T Shirts for Men Oversized T Shirts for Women Unisex Short Sleeves Street Casual Loose Acid Washed Tee", "asin": "B0DRG4BG72", "price": "$30.99", "quantity": ""}, {"title": "DAVID ARCHY Men's Heavyweight T-Shirt Cotton Sorona Casual Plain Shirts Curved Hem Tees Crewneck for Men 2-Pack(L, Ivory White)", "asin": "B0D7HJ8R74", "price": "$39.99", "quantity": ""}, {"title": "Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt", "asin": "B0BWDNFS36", "price": "$39.99", "quantity": ""}, {"title": "COOFANDY Mens T Shirts Casual Short Sleeve Cotton Tee Shirts Hipster Hip Hop Longline T-Shirt Basic Summer Tops", "asin": "bf27b96e", "price": "$19.99", "quantity": ""}, {"title": "GRACE KARIN Women's Satin Silk Blouse Lapel V Neck Long Sleeve Casual Work Blouse Shirts Pullover Tops", "asin": "140fbdd4", "price": "$22.99", "quantity": ""}, {"title": "Amazon Essentials Women's Slim-Fit Layering Long Sleeve Knit Rib V-Neck (Available in Plus Size), Pack of 2", "asin": "3e5f6c6f", "price": "$18.13", "quantity": ""}, {"title": "Dokotoo Long Sleeve Shirts for Women 2024 Fashion Fall Ruffle Bubble Sleeve Casual Loose Tops and Blouses", "asin": "4047e86e", "price": "$20.28", "quantity": ""}, {"title": "COOFANDY Men's Casual Shirt Long Sleeve Casual Button Down Shirt for Men Summer Beach Wedding Shirt", "asin": "773e0f35", "price": "$19.99", "quantity": ""}, {"title": "GRACE KARIN Women's 2025 Long Sleeve Peplum Dressy Shirt Office Bow Tie Work Blouses Tops Smocked Waist", "asin": "/promo/A1YVRD5G40GMTQ", "price": "$28.07", "quantity": ""}, {"title": "Dokotoo Womens Fringe Vest 70s Hippie Costume Sleeveless Cowgirl Western Faux Suede Tassel Leather Outerwear", "asin": "07eb5ccc", "price": "$31.48", "quantity": ""}, {"title": "True Classic Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men", "asin": "B0DTL65SYR", "price": "$27.99", "quantity": ""}, {"title": "VEIISAR Men's Heavy Weight Crew Neck T-Shirt Mens Premium Cotton Tee - Pre Shrunk S-3XL", "asin": "B0CPSXCXY8", "price": "$26.99", "quantity": ""}, {"title": "Charles Wilson Men's 5 Pack Crew Neck T-Shirt", "asin": "B07DM6RKK1", "price": "$44.95", "quantity": ""}, {"title": "Kingsted T-Shirts for Men Pack - Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee", "asin": "B0D4YQVQF4", "price": "$11.99", "quantity": ""}, {"title": "EVERYDAY TEES Men's Heavy Cotton Tee (Pack of 12), Assorted Mixed Color Small to 5XL", "asin": "B0D4W5DXFW", "price": "$56.00", "quantity": ""}, {"title": "Comfneat Men's 3-Pack Lightweight T-Shirts Cotton Crew Neck Regular Fit Solid Tee", "asin": "B0CGHTHQFK", "price": "$26.99", "quantity": ""}, {"title": "Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts", "asin": "B0DQLFJW81", "price": "$45.99", "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": "2025-04-10T18:11:40.646Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-10T18:11:40.646Z\",\"action\": \"purchase\",\"acion_argument\": \"B0DVSW7QH1\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-10T18:11:40.646Z\",\"action\": \"purchase\",\"acion_argument\": \"B0DVSW7QH1\",}</answer>", "index": 2597, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-07T00:42:23.928Z\", \"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{\"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{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n{\"timestamp\": \"2025-04-08T00:16:08.041Z\", \"action\": \"click_product\", \"action_argument\": \"B0777LRN9F\"}\n{\"timestamp\": \"2025-04-08T00:18:56.688Z\", \"action\": \"click_product\", \"action_argument\": \"B087MC1HW6\"}\n{\"timestamp\": \"2025-04-08T01:08:41.680Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray \\u7f16\\u7ec7\"}\n{\"timestamp\": \"2025-04-08T01:08:41.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:48.494Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver Gray nylon\"}\n{\"timestamp\": \"2025-04-08T01:11:48.790Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:11:55.067Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:11:59.077Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-08T01:12:05.683Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:12:14.918Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:12.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:22.813Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:13:28.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:14:53.912Z\", \"action\": \"purchase\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"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\": \"$206.62\", \"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\": \"$69.99\", \"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\": \"$20.69\", \"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\": \"$7.79\", \"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\"product_details\": [{\"title\": \"Men\\u2019s Loose Fit Cotton T-Shirts (3-Pack) \\u2013 Soft, Breathable, Mens Oversized T Shirt for Gym & Daily Workout.\"},\n{\"price\": \"$39.99\"},\n{\"bullet_list\": \"\\u2714 Loose Fit for Maximum Comfort \\u2013 Oversized tshirts for men Designed for relaxed, easy movement, these loose-fit t-shirts provide a breathable and non-restrictive feel, perfect for daily wear, workouts, or lounging. \\u2714 Soft & Durable Cotton Fabric \\u2013 Made from premium 100% BCI Combed cotton, these gym oversized shirts men offer all-day comfort, superior breathability, and durability, keeping you cool and fresh. \\u2714 No Shrink, No Fade \\u2013 Pre-shrunk and fade-resistant, ensuring these Premium boxy tees for men maintain their size, shape, and color even after multiple washes. \\u2714 Versatile 3-Pack Value \\u2013 Get more for less with this pack of 3 essential heavy weight tshirts for men, ideal for layering, casual wear, or gym sessions. Available in classic colors to match any wardrobe. \\u2714 Easy Care & Long-Lasting \\u2013 Machine washable and wrinkle-resistant, these t-shirts are built to last, requiring minimal maintenance while keeping you looking sharp.\"},\n{\"asin\": \"B0DVSW7QH1\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Medium\"},\n{\"Color\": \"White Pack of 3\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"$25.00\", \"quantity\": \"\"},\n{\"title\": \"USQUARED Men's Crew Neck Tee 100% Combed Lightweight Cotton T-Shirts (US, Alpha, Medium, Regular, Regular, Pack of 3 Assorted)\", \"asin\": \"B0DV58CYZB\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"DMOYALA Men Vintage Graphic Tees Washed Oversized Skull 3D Printed T-Shirts Casual Streetwear Shirt Summer Tops Grey/Vintage Printed L\", \"asin\": \"B0DZT8WR85\", \"price\": \"$28.99\", \"quantity\": \"\"},\n{\"title\": \"Rhone Men's Origin Performance Tee - Ultrasoft Cotton Blend Fabric, Lightweight, Moisture-Wicking, Anti-Odor T-Shirt (White, Large)\", \"asin\": \"B0DQVT1XHK\", \"price\": \"$48.00\", \"quantity\": \"\"},\n{\"title\": \"INTO THE AM Men's Fitted Crew Neck Logo Basic Tees 3-Pack - Modern Fit Fresh Classic Short Sleeve T-Shirts for Men (White, Small)\", \"asin\": \"B08GY8RRT9\", \"price\": \"$54.95\", \"quantity\": \"\"},\n{\"title\": \"MIDMX 3PCS Vintage Heavyweight Cotton T Shirts for Men Oversized T Shirts for Women Unisex Short Sleeves Street Casual Loose Acid Washed Tee\", \"asin\": \"B0DRG4BG72\", \"price\": \"$30.99\", \"quantity\": \"\"},\n{\"title\": \"DAVID ARCHY Men's Heavyweight T-Shirt Cotton Sorona Casual Plain Shirts Curved Hem Tees Crewneck for Men 2-Pack(L, Ivory White)\", \"asin\": \"B0D7HJ8R74\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt\", \"asin\": \"B0BWDNFS36\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY Mens T Shirts Casual Short Sleeve Cotton Tee Shirts Hipster Hip Hop Longline T-Shirt Basic Summer Tops\", \"asin\": \"bf27b96e\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"GRACE KARIN Women's Satin Silk Blouse Lapel V Neck Long Sleeve Casual Work Blouse Shirts Pullover Tops\", \"asin\": \"140fbdd4\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Essentials Women's Slim-Fit Layering Long Sleeve Knit Rib V-Neck (Available in Plus Size), Pack of 2\", \"asin\": \"3e5f6c6f\", \"price\": \"$18.13\", \"quantity\": \"\"},\n{\"title\": \"Dokotoo Long Sleeve Shirts for Women 2024 Fashion Fall Ruffle Bubble Sleeve Casual Loose Tops and Blouses\", \"asin\": \"4047e86e\", \"price\": \"$20.28\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY Men's Casual Shirt Long Sleeve Casual Button Down Shirt for Men Summer Beach Wedding Shirt\", \"asin\": \"773e0f35\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"GRACE KARIN Women's 2025 Long Sleeve Peplum Dressy Shirt Office Bow Tie Work Blouses Tops Smocked Waist\", \"asin\": \"/promo/A1YVRD5G40GMTQ\", \"price\": \"$28.07\", \"quantity\": \"\"},\n{\"title\": \"Dokotoo Womens Fringe Vest 70s Hippie Costume Sleeveless Cowgirl Western Faux Suede Tassel Leather Outerwear\", \"asin\": \"07eb5ccc\", \"price\": \"$31.48\", \"quantity\": \"\"},\n{\"title\": \"True Classic Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men\", \"asin\": \"B0DTL65SYR\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"VEIISAR Men's Heavy Weight Crew Neck T-Shirt Mens Premium Cotton Tee - Pre Shrunk S-3XL\", \"asin\": \"B0CPSXCXY8\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Charles Wilson Men's 5 Pack Crew Neck T-Shirt\", \"asin\": \"B07DM6RKK1\", \"price\": \"$44.95\", \"quantity\": \"\"},\n{\"title\": \"Kingsted T-Shirts for Men Pack - Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee\", \"asin\": \"B0D4YQVQF4\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"EVERYDAY TEES Men's Heavy Cotton Tee (Pack of 12), Assorted Mixed Color Small to 5XL\", \"asin\": \"B0D4W5DXFW\", \"price\": \"$56.00\", \"quantity\": \"\"},\n{\"title\": \"Comfneat Men's 3-Pack Lightweight T-Shirts Cotton Crew Neck Regular Fit Solid Tee\", \"asin\": \"B0CGHTHQFK\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts\", \"asin\": \"B0DQLFJW81\", \"price\": \"$45.99\", \"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\": \"2025-04-10T18:11:40.646Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"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\": \"2025-04-11T19:51:40.250Z\", // 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
2025-04-11T19:51:40.250Z
input
阿萨姆奶茶
rule
train
2,598
2025-04-11T19:51:40.250Z
input
阿萨姆奶茶
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-08T01:15:56.058Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:16:05.480Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:18:50.961Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:19:15.369Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:37.300Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:40.777Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:20:10.780Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:31:25.004Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:25.253Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:31.755Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 \u94f6"} {"timestamp": "2025-04-08T01:31:32.024Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:38.260Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 silver"} {"timestamp": "2025-04-08T01:31:38.516Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:42.383Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:43.603Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:43.858Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:12:01.493Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:12:24.164Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:12:35.377Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:37.752Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:39.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:40.989Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:42.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:44.115Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:45.754Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:57.777Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:20:17.611Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-08T02:20:17.649Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-08T02:24:25.794Z", "action": "click_product", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T02:24:27.519Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:25:15.270Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:26:57.406Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T02:27:00.610Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T02:27:37.905Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-08T02:27:52.506Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver light gray nylon"} {"timestamp": "2025-04-08T02:27:52.784Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:54.455Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:54.626Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:56.191Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:59.523Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 light gray nylon"} {"timestamp": "2025-04-08T02:27:59.802Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:28:19.403Z", "action": "click_product", "action_argument": "B095K39ZYQ"} {"timestamp": "2025-04-08T02:28:43.766Z", "action": "click_product", "action_argument": "B08ZSHTCTJ"} {"timestamp": "2025-04-08T02:28:52.692Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:28:58.483Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:29:03.504Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:30:15.209Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:30:41.679Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:30:49.458Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:30:50.246Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T18:04:39.512Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-10T18:05:22.346Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T18:05:25.355Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T18:05:37.444Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-10T18:05:51.112Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T18:06:02.544Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-10T18:06:42.362Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-10T18:06:45.015Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-10T18:06:46.337Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-10T18:10:54.266Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T18:10:55.877Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T18:11:40.646Z", "action": "purchase", "action_argument": "B0DVSW7QH1"} {"timestamp": "2025-04-11T02:38:02.204Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-11T02:38:26.945Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-11T02:38:26.982Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-11T04:02:36.778Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-11T18:27:37.252Z", "action": "input", "action_argument": "\u540a\u5760 \u798f\u5b57"} {"timestamp": "2025-04-11T18:27:39.162Z", "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": "2025-04-11T19:51:40.250Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-11T19:51:40.250Z\",\"action\": \"input\",\"acion_argument\": \"阿萨姆奶茶\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-11T19:51:40.250Z\",\"action\": \"input\",\"acion_argument\": \"阿萨姆奶茶\",}</answer>", "index": 2598, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"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\": \"2025-04-11T19:51:40.250Z\", // 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", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"2025-04-11T19:51:51.684Z\", // 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
2025-04-11T19:51:51.684Z
input
阿萨姆奶茶
rule
train
2,599
2025-04-11T19:51:51.684Z
input
阿萨姆奶茶
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-08T01:15:56.058Z", "action": "click_product", "action_argument": "B09ZP9W14Q"} {"timestamp": "2025-04-08T01:16:05.480Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:18:50.961Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:19:15.369Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:37.300Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:19:40.777Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T01:20:10.780Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T01:31:25.004Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:25.253Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:31.755Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 \u94f6"} {"timestamp": "2025-04-08T01:31:32.024Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:38.260Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263 silver"} {"timestamp": "2025-04-08T01:31:38.516Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:42.383Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T01:31:43.603Z", "action": "input", "action_argument": "\u5e73\u5b89\u6263"} {"timestamp": "2025-04-08T01:31:43.858Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:12:01.493Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:12:24.164Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:12:35.377Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:37.752Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:39.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:40.989Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:42.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:44.115Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:45.754Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:12:57.777Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:20:17.611Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-08T02:20:17.649Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-08T02:24:25.794Z", "action": "click_product", "action_argument": "B09ZPB85JC"} {"timestamp": "2025-04-08T02:24:27.519Z", "action": "click_product", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:25:15.270Z", "action": "purchase", "action_argument": "B0CKPB8DNK"} {"timestamp": "2025-04-08T02:26:57.406Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T02:27:00.610Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T02:27:37.905Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-08T02:27:52.506Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 silver light gray nylon"} {"timestamp": "2025-04-08T02:27:52.784Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:54.455Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:54.626Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:56.191Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:27:59.523Z", "action": "input", "action_argument": "apple watch \u8868\u5e26 light gray nylon"} {"timestamp": "2025-04-08T02:27:59.802Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T02:28:19.403Z", "action": "click_product", "action_argument": "B095K39ZYQ"} {"timestamp": "2025-04-08T02:28:43.766Z", "action": "click_product", "action_argument": "B08ZSHTCTJ"} {"timestamp": "2025-04-08T02:28:52.692Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:28:58.483Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:29:03.504Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:30:15.209Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:30:41.679Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:30:49.458Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:30:50.246Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T18:04:39.512Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-10T18:05:22.346Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T18:05:25.355Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T18:05:37.444Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-10T18:05:51.112Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T18:06:02.544Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-10T18:06:42.362Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-10T18:06:45.015Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-10T18:06:46.337Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-10T18:10:54.266Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T18:10:55.877Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T18:11:40.646Z", "action": "purchase", "action_argument": "B0DVSW7QH1"} {"timestamp": "2025-04-11T02:38:02.204Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-11T02:38:26.945Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-11T02:38:26.982Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-11T04:02:36.778Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-11T18:27:37.252Z", "action": "input", "action_argument": "\u540a\u5760 \u798f\u5b57"} {"timestamp": "2025-04-11T18:27:39.162Z", "action": "click", "action_argument": "search"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-11T19:51:40.250Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata 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": "2025-04-11T19:51:51.684Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-11T19:51:51.684Z\",\"action\": \"input\",\"acion_argument\": \"阿萨姆奶茶\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-11T19:51:51.684Z\",\"action\": \"input\",\"acion_argument\": \"阿萨姆奶茶\",}</answer>", "index": 2599, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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\": \"2025-04-08T01:15:56.058Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZP9W14Q\"}\n{\"timestamp\": \"2025-04-08T01:16:05.480Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:18:50.961Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:19:15.369Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:37.300Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:19:40.777Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T01:20:10.780Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T01:31:25.004Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:25.253Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:31.755Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 \\u94f6\"}\n{\"timestamp\": \"2025-04-08T01:31:32.024Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:38.260Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263 silver\"}\n{\"timestamp\": \"2025-04-08T01:31:38.516Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:42.383Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T01:31:43.603Z\", \"action\": \"input\", \"action_argument\": \"\\u5e73\\u5b89\\u6263\"}\n{\"timestamp\": \"2025-04-08T01:31:43.858Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:12:01.493Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:12:24.164Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:12:35.377Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:37.752Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:39.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:40.989Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:42.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:44.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:45.754Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:12:57.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:20:17.611Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:20:17.649Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-08T02:24:25.794Z\", \"action\": \"click_product\", \"action_argument\": \"B09ZPB85JC\"}\n{\"timestamp\": \"2025-04-08T02:24:27.519Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:25:15.270Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKPB8DNK\"}\n{\"timestamp\": \"2025-04-08T02:26:57.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:00.610Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:27:37.905Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T02:27:52.506Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 silver light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:52.784Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.455Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:54.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:56.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:27:59.523Z\", \"action\": \"input\", \"action_argument\": \"apple watch \\u8868\\u5e26 light gray nylon\"}\n{\"timestamp\": \"2025-04-08T02:27:59.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:28:19.403Z\", \"action\": \"click_product\", \"action_argument\": \"B095K39ZYQ\"}\n{\"timestamp\": \"2025-04-08T02:28:43.766Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZSHTCTJ\"}\n{\"timestamp\": \"2025-04-08T02:28:52.692Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:28:58.483Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:29:03.504Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:15.209Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:30:41.679Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:49.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:30:50.246Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"2025-04-11T19:51:51.684Z\", // 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", "split": "train" }